{"@context":"http://iiif.io/api/presentation/3/context.json","id":"https://iastate.aviaryplatform.com/iiif/5h7br8mw36/manifest","type":"Manifest","label":{"en":["Hahn, Gerald J., A Week in the Life of an Industrial Statistician"]},"logo":"https://d9jk7wjtjpu5g.cloudfront.net/organizations/logo_images/000/000/004/original/ISULogo.png?1601681107","metadata":[{"label":{"en":["Publisher"]},"value":{"en":["Iowa State University. Special Collections and University Archives"]}},{"label":{"en":["Identifier"]},"value":{"en":["RS008-006-053 (call number)","AV203390 (UID)"]}},{"label":{"en":["Description"]},"value":{"en":["A Week in the Life of an Industrial Statistician is an April 10, 1984 event in the Iowa State University Lecture Series featuring Gerald Hahn. Gerald Hahn describes the kind of statistical work that needs to be done in an industrial setting.","This item was captioned by Rev.com in conformance with WCAG 2.1 AA accessibility guidelines. (accessibility)"]}},{"label":{"en":["Local Identifier"]},"value":{"en":["Lectures_AV203390"]}},{"label":{"en":["Rights Statement"]},"value":{"en":["Per request by the creator, access to this item is restricted to scholarly use only. (access)","This item is protected by copyright and/or related rights. You are free to use this item in any way that is permitted by the copyright and related rights legislation that applies to your use. In addition, no permission is required from the rights-holder(s) for educational uses. For other uses you need to obtain permission from the rights-holder(s)."]}},{"label":{"en":["Preferred Citation"]},"value":{"en":["A Week in the Life of an Industrial Statistician. Iowa State University Lecture Series (RS 8/6/53). Special Collections and University Archives, Iowa State University Library, Ames, Iowa."]}},{"label":{"en":["Ark"]},"value":{"en":["https://n2t.net/ark:/87292/w9dj58n27"]}},{"label":{"en":["Date"]},"value":{"en":["1984-04-10"]}},{"label":{"en":["Type"]},"value":{"en":["lectures","Sound"]}},{"label":{"en":["Agent"]},"value":{"en":["Hahn, Gerald J. (speaker)"]}},{"label":{"en":["Format"]},"value":{"en":["1/4 inch audio cassette"]}},{"label":{"en":["Subject"]},"value":{"en":["Mathematical statistics","Statisticians","Industrial statistics","Industrial productivity"]}},{"label":{"en":["Language"]},"value":{"en":["English (primary)"]}},{"label":{"en":["Relation"]},"value":{"en":["Committee on Lectures records (RS 8/6/53) (physical collection)","Iowa State Lectures Series (digital collection)"]}}],"summary":{"en":["A Week in the Life of an Industrial Statistician is an April 10, 1984 event in the Iowa State University Lecture Series featuring Gerald Hahn. Gerald Hahn describes the kind of statistical work that needs to be done in an industrial setting.","This item was captioned by Rev.com in conformance with WCAG 2.1 AA accessibility guidelines."]},"requiredStatement":{"label":{"en":["Attribution"]},"value":{"en":["Per request by the creator, access to this item is restricted to scholarly use only.","This item is protected by copyright and/or related rights. You are free to use this item in any way that is permitted by the copyright and related rights legislation that applies to your use. In addition, no permission is required from the rights-holder(s) for educational uses. For other uses you need to obtain permission from the rights-holder(s)."]}},"provider":[{"id":"https://iastate.aviaryplatform.com/aboutus","type":"Agent","label":{"en":["Iowa State University"]},"homepage":[{"id":"https://iastate.aviaryplatform.com/","type":"Text","label":{"en":["Iowa State University"]},"format":"text/html"}],"logo":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/organizations/logo_images/000/000/004/original/ISULogo.png?1601681107","type":"Image"}]}],"thumbnail":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/collection_resource_files/thumbnails/000/105/820/small/lecture.png?1613512073","type":"Image","format":"image/png"}],"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820","type":"Canvas","label":{"en":["Media File 1 of 2 - AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_a.mp3"]},"duration":2745.192,"width":640,"height":40,"thumbnail":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/collection_resource_files/thumbnails/000/105/820/small/lecture.png?1613512073","type":"Image","format":"image/png"}],"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/content/1","type":"AnnotationPage","items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/content/1/annotation/1","type":"Annotation","motivation":"painting","body":{"id":"https://aviary-p-iastate.s3.wasabisys.com/collection_resource_files/resource_files/000/105/820/original/AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_a.mp3?1613512073","type":"Audio","format":"audio/mpeg","duration":2745.192,"width":640,"height":40},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820","metadata":[]}]}],"annotations":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901","type":"AnnotationPage","label":{"en":["AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_a.vtt [Transcript]"]},"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/1","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"(background chatter)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=5.843,8.926"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/2","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e I'd like to welcome you all tonight to the annual lecture","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=10.85,13.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/3","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is put on annually","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=13.54,15.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/4","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by the Music Moreau Statistical Honor Society.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=15.38,18.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/5","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Before we get started, though","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=18.73,20.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/6","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I'd first like to acknowledge those groups","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=20.01,22.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/7","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which have helped financially","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=22.45,25.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/8","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with putting this event together.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=25.17,26.983"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/9","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The Iowa status graduate students statistics club,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=28.34,31.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/10","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the graduate college, and the university committee","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=31.71,34.29"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/11","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on lectures have contributed significant sums of money","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=34.29,39.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/12","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to help fund our speaker's trip out here","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=39.26,42.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/13","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in this evenings reception, which will follow the talk.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=42.01,46.323"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/14","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The departments of statistics, industrial engineering","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=47.39,50.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/15","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and electrical engineering are also to be recognized","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=50.33,53.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/16","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for their help in putting this all together.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=53.21,55.693"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/17","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Tonight's speaker is Dr. Gerald Hahn.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=56.9,59.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/18","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He is currently manager of the statistics program","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=59.82,62.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/19","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for corporate research and development","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=62.84,64.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/20","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at General Electric Company.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=64.94,67.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/21","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He has been a member of this group","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=67.28,69.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/22","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in one capacity or another for the last 29 years.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=69.49,73.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/23","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He is also presently adjunct professor","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=73.64,76.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/24","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in union colleges, graduate studies division.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=76.61,80.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/25","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He is also serving as chairman","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=80.12,82.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/26","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the newly formed Ad hoc committee on quality","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=82.77,86.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/27","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and productivity of the American Statistical Association.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=86.12,89.773"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/28","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He received his BBA in statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=91.1,95.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/29","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from city college of New York in 1952.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=95.53,99.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/30","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Subsequent to that, he received a master's degree","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=99.22,102.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/31","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in statistics from Columbia University","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=102.18,105.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/32","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and then a master's degree in mathematics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=105.31,107.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/33","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from Union College.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=107.76,109.263"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/34","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In 1971 he received his PhD in operations research","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=110.24,115.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/35","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and statistics from Rensselaer Polytechnic Institute.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=115.12,118.993"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/36","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He has published extensively in statistical","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=120.73,123.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/37","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and engineering literature.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=123.33,125.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/38","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I believe that he has published jointly","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=125.31,128.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/39","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or by himself over 80 papers.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=128.23,132.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/40","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He is a coauthor of two textbooks","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=132.0,134.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/41","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and has contributed to several others.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=134.21,136.323"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/42","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He has a fellow of both the American Statistical Association","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=138.25,142.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/43","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the American Society for Quality Control.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=142.56,145.313"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/44","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And in tonight's presentation he will use his experiences","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=147.13,151.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/45","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to talk to us on a week in the life","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=151.41,154.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/46","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of an industrial statistician.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=154.01,156.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/47","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Dr. Hahn.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=156.2,157.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/48","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"(students clap)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=157.65,160.317"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/49","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Thank you very much. Thank you, Terry.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=163.4,164.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/50","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Gee, I'm delighted to be here","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=164.86,167.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/51","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and I feel very honored to be here.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=167.34,170.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/52","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I remember I have many associations with Iowa state.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=170.32,175.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/53","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I remember I went to school, gee back in 1952","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=176.0,179.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/54","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and before one of the textbook was not at course.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=179.64,183.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/55","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Not only was it one of the best books,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=183.42,185.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/56","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it was also about the only book in those days.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=185.3,188.913"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/57","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In the summer I think of 1961","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=190.57,194.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/58","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I was privileged to take a course with professor David","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=194.28,197.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/59","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at VPI that summer.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=199.314,201.053"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/60","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And the subsequent years I've had very exciting association","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=202.02,207.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/61","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with Bill Meeker and more recently I asked (mumbles)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=207.47,212.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/62","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Steve Rodman we'll be proud of the committee","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=213.34,215.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/63","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on quality and productivity.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=215.69,217.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/64","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So there are a lot of very happy ties I have","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=217.28,220.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/65","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with Iowa state.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=220.58,221.687"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/66","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And I say, I feel very honored and privileged to be here.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=221.687,225.88"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/67","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I'm probably the only person in this room","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=225.88,228.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/68","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who spent half a day and is connected in New York today.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=228.22,232.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/69","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"That's maybe a statistic of very little consequence.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=232.66,237.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/70","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I did decide in coming here that I'm really","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=237.11,240.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/71","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the wrong business.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=240.99,242.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/72","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"When I took the plane from Chicago to Des Moines","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=242.18,247.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/73","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and found out how much they were charging, what I decided","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=249.21,251.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/74","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you'll never ask me back again.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=251.61,253.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/75","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And secondly, that I think it must be a","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=253.86,255.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/76","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"very lucrative business to operate an airline","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=255.54,257.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/77","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from Chicago to Des Moines.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=257.52,260.29"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/78","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I was a little bit shaken up though","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=260.29,262.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/79","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"when on the trip over us, as the plane was about to take off","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=262.89,267.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/80","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the stewardess gave us these instructions on what to do","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=268.86,272.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/81","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if we should land in water.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=272.21,274.413"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/82","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"(laughs)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=274.413,276.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/83","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I thought I was a little bit off of my geography there.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=276.38,279.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/84","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But anyhow, I'd like to share with you a few ideas,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=279.93,283.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/85","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of some of the mischief that an","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=283.9,285.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/86","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"industrial statistician gets into.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=285.74,287.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/87","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I'd like to make this very informal.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=287.96,289.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/88","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So please feel free as I go along to ask questions","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=289.68,293.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/89","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or interrupt or comment, or however you see fit.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=293.67,298.113"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/90","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I guess I am here directly from the Battlefront.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=299.66,302.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/91","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We are indeed very much involved","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=302.96,305.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/92","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in applying statistics to day to day problems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=305.01,309.382"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/93","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I'm going to give you maybe just a little bit","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=309.382,310.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/94","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the background organization-wise.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=310.49,313.233"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/95","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I am associated with and I guess manager","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=314.07,319.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/96","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of a small statistical group in a corporate organization","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=319.32,324.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/97","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"within general electric corporate research and development.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=324.34,328.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/98","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And all about 80% of my work is as a statistician per say.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=328.1,333.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/99","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"There are five people in our unit","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=333.38,336.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/100","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and we sort of provide a general consulting service","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=336.01,339.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/101","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"almost like a private business for anybody","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=339.3,341.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/102","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the general electric company that would like","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=341.36,343.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/103","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to call us and ask us questions","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=343.04,345.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/104","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and help us solve their problems with statistical nature.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=345.23,349.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/105","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we get everything from how to conduct a T test","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=349.01,352.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/106","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to problems that have no answer.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=352.74,356.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/107","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And in-between, and the great part of our work","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=356.07,359.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/108","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as I think is the work of most applied statisticians,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=359.01,362.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/109","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"isn't so much in grinding out numbers","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=362.15,364.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/110","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and doing analysis of variants and what have you,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=364.5,366.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/111","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but just helping define the problems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=366.82,369.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/112","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think a great part of the industrial statistician's world","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=369.96,374.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/113","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is to serve as a logistician and as a psychologist","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=374.34,378.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/114","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a sense to help people straighten out","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=378.87,381.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/115","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what it is really they're trying to answer.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=381.34,384.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/116","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And once a problem is defined","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=384.13,386.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/117","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"probably the rest of it as often very easy.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=386.67,390.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/118","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The same thing goes with planning experiments","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=390.12,392.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/119","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as I might comment a little bit and talk tomorrow.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=392.2,395.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/120","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It is really in my judgment, great deal","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=395.32,397.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/121","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"more important in most situations to have the right data","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=397.68,400.697"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/122","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and any statistician will obviously tell you this","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=400.697,403.821"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/123","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"than to worry too much about eight sophisticated analysis.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=403.821,408.821"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/124","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But anyhow, I guess in the back of your handout","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=409.59,414.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/125","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we have a little propaganda sheet.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=415.02,417.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/126","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, blurb what's thought of as a one sheet description","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=417.17,420.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/127","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which we give to people principally in the company,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=420.5,423.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/128","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to describe some of the things that our unit does","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=423.43,426.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/129","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and to describe some of the people in the unit.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=426.67,431.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/130","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What I'd like to do is talk a little bit","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=431.42,433.687"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/131","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about some of the different applications","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=433.687,437.396"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/132","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that we're involved in and to the extent that time allows","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=437.396,441.377"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/133","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you might be interested to generalize a little bit","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=441.377,444.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/134","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about some of the things that might make a statistician","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=444.49,449.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/135","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in an industrial situation.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=449.78,452.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/136","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the very important elements of all of this","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=452.59,454.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/137","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is the ability to communicate.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=454.74,456.893"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/138","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"People in industry are not terribly interested","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=457.74,461.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/139","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or terribly concerned about how sophisticated","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=461.71,464.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/140","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or how knowledgeable the method is that you're using.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=464.84,467.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/141","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What they are concerned with as they come up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=467.71,469.91"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/142","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with simple answers to their very specific problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=469.91,473.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/143","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a manner that makes sense to them,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=473.36,474.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/144","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a manner that they understand.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=474.98,476.763"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/145","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So I think the emphasis perhaps is a little bit different","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=477.6,481.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/146","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from what sometimes you might find","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=481.24,483.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/147","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a university kind of a context.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=483.59,487.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/148","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But let me just for the heck of it, talk about a few","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=487.87,491.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/149","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of these applications areas,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=491.81,493.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/150","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"just to give you an idea of some of the things","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=493.76,496.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/151","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with which we're involved.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=496.51,498.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/152","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And basically I have a fairly long list","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=498.18,501.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/153","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and we sort of have a timesharing operation.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=501.95,505.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/154","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We work on a lot of problems simultaneously.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=505.3,507.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/155","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Problems don't happen to wait one for the next","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=507.77,510.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/156","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a neat order.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=510.33,511.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/157","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You may find a particular day","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=511.87,513.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/158","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you were literally involved in half a dozen of these,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=513.41,515.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/159","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you try to keep a good notes so that you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=515.93,519.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/160","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"don't confuse one problem with the next,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=520.12,522.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/161","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or at least somebody with a poor memory like myself","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=522.69,524.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/162","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"has to keep pretty good notes so that we really","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=524.7,528.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/163","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"know what's going on.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=528.22,529.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/164","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Okay, let me talk about a few of the examples","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=529.53,533.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/165","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which are suggested on this slide and the one that follows.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=533.67,538.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/166","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Area of process improvement.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=540.19,542.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/167","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Statistical tools are very frequently used","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=542.8,545.91"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/168","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in trying to learn how to make more out of a process,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=545.91,550.91"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/169","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how to increase the yield, reduce the number of defects,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=550.99,555.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/170","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"improve reliability and what have you,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=556.79,560.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/171","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"indeed and I think I will talk a little bit more","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=560.59,562.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/172","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about this in presentation tomorrow.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=562.95,565.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/173","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I had occasion as a matter of fact,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=565.63,567.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/174","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the day before yesterday, to give a 50 minute presentation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=567.49,572.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/175","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to my managers, manager, manager.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=572.95,575.603"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/176","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Managers, three managers removed, on the use of statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=577.02,582.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/177","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for process improvement in 15 minutes.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=582.8,585.523"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/178","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And basically that is about the extent of the interest.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=587.3,589.953"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/179","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He is a very busy person.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=589.953,592.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/180","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He has gee, may be about 400 or so people,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=592.63,597.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/181","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"professional people working for him,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=597.55,599.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/182","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and he would like to get some sort of overview","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=599.52,601.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/183","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of what everybody's doing.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=601.33,602.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/184","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So each person doesn't get much more than 15 minutes.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=602.8,605.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/185","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So the challenge here, and this is actually again,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=605.42,607.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/186","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"part of the communication, this challenge is to try","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=607.67,610.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/187","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to compress some of these ideas","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=610.27,612.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/188","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a very short period of time","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=612.2,614.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/189","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and get out the most significant ones.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=614.07,616.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/190","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I say, I'll try to talk a little bit more","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=616.3,617.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/191","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about this one tomorrow.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=617.76,619.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/192","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Actually, one of the examples that I did use","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=619.7,623.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/193","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"was the first one, the experiment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=623.06,624.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/194","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for plastic material optimization.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=624.78,627.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/195","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the important businesses","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=627.96,630.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/196","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that General Electric is involved in","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=630.07,631.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/197","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is that of making plastic materials.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=631.87,634.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/198","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"For example now for auto bumpers,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=634.01,637.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/199","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or rather parts of automobiles.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=637.89,640.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/200","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And one of the challenges is to make that material","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=640.51,645.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/201","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with optimum yield properties and like.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=648.18,651.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/202","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And there are some interesting","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=651.42,653.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/203","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"experimental design implications.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=653.37,655.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/204","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But I say, I think I will leave that particular application,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=655.58,658.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/205","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that application for the discussion tomorrow.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=658.41,660.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/206","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And they're aware that people industry","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=662.4,665.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/207","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are very much involved in, as you might know,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=665.15,668.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/208","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from Bill Meeker who has now worked extensively","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=668.1,671.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/209","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in this particular area also,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=671.67,673.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/210","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is that a product life data analysis.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=673.48,676.403"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/211","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Frequently, one is very interested in learning something","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=678.275,681.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/212","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about the life of a product,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=681.66,683.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/213","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"characterizing it statistically.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=683.7,685.493"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/214","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"For example we might have to ask questions such as","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=686.51,690.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/215","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this particular unit out in the field has been","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=690.83,695.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/216","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"creating some problems, we've had some failures.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=695.7,699.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/217","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Is a recall required?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=699.01,700.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/218","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The automobile companies have that problem very frequently.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=700.75,704.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/219","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, the questionnaire often arises is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=704.63,707.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/220","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what you have is a very limited data.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=707.66,710.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/221","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It is known often this sensitive data.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=710.57,713.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/222","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Sensitive data meaning that some of the,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=713.0,717.35"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/223","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that what you know, that all that you know,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=717.35,720.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/224","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with regard to the many of the observations","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=720.75,723.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/225","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is that they run up to a particular point","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=723.47,725.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/226","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and they haven't failed yet.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=725.43,726.92"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/227","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"As far as engineers are concerned","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=726.92,728.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/228","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"they would like to have lots and lots of data like that.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=728.69,731.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/229","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Statisticians can get less data","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=731.3,734.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/230","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"out of a sense of the observations and the failures.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=734.23,736.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/231","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But the point is that one frequently has a mixture","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=736.08,739.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/232","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of data at work.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=739.54,740.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/233","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You know, gee, when a unit has failed,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=740.6,743.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/234","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you know the time of failure, but to the unfailed units","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=743.43,745.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/235","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all that you know, is that the failure time","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=745.83,747.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/236","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is the particular time that you observed,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=747.62,749.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/237","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"plus like it may have been run for three years,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=749.26,751.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/238","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it may run for another five years","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=751.72,752.962"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/239","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or it may die tomorrow morning.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=752.962,755.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/240","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, the question is, when you have say information","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=755.34,759.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/241","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on failures on automobile engines","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=759.45,762.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/242","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are you seeing just the tip of the iceberg","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=764.78,768.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/243","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or have you seen the majority of the failures already?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=768.12,772.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/244","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So what you are looking for as a determination","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=772.54,775.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/245","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of whether you have things getting worse","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=775.38,778.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/246","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or things getting better, which in statistical terminology","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=778.09,781.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/247","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you may talk about an increasing hazard rate","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=781.42,783.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/248","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or a decreasing hazard rate.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=783.62,785.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/249","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And which one you have is going to be very significant","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=785.71,788.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/250","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in deciding whether or not you need, we call a product.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=788.87,792.785"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/251","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"If you have a situation where you have early mortalities","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=792.785,796.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/252","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"where units fail very early in the game","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=796.57,800.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/253","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and if they have survived the early period,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=800.86,804.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/254","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"then you'd may not have to worry too much","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=804.3,807.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/255","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you may even be able to solve a problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=807.13,809.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/256","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by burning in your product in house.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=809.62,812.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/257","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"On the other hand, if you're dealing","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=812.11,813.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/258","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with something which has a wear out mechanism","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=813.68,816.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/259","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"then things can get worse and worse with age,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=816.27,818.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/260","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you will have to try to recall","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=818.3,821.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/261","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that you minimize the number of failures","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=821.06,823.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/262","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"out in the field.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=823.57,824.453"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/263","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Frequently this kind of question arises","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=826.36,828.79"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/264","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in setting warranties, also in deciding","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=828.79,831.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/265","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whether a product redesigned is warranted","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=831.48,834.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/266","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and a variety of other situations like that.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=834.44,838.103"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/267","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Frequently also, one is concerned","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=839.2,843.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/268","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with trying to compress information in time.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=843.16,846.823"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/269","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One may want to learn","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=849.34,851.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/270","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how long a new dishwasher design is going to run.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=853.0,856.537"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/271","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, you may wanna release that dishwasher in three months","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=860.74,865.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/272","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from now, so you can't afford to run it for 10 years.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=866.63,870.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/273","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So what you try to to do is to go to some form","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=870.66,873.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/274","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of accelerated testing.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=873.47,875.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/275","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, when you're dealing with dishwashers,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=875.33,877.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/276","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you're in good shape because you can accelerate your testing","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=877.39,879.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/277","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by just running your dishwasher three times a day,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=879.95,883.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/278","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you can maybe compress 10 years","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=883.41,885.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/279","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of experience into three months.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=885.93,888.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/280","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But when you are dealing with some other products","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=888.63,891.05"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/281","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which are being used, say all the time in the first place","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=891.05,896.05"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/282","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"then you will have to do your testing","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=897.67,901.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/283","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by running the units at an accelerated environment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=901.6,906.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/284","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and increasing temperature, pressure, or what have you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=906.09,909.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/285","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and then develop a reasonable physical model","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=909.31,913.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/286","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to relate the results at your accelerated conditions","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=913.46,917.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/287","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to the operating conditions in which you're interested in.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=917.68,921.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/288","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So what differentiates the subject","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=921.09,924.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/289","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of product life data analysis from a technical viewpoint","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=924.66,928.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/290","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is for those of you that have gotten","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=928.27,929.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/291","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into some of the statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=929.77,931.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/292","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is there are some different ground rules.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=931.56,933.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/293","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"For one thing, the normal distribution,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=933.98,936.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/294","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is frequently assumed as being an appropriate model","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=936.37,940.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/295","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for most practical situations is not generally appropriate.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=940.03,944.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/296","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And some other models such as a Wible distribution","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=944.56,947.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/297","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is much more frequently used.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=948.35,950.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/298","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"As I suggested before frequently,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=950.5,952.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/299","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you end up having sensitive data.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=952.47,954.813"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/300","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You have that in other situations","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=954.813,956.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/301","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but you have it very frequently especially","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=956.06,958.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/302","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in product life data analysis.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=958.01,960.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/303","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Also in many situations, you're interested","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=960.45,963.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/304","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the average performance.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=963.21,964.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/305","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"When you're dealing with product life data analysis,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=964.95,967.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/306","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you're frequently interested in say a lower percentile.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=967.48,970.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/307","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You're not interested often so much by","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=970.94,972.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/308","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what time will 50% of my products fail?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=972.62,975.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/309","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You wanna set up a warranty by which time maybe only 1%","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=975.08,978.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/310","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or 5% or 10% have failed.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=978.39,980.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/311","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So you're interested in a tail of the distribution.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=980.03,982.127"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/312","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"All those things make the subject","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=982.127,984.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/313","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of product life data analysis,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=984.11,985.88"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/314","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"very intriguing, somewhat different.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=985.88,988.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/315","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And I was glad to learn and talking with Bill Meeker before","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=988.16,991.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/316","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you're one of the few schools I believe","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=991.99,994.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/317","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that does offer coursework in this particular subject.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=994.68,998.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/318","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It is one of the areas where we find that the great majority","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=998.53,1003.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/319","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of statistics PhD have very low background","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1003.75,1007.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/320","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and vernal experience and training.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1007.67,1010.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/321","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And yet it is a very important area","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1010.03,1012.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/322","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of application for anybody in industry.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1012.78,1015.563"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/323","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Again, I'd be delighted to your comments","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1016.49,1019.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/324","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or questions as we go along here.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1019.48,1021.193"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/325","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The next area, of course,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1022.65,1024.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/326","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"quality assurance is a real hot topic","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1024.83,1029.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/327","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as many of you recognize.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1030.06,1032.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/328","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Probably if you go out in the United States today","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1032.57,1037.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/329","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and ask people as a hall, take a random sample and ask them,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1037.21,1042.197"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/330","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\"Name an America statistician, or name a statistician.\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1042.197,1045.897"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/331","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I would say there are probably more people today","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1046.752,1049.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/332","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that can provide an answer to that question,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1049.71,1052.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/333","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at any time in history,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1052.1,1053.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/334","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and undoubtedly, the answer would be Ed Deming.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1053.72,1056.673"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/335","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Ed Deming who originally, who I guess I first heard of","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1059.321,1062.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/336","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I said, (mumbles) was the only book around","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1062.85,1064.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/337","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"when I went to this school.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1064.83,1066.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/338","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Ed Deming had a book on survey sampling","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1066.99,1069.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/339","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at the time.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1069.18,1070.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/340","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He did some work where I think he did the census survey","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1070.38,1074.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/341","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of Greece or something like that back in the forties.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1074.5,1078.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/342","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But he has since become as many of you know,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1078.73,1082.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/343","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"world renowned for his contribution","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1082.8,1086.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/344","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to break in popularizing the use","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1086.24,1090.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/345","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of statistical quality control in Japan.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1090.27,1092.623"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/346","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we all know what some of the results of that have been.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1093.46,1097.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/347","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, I think in all fairness, there is a lot","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1097.69,1100.588"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/348","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to quality control that has very little to do","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1100.588,1103.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/349","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with statistics.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1103.11,1104.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/350","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Indeed there was a great deal in the work","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1104.7,1106.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/351","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that Deming talks about, that deals with quality circles","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1106.95,1111.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/352","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and management concepts and the like,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1111.72,1113.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/353","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that also does not have too much to do with statistics.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1113.87,1118.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/354","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"On the other hand, there is a great deal","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1118.07,1121.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/355","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the quality control area that has a lot to do","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1123.9,1128.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/356","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with keeping good data upfront, in learning","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1128.92,1132.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/357","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what are the factors which impact the quality","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1132.1,1136.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/358","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of your product?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1136.53,1138.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/359","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"How can you determine when you're getting to trouble?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1138.51,1141.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/360","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What is a normal variation, as opposed","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1141.33,1144.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/361","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to variation that you can attribute","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1144.84,1148.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/362","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to particular factors and you can therefore remove","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1148.12,1150.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/363","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and so on, that has made statistics a very important","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1150.89,1154.117"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/364","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and very significant tool in quality control.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1154.117,1157.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/365","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now the interesting thing is that, of course","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1157.86,1159.993"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/366","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this has been around for many years.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1159.993,1161.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/367","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Ed Deming is a disciple of Shewhart","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1161.95,1165.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/368","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who develop these concepts 50 years ago or so","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1165.74,1170.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/369","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at Bell Labs, 18T","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1171.03,1175.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/370","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and they have been used for a long, long time.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1175.84,1180.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/371","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And usually, however they haven't received","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1180.67,1185.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/372","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the kind of prominence, the kind of publicity","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1185.76,1189.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/373","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that they have in the last half dozen years or so","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1189.5,1193.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/374","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as a consequence of basically one person","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1193.01,1197.817"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/375","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or a few persons who have applied them in Japan.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1199.03,1203.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/376","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And I guess Ed Deming's secret has been rather","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1203.95,1208.35"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/377","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at least in recent years, rather than working","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1208.35,1210.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/378","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from the bottom up, he's worked from the top down.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1210.7,1215.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/379","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"He associates with presidents of large companies.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1215.83,1219.653"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/380","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And when he gets their attention","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1220.918,1223.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/381","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"he finds it a lot easier to get the attention","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1223.0,1225.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/382","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of some of the people in the company.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1225.61,1226.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/383","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And he has done this very, very successfully.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1226.95,1228.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/384","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And that's one thing I think we certainly learned","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1228.8,1231.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/385","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in industry also, that you can be so much more effective","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1231.47,1236.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/386","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"when you have the support of the person in charge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1236.15,1239.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/387","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in their particular operation.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1239.41,1242.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/388","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well anyhow, the area of statistical quality control","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1242.9,1247.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/389","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is a very exciting area.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1248.73,1252.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/390","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It is an area that provides, I think employment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1252.69,1255.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/391","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to many statisticians these days.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1255.89,1260.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/392","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Although at the same time, I will also say that","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1260.92,1264.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/393","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it is not the area that somebody","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1264.0,1266.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/394","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who is really very interested in statistical theory probably","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1266.7,1270.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/395","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would be that excited about, because what we're dealing with","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1270.15,1273.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/396","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is fairly mundane but very important statistical tools.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1273.27,1276.913"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/397","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Like many problems, it involves a lot of good common sense,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1277.82,1282.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/398","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a lot of looking very closely at data,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1283.7,1288.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/399","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a lot of really understanding what is going on in a process.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1288.66,1293.043"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/400","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the things in which we're currently involved is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1293.043,1296.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/401","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for a large component of the general electric company","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1296.64,1301.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/402","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"also in the plastics business.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1302.67,1305.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/403","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We've been sort of called in by the vice-president","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1305.82,1308.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/404","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to develop for them or to work with them in setting up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1308.5,1313.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/405","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"appropriate statistical quality control procedures","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1315.75,1319.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/406","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"throughout their organization.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1319.97,1322.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/407","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And this involves such things principally","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1322.23,1325.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/408","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as determining setting up procedures","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1327.428,1331.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/409","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for assessing which ones of the raw materials","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1331.13,1334.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/410","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have a significant impact","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1335.65,1337.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/411","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on the final output of the product.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1337.04,1339.05"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/412","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"This is a plastic material and you have say four or so","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1339.05,1343.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/413","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"significant ingredients that feed into the product.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1343.16,1346.363"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/414","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You have a very complicated process, reactors","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1347.57,1350.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/415","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and a whole slew of things.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1352.182,1354.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/416","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And you end up making a product","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1354.81,1357.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/417","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which has certain physical properties","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1357.11,1359.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/418","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"such as impact strength and the like.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1359.37,1361.607"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/419","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And one of the exciting questions that a statistician","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1361.607,1365.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/420","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would try to answer is, okay, you end up noticing","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1365.73,1369.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/421","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you make the product different from one day","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1369.94,1372.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/422","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to the next, at least you get different readings.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1372.64,1375.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/423","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And then the question is well, whose fault is it?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1375.7,1378.769"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/424","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Where's the action?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1378.769,1379.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/425","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Where is the contributing sources of variation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1379.98,1384.25"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/426","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that you can remove those sources of variation,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1384.25,1386.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/427","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that you can improve the consistency of the process?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1386.89,1390.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/428","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, in this particular case, it may be any one of three","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1390.85,1394.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/429","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or four raw materials, or it may be part of the process.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1394.1,1397.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/430","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Or it may not be any true variation at all.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1397.49,1400.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/431","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It may just be your inability to measure consistently.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1400.66,1405.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/432","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well this statistical challenge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1405.33,1407.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/433","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in this particular problem then is to...","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1407.17,1411.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/434","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, the first inclination is to go back and look","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1411.49,1414.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/435","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at the data that's available and see what it tells you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1414.89,1417.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/436","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And like most data, past historic data,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1417.75,1421.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/437","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it tells you very little.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1421.02,1422.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/438","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Because the data hasn't been taken the right fashion.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1422.57,1425.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/439","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In this particular instance, for example,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1425.36,1427.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/440","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"yes, you have all these raw materials feeding","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1427.54,1430.19"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/441","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into the process and you have some initial","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1430.19,1432.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/442","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"measurements on those raw material,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1432.65,1434.517"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/443","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but you don't really have the association","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1434.517,1436.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/444","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"between which raw material is associated with final output.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1436.81,1440.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/445","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So the first thing is to set up a system,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1440.9,1443.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/446","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whereby you make sure that you have retained material,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1443.15,1448.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/447","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or at least the sample material,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1448.89,1450.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/448","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which went into today's product,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1450.18,1451.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/449","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that you can determine well,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1451.9,1453.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/450","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how much of it is due to element A verse element B","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1453.67,1456.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/451","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"verses element C and how much is due to the process?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1456.55,1459.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/452","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And you set up a little experiment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1459.23,1463.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/453","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"where you have different operators come in","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1463.31,1465.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/454","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and make the same product many times","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1465.77,1468.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/455","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"over using maybe different molding machines,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1468.85,1471.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/456","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and different bath to take some of their,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1471.62,1475.303"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/457","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"he distracts your temperature measurements","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1477.64,1479.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/458","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what have you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1479.46,1480.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/459","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And you keep very careful records of all of this.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1480.42,1482.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/460","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And then you determine,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1482.87,1484.91"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/461","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"try to come up with some sort of a measure of","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1484.91,1486.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/462","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how much this variability isn't true variability at all","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1486.96,1489.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/463","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but it just reflects measurement there.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1489.9,1494.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/464","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"This is the kind of question that one runs into","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1494.52,1498.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/465","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in developing all of the statistical quality systems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1498.03,1503.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/466","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In addition to developing a procedure whereby","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1503.55,1508.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/467","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"one has an automatic signal,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1508.09,1510.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/468","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which tells you as you go along, whether indeed","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1510.54,1513.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/469","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you are observing something which is different","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1513.6,1515.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/470","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from what you observed before,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1515.82,1517.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/471","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or whether this is just another element of noise.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1517.42,1520.523"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/472","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Another very important problem, which in my judgment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1525.38,1528.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/473","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"doesn't get full time in most university courses","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1528.78,1532.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/474","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because somehow it slips in between subjects","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1532.64,1536.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/475","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is the subject of error analysis.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1536.21,1539.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/476","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Frequently what we have is a system,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1539.17,1541.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/477","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that system is made up of many components.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1541.48,1545.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/478","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The components may have individual tolerances","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1545.13,1550.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/479","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and they may act upon the final system in a linear fashion,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1550.46,1555.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/480","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what you would like to do is to be able","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1555.8,1558.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/481","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to quantify the variability of the system","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1559.007,1562.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/482","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as a function of the variability of the components.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1562.58,1565.563"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/483","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And this is another kind of problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1566.59,1568.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/484","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which we run into quite frequently.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1568.62,1571.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/485","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It's referred to a statistically","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1571.84,1573.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/486","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I guess as error, propagation analysis, frequently.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1573.44,1575.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/487","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Another important type of problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1577.94,1581.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/488","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"dealing with the effectiveness of a product","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1582.71,1587.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/489","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"deals with determination of system reliability.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1587.53,1590.633"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/490","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the problems areas in which one of our people","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1592.56,1596.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/491","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is currently involved is deals","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1596.2,1598.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/492","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with a large gas turbine system.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1598.41,1601.563"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/493","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And the objective here is building up learning","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1602.6,1607.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/494","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"based upon the components that make up that system","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1607.89,1610.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/495","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to come up with some sort of specification","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1610.74,1612.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/496","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on what the overall reliability decisions should be.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1612.72,1615.773"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/497","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And then to develop perhaps a large scale experiment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1616.93,1621.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/498","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to obtain data to determine","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1622.12,1624.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/499","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whether those requirements are met.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1624.17,1626.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/500","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And if they're not met to perhaps identify potential areas","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1626.74,1630.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/501","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for improvement in the system.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1630.96,1633.323"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/502","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Again, reliability is the probability that the system","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1634.32,1639.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/503","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is able to function, to be able to meet","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1639.63,1643.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/504","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"its designated mission over a particular time period.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1643.33,1648.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/505","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And what one wishes to do is to initially","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1648.48,1653.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/506","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to make that reliability as high as possible,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1653.09,1656.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/507","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to learn from what one knows about the components","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1656.11,1659.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/508","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that makeup the system, what the system reliability might be","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1659.38,1663.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/509","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and then to get validated to see whether that is really met.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1663.04,1668.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/510","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Another area where statisticians have become","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1671.52,1676.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/511","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"very much involved in industrial situations is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1677.023,1680.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/512","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"ones dealing with product safety or the environment.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1681.86,1686.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/513","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You may be intrigued by this first program.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1687.02,1689.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/514","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"That's what I'm gonna be talking about tomorrow.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1689.96,1691.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/515","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So I'm going to skip it for the moment.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1691.74,1695.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/516","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The test program to assess how birds react","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1695.55,1698.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/517","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to a jet engine noise.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1698.32,1699.523"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/518","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The ultimate kind of problem in statistical sampling though,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1703.68,1707.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/519","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are rises in inventory control for nuclear materials.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1707.9,1712.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/520","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the very significant things","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1712.84,1717.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/521","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that the NRC is responsible for","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1717.13,1722.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/522","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is to make sure that people don't lose nuclear materials","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1722.59,1726.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/523","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for somewhat obvious reasons.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1729.55,1731.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/524","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And therefore people who are","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1731.74,1733.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/525","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the nuclear material business","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1733.22,1735.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/526","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have to keep some pretty good bookkeeping records.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1735.5,1738.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/527","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"To make sure that the materials which they are using","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1738.81,1743.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/528","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are properly accounted for.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1744.02,1747.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/529","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In for example, making pellets","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1747.41,1750.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/530","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for nuclear power generation systems,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1750.53,1755.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/531","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"fuel for nuclear power generating systems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1755.49,1758.25"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/532","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, bookkeeping in nuclear materials ain't the same","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1758.25,1763.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/533","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as bookkeeping and dollars and cents.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1763.02,1765.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/534","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Because dollars and cents you can measure exactly.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1765.31,1768.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/535","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But nuclear materials, you weigh and you measure","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1768.39,1772.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/536","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"subjective statistical error.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1772.16,1773.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/537","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So each time you have a process and you weigh the contents","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1773.73,1777.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/538","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you maybe have some waste materials thrown up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1777.68,1780.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/539","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what have you, each time you don't really know exactly","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1780.07,1783.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/540","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how much material you have,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1783.5,1785.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/541","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all that you know is you have a measurement","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1785.43,1789.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/542","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but you have that measurement subject to measurement error.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1789.5,1792.663"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/543","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So if you are supposed to have let's say","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1795.548,1798.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/544","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"three pounds, seven ounces of material,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1798.22,1800.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/545","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you end up having three pounds, eight ounces of material","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1800.87,1805.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/546","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or three pound, six ounces of the material,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1805.44,1807.233"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/547","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"does that mean that somebody has gone away","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1807.233,1809.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/548","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with one ounce of material?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1809.55,1811.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/549","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Or is that just due to the natural noise in your process?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1811.07,1815.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/550","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well a good statistical problem is to determine","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1815.44,1819.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/551","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how much the deviation in your bookkeeping figures","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1819.24,1822.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/552","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you can describe due to normal measurement error procedures","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1822.46,1826.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/553","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and how much is an indication of some missing material.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1826.83,1831.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/554","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And of course there is more to it than just the analysis.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1832.01,1835.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/555","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"There's also the program of gee","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1835.65,1837.802"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/556","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how much sampling do you the need?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1837.802,1840.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/557","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And obviously, at critical parts of the process","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1840.84,1845.247"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/558","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and parts where you have large random variation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1845.247,1849.35"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/559","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you'll wanna increase your frequency of measurement.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1849.35,1853.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/560","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You wanna take more samples.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1853.77,1856.493"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/561","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So there are some very non-trivial and intriguing aspects","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1857.69,1861.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/562","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of this particular problem for any of you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1861.76,1863.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/563","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that are interested in pursuing it further.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1863.34,1865.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/564","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"There was a very interesting article with a discussion","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1865.82,1870.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/565","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the journal Techno Metrics on this particular subject","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1871.01,1874.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/566","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think in 1982.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1874.2,1875.623"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/567","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And other very significant kind of a problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1879.27,1884.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/568","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"involves assessing compliance","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1884.46,1888.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/569","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to pollution control regulations.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1888.41,1891.183"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/570","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The various government agencies have set up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1892.55,1897.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/571","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"various requirements with regard to air standards","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1897.56,1902.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/572","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and Water standards and what have you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1902.01,1904.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/573","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And these frequently involves statistical evaluations.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1904.7,1908.303"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/574","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Is there more contamination or less contamination","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1909.36,1913.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/575","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"than there was this particular area last year?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1913.04,1916.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/576","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"How much progress have you made in reducing pollution?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1916.87,1921.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/577","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, again, you don't know these things exactly,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1923.47,1926.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/578","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all you can do is get measurements.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1926.78,1929.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/579","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And again, the question is,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1929.66,1932.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/580","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how frequently should you measure?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1932.55,1935.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/581","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What kind of measurements are needed?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1935.1,1937.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/582","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"How should you be sampling in a river, for example?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1937.09,1940.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/583","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So as to get the maximum amount of information","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1940.58,1943.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/584","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with regard to the level of pollution for a given budget,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1943.96,1948.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/585","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for example for making such measurements.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1949.98,1954.793"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/586","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Also when can you determine","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1956.54,1960.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/587","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there is a statistically significant difference.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1960.8,1964.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/588","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we ran into, for example, the situation where","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1964.04,1967.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/589","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a very significant regulation was proposed in this area","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1967.45,1972.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/590","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which was very invalid from a statistical viewpoint.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1972.04,1977.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/591","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And perhaps some of you that have taken just","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1977.16,1981.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/592","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"an elementary course in statistics probably","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1981.72,1984.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/593","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would be able to find a problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1984.12,1985.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/594","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with that particular regulation.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1985.71,1986.91"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/595","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What it involves is taking a PSAP","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1986.91,1990.447"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/596","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to determine whether this year's measurement","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1993.58,1997.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/597","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"was significantly higher than last year's measurement.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=1997.3,2002.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/598","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I believe the requirement, this is a light change on this","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2002.93,2007.637"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/599","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but the requirement was, okay","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2007.637,2010.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/600","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you take a sample in the river, say this year","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2010.2,2014.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/601","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and take four measurements and you take a sample","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2014.5,2018.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/602","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from the river last year and take four measurements","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2018.31,2021.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/603","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and just run a simple T test to see","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2021.2,2023.239"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/604","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whether there is the difference.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2023.239,2024.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/605","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, the point is that,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2024.85,2027.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/606","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that confuses really the differences between samples","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2027.0,2032.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/607","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and just plain measurement error.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2032.57,2035.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/608","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And it would very likely lead the kind of error","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2035.34,2040.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/609","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"where one frequently would say, gee","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2042.44,2043.937"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/610","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\"There is a statistically significant difference.\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2043.937,2046.14"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/611","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"when all we're observing is just measurement fluctuations.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2046.14,2050.993"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/612","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Another example of a interesting little problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2052.76,2056.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/613","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"one of our people was involved in recently,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2056.8,2059.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/614","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is what we call a fly by night experiment.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2059.67,2063.693"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/615","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"This was a situation where one of the products","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2064.59,2069.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/616","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that our company makes is subway cards,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2069.52,2074.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/617","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or at least motors for subway cards.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2074.792,2077.52"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/618","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we sold to the city of Philadelphia,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2077.52,2082.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/619","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"had an order a very large order for subway kites.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2082.51,2086.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/620","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And within that order","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2086.13,2087.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/621","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there was an incentive contract clause, which said,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2088.34,2091.417"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/622","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\"Well if the motors, the subway car motors","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2091.417,2095.149"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/623","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have a certain level of efficiency,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2095.149,2097.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/624","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the company will get a certain bonus.\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2097.07,2100.29"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/625","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"While the question then was to determine","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2100.29,2102.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/626","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what is the the efficiency of the subway cars","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2102.8,2107.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/627","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what when needed is a realistic simulation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2107.78,2112.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/628","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the cars running in a normal kind of an environment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2113.26,2118.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/629","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that we could measure what the power consumption","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2119.41,2122.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/630","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"really is.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2122.71,2123.543"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/631","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, what we did in this particular example","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2124.4,2129.4"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/632","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is we booked up a few nights in the city of Philadelphia.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2130.54,2133.88"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/633","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Fortunately subways don't run during the middle of the night","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2133.88,2135.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/634","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in Philadelphia.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2135.93,2136.853"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/635","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So running say between 10:00 PM and 4:00 AM,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2137.95,2142.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/636","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we developed a lone experimental matrix,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2142.33,2145.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/637","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which sort of simulated the normal operation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2145.26,2148.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/638","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of subway attraction cards.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2148.23,2150.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/639","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we had them running through the city of Philadelphia","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2150.47,2153.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/640","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"using sandbags to simulate people","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2153.0,2155.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/641","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and measured the efficiency of the traction motors","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2155.86,2160.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/642","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to obtain statistically valid data","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2160.75,2164.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/643","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on what the power consumption really is of these motors.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2164.24,2169.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/644","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And this led, in this particular case,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2169.18,2171.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/645","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to a fairly significant bonus in terms to our company,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2171.15,2176.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/646","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because of the power consumption savings","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2176.44,2180.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/647","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which it demonstrated.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2180.62,2181.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/648","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But again, the purpose of this kind of a program","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2181.73,2184.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/649","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is to assure that one obtains data","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2184.48,2188.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/650","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is meaningful so that everybody agrees,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2188.24,2192.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/651","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"yes, that this really is a valid measure,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2192.33,2195.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/652","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of in this case, the power consumption","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2195.66,2199.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/653","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the subway cars involved.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2199.48,2201.283"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/654","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"A variety of applications,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2204.155,2205.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/655","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you can put under the general heading","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2205.7,2207.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/656","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of business and financial applications.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2207.2,2212.063"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/657","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the areas, again, that our company's involved in","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2213.2,2216.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/658","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is that of building power plants in far away places.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2216.59,2221.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/659","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we bid against,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2223.61,2227.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/660","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"those other companies versus other organizations","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2227.32,2229.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/661","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in building these.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2229.47,2231.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/662","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well how does one go about deciding","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2231.48,2234.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/663","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how much we should bid?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2234.95,2236.153"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/664","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And what are the chances that one takes","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2239.58,2244.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/665","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of rarely, this turning out to be a profitable venture","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2246.442,2249.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/666","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"versus us losing our shirt?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2249.96,2251.513"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/667","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, this particular problem involves developing","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2252.55,2256.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/668","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a probabilistic evaluation, trying to quantify","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2256.84,2261.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/669","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the probabilistic elements of the risks that are involved","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2261.12,2266.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/670","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the various elements of building a power plant","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2266.02,2270.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/671","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and looking at all the things that go","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2270.82,2272.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/672","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into building a power plant,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2272.57,2274.25"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/673","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"trying to make some sort of a fairly subjective","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2274.25,2277.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/674","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"probabilistic evaluation of what these costs are trying","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2277.75,2281.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/675","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to build some sort of a subjective probability distribution","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2281.67,2284.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/676","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"associated with these costs.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2284.3,2285.91"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/677","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Add them up in the appropriate fashion and come up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2285.91,2289.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/678","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with some sort of a model.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2289.49,2291.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/679","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, there are all sorts of flaws and pitfalls","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2291.08,2293.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/680","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and poor assumptions are involved in this,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2293.64,2296.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/681","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but the only excuse I can offer for doing it this way is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2296.17,2299.073"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/682","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that it is probably better","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2299.073,2301.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/683","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"than any other way you can think of.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2301.2,2303.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/684","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"At least it gets people to think in probabilistic terms.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2303.42,2306.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/685","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It gets them to think about the risks that are involved","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2306.68,2309.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/686","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that are inherent in this kind of thing.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2309.99,2312.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/687","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And think about how these risks might interact and ask","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2312.22,2316.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/688","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"lots of questions.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2316.03,2316.863"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/689","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So even if you don't believe the answer, and maybe","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2316.863,2320.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/690","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you don't, it provides a significant discipline","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2320.09,2324.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/691","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to one thinking in just developing such a model.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2324.87,2328.503"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/692","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Another rather interesting application","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2330.4,2333.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/693","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of statistical techniques in the world out there,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2333.42,2336.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/694","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is in developing systems for assessing credit worthiness.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2336.93,2341.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/695","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Among other things, GE has an organization known","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2342.1,2345.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/696","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as the General Electric Credit Company","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2345.56,2348.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/697","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is very much involved in the credit business.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2348.31,2350.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/698","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And however, this is not a problem the GECC faces,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2350.64,2354.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/699","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"this is a problem that every company","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2354.44,2356.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/700","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that grants credit to consumers faces.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2356.41,2358.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/701","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"How should I decide whether or not to grant credit","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2358.72,2362.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/702","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to an applicant?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2362.2,2363.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/703","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well if you've ever applied for credit,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2363.61,2365.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/704","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you know, that you're asked a lot of questions.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2365.37,2369.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/705","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, how does one end up deciding","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2369.95,2372.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/706","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whether or not you're a person that is worthy of credit?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2372.76,2376.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/707","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, basically the statistical way of doing this is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2376.66,2380.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/708","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by obtaining a random sample of past credit applicants,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2380.17,2385.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/709","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"tracking their history, having taking two groups,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2385.41,2388.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/710","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"those that ended up being credit worthy","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2388.6,2392.25"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/711","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and those that did not honor their credit obligations","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2392.25,2395.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/712","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and trying to develop a statistical model","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2395.83,2398.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/713","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which discriminates between the two populations.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2398.61,2401.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/714","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Which allows from past data to determine","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2401.84,2405.162"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/715","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which of the significant factors your age,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2405.162,2408.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/716","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whether or not you own a house,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2408.38,2410.407"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/717","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what your earnings are, and a variety of other things,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2413.322,2417.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/718","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which will lead to a objective basis","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2417.97,2422.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/719","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for discriminating based upon past history,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2422.53,2426.25"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/720","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what kind of people are a good credit risk","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2426.25,2429.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/721","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what kind of people may not be.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2429.67,2432.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/722","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Then you come in and the equation basically","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2432.13,2436.863"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/723","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is applied to you and you end up with a score.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2437.73,2440.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/724","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And from that score, your credit worthiness is determined.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2440.23,2443.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/725","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You just decide whether or not","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2443.8,2445.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/726","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you should be credit acquitted.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2446.67,2448.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/727","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Again, there are many flaws in that system,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2448.47,2450.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/728","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but again it's probably beats using subjective judgment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2450.76,2455.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/729","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as was used prior to that.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2457.59,2459.14"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/730","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And indeed there are now some legal requirements","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2459.14,2462.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/731","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that the system for assessing credit worthiness","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2463.834,2465.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/732","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"be non-discriminatory and be objective.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2465.69,2468.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/733","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And this is again, worthy a statistical discriminant","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2468.44,2473.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/734","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or regression analysis plays a very important role.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2474.38,2479.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/735","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Final example, which is sorta a lot of fun.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2481.19,2485.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/736","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You hear all these advertising claims in the media.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2485.32,2489.733"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/737","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We may claim that our product has a life,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2491.17,2494.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/738","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which is three times as long as our competitors.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2494.65,2499.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/739","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, we can't just make that claim.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2499.34,2501.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/740","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We have to have solid data to back up that claim.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2501.59,2506.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/741","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So the problem is how does one go out to obtain solid data,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2506.79,2511.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/742","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which indeed shows that a GE toaster is indeed better","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2511.24,2516.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/743","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"than some competitor product?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2516.98,2520.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/744","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"How does one obtain the data and","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2520.47,2522.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/745","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how can you then use that data to make a reasonable claim","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2522.37,2527.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/746","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which stands up against challenge for the FTC","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2528.29,2531.283"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/747","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and for that matter from your competitors?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2532.99,2535.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/748","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Again there are legal requirements to back up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2535.06,2538.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/749","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how you make an advertising claim.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2538.06,2541.223"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/750","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well these are just a sort of a sampling of the kinds","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2542.7,2546.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/751","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of problems, I guess, that we encountered in the last week","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2546.03,2550.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/752","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or months or year or so.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2550.01,2552.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/753","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And I could certainly talk at much greater length","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2552.32,2555.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/754","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about any of these but hopefully it has provided you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2555.54,2560.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/755","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"an idea of some of the diversity of the problems","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2560.83,2564.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/756","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that an industrial statistician encounters.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2564.02,2567.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/757","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And the important aspect of our work also is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2567.5,2570.4"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/758","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that of education.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2570.4,2572.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/759","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Education is somewhat different environment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2572.5,2574.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/760","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from what you might have in a university setting.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2574.64,2578.803"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/761","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"For example I mentioned before,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2580.17,2584.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/762","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"having to tell our management all about experimental design,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2584.07,2588.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/763","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"basically in 15 minutes, well another interesting challenge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2588.01,2592.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/764","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is there is a company course,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2592.98,2595.62"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/765","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which actually is a four week course.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2595.62,2597.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/766","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But statistics gets basically one day.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2597.61,2602.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/767","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Actually two half days.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2603.7,2605.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/768","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And the first half day we're challenged to tell","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2605.31,2609.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/769","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"basically company managers, engineering managers,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2609.04,2614.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/770","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"everything that they should know about probability","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2614.55,2616.617"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/771","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and that they can learn in half a day.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2616.617,2619.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/772","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Next half day, we are challenged to tell them everything","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2619.1,2622.882"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/773","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that the should know about statistics.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2622.882,2627.882"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/774","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Again, within the constraint of half a day.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2628.1,2630.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/775","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And again, I guess it teaches you to try to be succinct","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2630.93,2634.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/776","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if nothing else.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2634.9,2637.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/777","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But it also teaches you to go back and ask yourself,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2637.33,2640.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/778","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"well what are really important things?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2640.09,2641.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/779","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What are the major messages","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2641.75,2643.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/780","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you wish to leave people with?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2643.3,2645.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/781","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Maybe messages that interest them sufficiently","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2645.84,2648.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/782","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that they come back and maybe take that 20 a week course","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2648.5,2652.09"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/783","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or a three-year degree or what have you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2652.09,2656.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/784","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So a very frequent in industry, one is involved","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2656.03,2659.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/785","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in giving presentations or one sort or another,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2659.46,2662.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/786","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which perhaps over simplify things","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2662.49,2664.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/787","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but also highlight the important elements.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2664.38,2667.033"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/788","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"As quality leadership course","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2669.16,2670.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/789","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is a more recent videotaped based course","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2670.43,2673.25"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/790","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that we're developing or we're involved in developing","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2673.25,2675.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/791","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"directed at the quality control, interests and needs.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2676.76,2681.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/792","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One of the interesting things we do every three years or so","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2681.36,2684.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/793","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is we hold a company-wide statistics symposium.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2684.36,2688.14"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/794","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And this is attended by about 400 people.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2688.14,2691.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/795","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And there are certainly no 400 statisticians","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2691.33,2693.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/796","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the General Electric Company.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2693.39,2694.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/797","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So what we get there are a group of engineers and scientists","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2694.75,2698.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/798","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who are particularly interested in the field","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2698.87,2701.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/799","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and we get them together for two days","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2701.03,2702.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/800","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and we have them do most of the talking","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2702.67,2704.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/801","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about some of the ways that they have applied statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2704.48,2707.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/802","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to some of their problems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2707.56,2709.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/803","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It was a great exchange of information.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2709.65,2712.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/804","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The Static Graham newsletters are","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2712.02,2714.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/805","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as sort of the name suggests two or three page newsletters","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2715.29,2718.79"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/806","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which again, talk about recent applications,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2718.79,2721.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/807","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"interesting problems and things like that.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2721.82,2724.362"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/808","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, so these are some of the areas of applications.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2724.362,2729.362"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/809","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Since a number of you, I guess are considering going","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2730.73,2734.14"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/810","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into industry, perhaps that you might be just interested","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2734.14,2737.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/811","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in this slide, which I...","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=2737.75,2740.12"}]},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901","type":"AnnotationPage","label":{"en":["English [Transcript]"]},"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22901/annotation/812","type":"Annotation","motivation":"subtitling","body":{"type":"TextualBody","value":"https://d9jk7wjtjpu5g.cloudfront.net/file_transcripts/associated_files/000/022/901/original/AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_a.vtt?1613512099","format":"text/vtt","language":"en"},"target":"https://d9jk7wjtjpu5g.cloudfront.net/file_transcripts/associated_files/000/022/901/original/AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_a.vtt?1613512099"}]},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22902","type":"AnnotationPage","label":{"en":["AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_a.txt [Transcript]"]},"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820/transcript/22902/annotation/813","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"- I'd like to welcome you all tonight to the annual lecture which is put on annually by the Music Moreau Statistical Honor Society. Before we get started, though I'd first like to acknowledge those groups which have helped financially with putting this event together. The Iowa status graduate students statistics club, the graduate college, and the university committee on lectures have contributed significant sums of money to help fund our speaker's trip out here in this evenings reception, which will follow the talk. The departments of statistics, industrial engineering and electrical engineering are also to be recognized for their help in putting this all together. Tonight's speaker is Dr. Gerald Hahn. He is currently manager of the statistics program for corporate research and development at General Electric Company. He has been a member of this group in one capacity or another for the last 29 years. He is also presently adjunct professor in union colleges, graduate studies division. He is also serving as chairman of the newly formed Ad hoc committee on quality and productivity of the American Statistical Association. He received his BBA in statistics from city college of New York in 1952. Subsequent to that, he received a master's degree in statistics from Columbia University and then a master's degree in mathematics from Union College. In 1971 he received his PhD in operations research and statistics from Rensselaer Polytechnic Institute. He has published extensively in statistical and engineering literature. I believe that he has published jointly or by himself over 80 papers. He is a coauthor of two textbooks and has contributed to several others. He has a fellow of both the American Statistical Association and the American Society for Quality Control. And in tonight's presentation he will use his experiences to talk to us on a week in the life of an industrial statistician. Dr. Hahn.\r\n\r\n- Thank you very much. Thank you, Terry. Gee, I'm delighted to be here and I feel very honored to be here. I remember I have many associations with Iowa state. I remember I went to school, gee back in 1952 and before one of the textbook was not at course. Not only was it one of the best books, it was also about the only book in those days. In the summer I think of 1961 I was privileged to take a course with professor David at VPI that summer. And the subsequent years I've had very exciting association with Bill Meeker and more recently I asked Steve Rodman we'll be proud of the committee on quality and productivity. So there are a lot of very happy ties I have with Iowa state. And I say, I feel very honored and privileged to be here. I'm probably the only person in this room who spent half a day and is connected in New York today. That's maybe a statistic of very little consequence. I did decide in coming here that I'm really in the wrong business. When I took the plane from Chicago to Des Moines and found out how much they were charging, what I decided you'll never ask me back again. And secondly, that I think it must be a very lucrative business to operate an airline from Chicago to Des Moines. I was a little bit shaken up though when on the trip over us, as the plane was about to take off the stewardess gave us these instructions on what to do if we should land in water. I thought I was a little bit off of my geography there. But anyhow, I'd like to share with you a few ideas, of some of the mischief that an industrial statistician gets into. I'd like to make this very informal. So please feel free as I go along to ask questions or interrupt or comment, or however you see fit. I guess I am here directly from the Battlefront. We are indeed very much involved in applying statistics to day to day problems. I'm going to give you maybe just a little bit of the background organization-wise. I am associated with and I guess manager of a small statistical group in a corporate organization within general electric corporate research and development. And all about 80% of my work is as a statistician per say. There are five people in our unit and we sort of provide a general consulting service almost like a private business for anybody in the general electric company that would like to call us and ask us questions and help us solve their problems with statistical nature. And we get everything from how to conduct a T test to problems that have no answer. And in-between, and the great part of our work as I think is the work of most applied statisticians, isn't so much in grinding out numbers and doing analysis of variants and what have you, but just helping define the problems. I think a great part of the industrial statistician's world is to serve as a logistician and as a psychologist in a sense to help people straighten out what it is really they're trying to answer. And once a problem is defined probably the rest of it as often very easy. The same thing goes with planning experiments as I might comment a little bit and talk tomorrow. It is really in my judgment, great deal more important in most situations to have the right data and any statistician will obviously tell you this than to worry too much about eight sophisticated analysis. But anyhow, I guess in the back of your handout we have a little propaganda sheet. Well, blurb what's thought of as a one sheet description which we give to people principally in the company, to describe some of the things that our unit does and to describe some of the people in the unit. What I'd like to do is talk a little bit about some of the different applications that we're involved in and to the extent that time allows and you might be interested to generalize a little bit about some of the things that might make a statistician in an industrial situation. One of the very important elements of all of this is the ability to communicate. People in industry are not terribly interested or terribly concerned about how sophisticated or how knowledgeable the method is that you're using. What they are concerned with as they come up with simple answers to their very specific problem in a manner that makes sense to them, in a manner that they understand. So I think the emphasis perhaps is a little bit different from what sometimes you might find in a university kind of a context. But let me just for the heck of it, talk about a few of these applications areas, just to give you an idea of some of the things with which we're involved. And basically I have a fairly long list and we sort of have a timesharing operation. We work on a lot of problems simultaneously. Problems don't happen to wait one for the next in a neat order. You may find a particular day that you were literally involved in half a dozen of these, and you try to keep a good notes so that you don't confuse one problem with the next, or at least somebody with a poor memory like myself has to keep pretty good notes so that we really know what's going on. Okay, let me talk about a few of the examples which are suggested on this slide and the one that follows. Area of process improvement. Statistical tools are very frequently used in trying to learn how to make more out of a process, how to increase the yield, reduce the number of defects, improve reliability and what have you, indeed and I think I will talk a little bit more about this in presentation tomorrow. I had occasion as a matter of fact, the day before yesterday, to give a 50 minute presentation to my managers, manager, manager. Managers, three managers removed, on the use of statistics for process improvement in 15 minutes. And basically that is about the extent of the interest. He is a very busy person. He has gee, may be about 400 or so people, professional people working for him, and he would like to get some sort of overview of what everybody's doing. So each person doesn't get much more than 15 minutes. So the challenge here, and this is actually again, part of the communication, this challenge is to try to compress some of these ideas in a very short period of time and get out the most significant ones. I say, I'll try to talk a little bit more about this one tomorrow. Actually, one of the examples that I did use was the first one, the experiment for plastic material optimization. One of the important businesses that General Electric is involved in is that of making plastic materials. For example now for auto bumpers, or rather parts of automobiles. And one of the challenges is to make that material with optimum yield properties and like. And there are some interesting experimental design implications. But I say, I think I will leave that particular application, so that application for the discussion tomorrow. And they're aware that people industry are very much involved in, as you might know, from Bill Meeker who has now worked extensively in this particular area also, is that a product life data analysis. Frequently, one is very interested in learning something about the life of a product, characterizing it statistically. For example we might have to ask questions such as this particular unit out in the field has been creating some problems, we've had some failures. Is a recall required? The automobile companies have that problem very frequently. Well, the questionnaire often arises is what you have is a very limited data. It is known often this sensitive data. Sensitive data meaning that some of the, that what you know, that all that you know, with regard to the many of the observations is that they run up to a particular point and they haven't failed yet. As far as engineers are concerned they would like to have lots and lots of data like that. Statisticians can get less data out of a sense of the observations and the failures. But the point is that one frequently has a mixture of data at work. You know, gee, when a unit has failed, you know the time of failure, but to the unfailed units all that you know, is that the failure time is the particular time that you observed, plus like it may have been run for three years, it may run for another five years or it may die tomorrow morning. Well, the question is, when you have say information on failures on automobile engines are you seeing just the tip of the iceberg or have you seen the majority of the failures already? So what you are looking for as a determination of whether you have things getting worse or things getting better, which in statistical terminology you may talk about an increasing hazard rate or a decreasing hazard rate. And which one you have is going to be very significant in deciding whether or not you need, we call a product. If you have a situation where you have early mortalities where units fail very early in the game and if they have survived the early period, then you'd may not have to worry too much and you may even be able to solve a problem by burning in your product in house. On the other hand, if you're dealing with something which has a wear out mechanism then things can get worse and worse with age, and you will have to try to recall so that you minimize the number of failures out in the field. Frequently this kind of question arises in setting warranties, also in deciding whether a product redesigned is warranted and a variety of other situations like that. Frequently also, one is concerned with trying to compress information in time. One may want to learn how long a new dishwasher design is going to run. Well, you may wanna release that dishwasher in three months from now, so you can't afford to run it for 10 years. So what you try to to do is to go to some form of accelerated testing. Now, when you're dealing with dishwashers, you're in good shape because you can accelerate your testing by just running your dishwasher three times a day, and you can maybe compress 10 years of experience into three months. But when you are dealing with some other products which are being used, say all the time in the first place then you will have to do your testing by running the units at an accelerated environment and increasing temperature, pressure, or what have you and then develop a reasonable physical model to relate the results at your accelerated conditions to the operating conditions in which you're interested in. So what differentiates the subject of product life data analysis from a technical viewpoint is for those of you that have gotten into some of the statistics is there are some different ground rules. For one thing, the normal distribution, which is frequently assumed as being an appropriate model for most practical situations is not generally appropriate. And some other models such as a Wible distribution is much more frequently used. As I suggested before frequently, you end up having sensitive data. You have that in other situations but you have it very frequently especially in product life data analysis. Also in many situations, you're interested in the average performance. When you're dealing with product life data analysis, you're frequently interested in say a lower percentile. You're not interested often so much by what time will 50% of my products fail? You wanna set up a warranty by which time maybe only 1% or 5% or 10% have failed. So you're interested in a tail of the distribution. All those things make the subject of product life data analysis, very intriguing, somewhat different. And I was glad to learn and talking with Bill Meeker before that you're one of the few schools I believe that does offer coursework in this particular subject. It is one of the areas where we find that the great majority of statistics PhD have very low background and vernal experience and training. And yet it is a very important area of application for anybody in industry. Again, I'd be delighted to your comments or questions as we go along here. The next area, of course, quality assurance is a real hot topic as many of you recognize. Probably if you go out in the United States today and ask people as a hall, take a random sample and ask them, \"Name an America statistician, or name a statistician.\" I would say there are probably more people today that can provide an answer to that question, at any time in history, and undoubtedly, the answer would be Ed Deming. Ed Deming who originally, who I guess I first heard of I said, was the only book around when I went to this school. Ed Deming had a book on survey sampling at the time. He did some work where I think he did the census survey of Greece or something like that back in the forties. But he has since become as many of you know, world renowned for his contribution to break in popularizing the use of statistical quality control in Japan. And we all know what some of the results of that have been. Now, I think in all fairness, there is a lot to quality control that has very little to do with statistics. Indeed there was a great deal in the work that Deming talks about, that deals with quality circles and management concepts and the like, that also does not have too much to do with statistics. On the other hand, there is a great deal in the quality control area that has a lot to do with keeping good data upfront, in learning what are the factors which impact the quality of your product? How can you determine when you're getting to trouble? What is a normal variation, as opposed to variation that you can attribute to particular factors and you can therefore remove and so on, that has made statistics a very important and very significant tool in quality control. Now the interesting thing is that, of course this has been around for many years. Ed Deming is a disciple of Shewhart who develop these concepts 50 years ago or so at Bell Labs, 18T and they have been used for a long, long time. And usually, however they haven't received the kind of prominence, the kind of publicity that they have in the last half dozen years or so as a consequence of basically one person or a few persons who have applied them in Japan. And I guess Ed Deming's secret has been rather at least in recent years, rather than working from the bottom up, he's worked from the top down. He associates with presidents of large companies. And when he gets their attention he finds it a lot easier to get the attention of some of the people in the company. And he has done this very, very successfully. And that's one thing I think we certainly learned in industry also, that you can be so much more effective when you have the support of the person in charge in their particular operation. Well anyhow, the area of statistical quality control is a very exciting area. It is an area that provides, I think employment to many statisticians these days. Although at the same time, I will also say that it is not the area that somebody who is really very interested in statistical theory probably would be that excited about, because what we're dealing with is fairly mundane but very important statistical tools. Like many problems, it involves a lot of good common sense, a lot of looking very closely at data, a lot of really understanding what is going on in a process. One of the things in which we're currently involved is for a large component of the general electric company also in the plastics business. We've been sort of called in by the vice-president to develop for them or to work with them in setting up appropriate statistical quality control procedures throughout their organization. And this involves such things principally as determining setting up procedures for assessing which ones of the raw materials have a significant impact on the final output of the product. This is a plastic material and you have say four or so significant ingredients that feed into the product. You have a very complicated process, reactors and a whole slew of things. And you end up making a product which has certain physical properties such as impact strength and the like. And one of the exciting questions that a statistician would try to answer is, okay, you end up noticing that you make the product different from one day to the next, at least you get different readings. And then the question is well, whose fault is it? Where's the action? Where is the contributing sources of variation so that you can remove those sources of variation, so that you can improve the consistency of the process? Well, in this particular case, it may be any one of three or four raw materials, or it may be part of the process. Or it may not be any true variation at all. It may just be your inability to measure consistently. Well this statistical challenge in this particular problem then is to... Well, the first inclination is to go back and look at the data that's available and see what it tells you. And like most data, past historic data, it tells you very little. Because the data hasn't been taken the right fashion. In this particular instance, for example, yes, you have all these raw materials feeding into the process and you have some initial measurements on those raw material, but you don't really have the association between which raw material is associated with final output. So the first thing is to set up a system, whereby you make sure that you have retained material, or at least the sample material, which went into today's product, so that you can determine well, how much of it is due to element A verse element B verses element C and how much is due to the process? And you set up a little experiment where you have different operators come in and make the same product many times over using maybe different molding machines, and different bath to take some of their, he distracts your temperature measurements and what have you. And you keep very careful records of all of this. And then you determine, try to come up with some sort of a measure of how much this variability isn't true variability at all but it just reflects measurement there. This is the kind of question that one runs into in developing all of the statistical quality systems. In addition to developing a procedure whereby one has an automatic signal, which tells you as you go along, whether indeed you are observing something which is different from what you observed before, or whether this is just another element of noise. Another very important problem, which in my judgment doesn't get full time in most university courses because somehow it slips in between subjects is the subject of error analysis. Frequently what we have is a system, that system is made up of many components. The components may have individual tolerances and they may act upon the final system in a linear fashion, and what you would like to do is to be able to quantify the variability of the system as a function of the variability of the components. And this is another kind of problem which we run into quite frequently. It's referred to a statistically I guess as error, propagation analysis, frequently. Another important type of problem dealing with the effectiveness of a product deals with determination of system reliability. One of the problems areas in which one of our people is currently involved is deals with a large gas turbine system. And the objective here is building up learning based upon the components that make up that system to come up with some sort of specification on what the overall reliability decisions should be. And then to develop perhaps a large scale experiment to obtain data to determine whether those requirements are met. And if they're not met to perhaps identify potential areas for improvement in the system. Again, reliability is the probability that the system is able to function, to be able to meet its designated mission over a particular time period. And what one wishes to do is to initially to make that reliability as high as possible, to learn from what one knows about the components that makeup the system, what the system reliability might be and then to get validated to see whether that is really met. Another area where statisticians have become very much involved in industrial situations is ones dealing with product safety or the environment. You may be intrigued by this first program. That's what I'm gonna be talking about tomorrow. So I'm going to skip it for the moment. The test program to assess how birds react to a jet engine noise. The ultimate kind of problem in statistical sampling though, are rises in inventory control for nuclear materials. One of the very significant things that the NRC is responsible for is to make sure that people don't lose nuclear materials for somewhat obvious reasons. And therefore people who are in the nuclear material business have to keep some pretty good bookkeeping records. To make sure that the materials which they are using are properly accounted for. In for example, making pellets for nuclear power generation systems, fuel for nuclear power generating systems. Now, bookkeeping in nuclear materials ain't the same as bookkeeping and dollars and cents. Because dollars and cents you can measure exactly. But nuclear materials, you weigh and you measure subjective statistical error. So each time you have a process and you weigh the contents and you maybe have some waste materials thrown up and what have you, each time you don't really know exactly how much material you have, all that you know is you have a measurement but you have that measurement subject to measurement error. So if you are supposed to have let's say three pounds, seven ounces of material, and you end up having three pounds, eight ounces of material or three pound, six ounces of the material, does that mean that somebody has gone away with one ounce of material? Or is that just due to the natural noise in your process? Well a good statistical problem is to determine how much the deviation in your bookkeeping figures you can describe due to normal measurement error procedures and how much is an indication of some missing material. And of course there is more to it than just the analysis. There's also the program of gee how much sampling do you the need? And obviously, at critical parts of the process and parts where you have large random variation you'll wanna increase your frequency of measurement. You wanna take more samples. So there are some very non-trivial and intriguing aspects of this particular problem for any of you that are interested in pursuing it further. There was a very interesting article with a discussion in the journal Techno Metrics on this particular subject I think in 1982. And other very significant kind of a problem involves assessing compliance to pollution control regulations. The various government agencies have set up various requirements with regard to air standards and Water standards and what have you. And these frequently involves statistical evaluations. Is there more contamination or less contamination than there was this particular area last year? How much progress have you made in reducing pollution? Well, again, you don't know these things exactly, all you can do is get measurements. And again, the question is, how frequently should you measure? What kind of measurements are needed? How should you be sampling in a river, for example? So as to get the maximum amount of information with regard to the level of pollution for a given budget, for example for making such measurements. Also when can you determine there is a statistically significant difference. And we ran into, for example, the situation where a very significant regulation was proposed in this area which was very invalid from a statistical viewpoint. And perhaps some of you that have taken just an elementary course in statistics probably would be able to find a problem with that particular regulation. What it involves is taking a PSAP to determine whether this year's measurement was significantly higher than last year's measurement. I believe the requirement, this is a light change on this but the requirement was, okay you take a sample in the river, say this year and take four measurements and you take a sample from the river last year and take four measurements and just run a simple T test to see whether there is the difference. Well, the point is that, that confuses really the differences between samples and just plain measurement error. And it would very likely lead the kind of error where one frequently would say, gee \"There is a statistically significant difference.\" when all we're observing is just measurement fluctuations. Another example of a interesting little problem one of our people was involved in recently, is what we call a fly by night experiment. This was a situation where one of the products that our company makes is subway cards, or at least motors for subway cards. And we sold to the city of Philadelphia, had an order a very large order for subway kites. And within that order there was an incentive contract clause, which said, \"Well if the motors, the subway car motors have a certain level of efficiency, the company will get a certain bonus.\" While the question then was to determine what is the the efficiency of the subway cars and what when needed is a realistic simulation of the cars running in a normal kind of an environment so that we could measure what the power consumption really is. Well, what we did in this particular example is we booked up a few nights in the city of Philadelphia. Fortunately subways don't run during the middle of the night in Philadelphia. So running say between 10:00 PM and 4:00 AM, we developed a lone experimental matrix, which sort of simulated the normal operation of subway attraction cards. And we had them running through the city of Philadelphia using sandbags to simulate people and measured the efficiency of the traction motors to obtain statistically valid data on what the power consumption really is of these motors. And this led, in this particular case, to a fairly significant bonus in terms to our company, because of the power consumption savings which it demonstrated. But again, the purpose of this kind of a program is to assure that one obtains data which is meaningful so that everybody agrees, yes, that this really is a valid measure, of in this case, the power consumption of the subway cars involved. A variety of applications, you can put under the general heading of business and financial applications. One of the areas, again, that our company's involved in is that of building power plants in far away places. And we bid against, those other companies versus other organizations in building these. Well how does one go about deciding how much we should bid? And what are the chances that one takes of rarely, this turning out to be a profitable venture versus us losing our shirt? Well, this particular problem involves developing a probabilistic evaluation, trying to quantify the probabilistic elements of the risks that are involved in the various elements of building a power plant and looking at all the things that go into building a power plant, trying to make some sort of a fairly subjective probabilistic evaluation of what these costs are trying to build some sort of a subjective probability distribution associated with these costs. Add them up in the appropriate fashion and come up with some sort of a model. Now, there are all sorts of flaws and pitfalls and poor assumptions are involved in this, but the only excuse I can offer for doing it this way is that it is probably better than any other way you can think of. At least it gets people to think in probabilistic terms. It gets them to think about the risks that are involved that are inherent in this kind of thing. And think about how these risks might interact and ask lots of questions. So even if you don't believe the answer, and maybe you don't, it provides a significant discipline to one thinking in just developing such a model. Another rather interesting application of statistical techniques in the world out there, is in developing systems for assessing credit worthiness. Among other things, GE has an organization known as the General Electric Credit Company which is very much involved in the credit business. And however, this is not a problem the GECC faces, this is a problem that every company that grants credit to consumers faces. How should I decide whether or not to grant credit to an applicant? Well if you've ever applied for credit, you know, that you're asked a lot of questions. Well, how does one end up deciding whether or not you're a person that is worthy of credit? Well, basically the statistical way of doing this is by obtaining a random sample of past credit applicants, tracking their history, having taking two groups, those that ended up being credit worthy and those that did not honor their credit obligations and trying to develop a statistical model which discriminates between the two populations. Which allows from past data to determine which of the significant factors your age, whether or not you own a house, what your earnings are, and a variety of other things, which will lead to a objective basis for discriminating based upon past history, what kind of people are a good credit risk and what kind of people may not be. Then you come in and the equation basically is applied to you and you end up with a score. And from that score, your credit worthiness is determined. You just decide whether or not you should be credit acquitted. Again, there are many flaws in that system, but again it's probably beats using subjective judgment as was used prior to that. And indeed there are now some legal requirements that the system for assessing credit worthiness be non-discriminatory and be objective. And this is again, worthy a statistical discriminant or regression analysis plays a very important role. Final example, which is sorta a lot of fun. You hear all these advertising claims in the media. We may claim that our product has a life, which is three times as long as our competitors. Well, we can't just make that claim. We have to have solid data to back up that claim. So the problem is how does one go out to obtain solid data, which indeed shows that a GE toaster is indeed better than some competitor product? How does one obtain the data and how can you then use that data to make a reasonable claim which stands up against challenge for the FTC and for that matter from your competitors? Again there are legal requirements to back up how you make an advertising claim. Well these are just a sort of a sampling of the kinds of problems, I guess, that we encountered in the last week or months or year or so. And I could certainly talk at much greater length about any of these but hopefully it has provided you an idea of some of the diversity of the problems that an industrial statistician encounters. And the important aspect of our work also is that of education. Education is somewhat different environment from what you might have in a university setting. For example I mentioned before, having to tell our management all about experimental design, basically in 15 minutes, well another interesting challenge is there is a company course, which actually is a four week course. But statistics gets basically one day. Actually two half days. And the first half day we're challenged to tell basically company managers, engineering managers, everything that they should know about probability and that they can learn in half a day. Next half day, we are challenged to tell them everything that the should know about statistics. Again, within the constraint of half a day. And again, I guess it teaches you to try to be succinct if nothing else. But it also teaches you to go back and ask yourself, well what are really important things? What are the major messages that you wish to leave people with? Maybe messages that interest them sufficiently so that they come back and maybe take that 20 a week course or a three-year degree or what have you. So a very frequent in industry, one is involved in giving presentations or one sort or another, which perhaps over simplify things but also highlight the important elements. As quality leadership course is a more recent videotaped based course that we're developing or we're involved in developing directed at the quality control, interests and needs. One of the interesting things we do every three years or so is we hold a company-wide statistics symposium. And this is attended by about 400 people. And there are certainly no 400 statisticians in the General Electric Company. So what we get there are a group of engineers and scientists who are particularly interested in the field and we get them together for two days and we have them do most of the talking about some of the ways that they have applied statistics to some of their problems. It was a great exchange of information. The Static Graham newsletters are as sort of the name suggests two or three page newsletters which again, talk about recent applications, interesting problems and things like that. Well, so these are some of the areas of applications. Since a number of you, I guess are considering going into industry, perhaps that you might be just interested in this slide, which I...","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105820#t=0.0,2745.192"}]}]},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821","type":"Canvas","label":{"en":["Media File 2 of 2 - AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_b.mp3"]},"duration":1328.88,"width":640,"height":40,"thumbnail":[{"id":"https://d9jk7wjtjpu5g.cloudfront.net/collection_resource_files/thumbnails/000/105/821/small/lecture.png?1613512102","type":"Image","format":"image/png"}],"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/content/1","type":"AnnotationPage","items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/content/2/annotation/1","type":"Annotation","motivation":"painting","body":{"id":"https://aviary-p-iastate.s3.wasabisys.com/collection_resource_files/resource_files/000/105/821/original/AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_b.mp3?1613512102","type":"Audio","format":"audio/mpeg","duration":1328.88,"width":640,"height":40},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821","metadata":[]}]}],"annotations":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903","type":"AnnotationPage","label":{"en":["AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_b.vtt [Transcript]"]},"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/1","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Provide you the answers,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=5.09,6.247"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/2","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and frequently that just ain't so.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=6.247,8.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/3","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Frequently the data that has been obtained","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=8.51,10.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/4","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for different reasons, just is not going","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=10.41,12.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/5","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to do the job that you wish it to.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=12.63,15.113"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/6","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"An industrial statistician frequently wants","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=16.209,19.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/7","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to get his or her hands dirty","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=19.3,21.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/8","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"by seeing what's actually going on.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=21.68,24.88"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/9","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Very frequently, and one of the most enjoyable things","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=24.88,27.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/10","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think I get involved in is taking tours of factories","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=27.17,30.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/11","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and seeing how things are made and put together,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=30.32,33.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/12","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and understanding what some","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=33.06,35.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/13","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the physical principles are.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=35.12,38.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/14","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And indeed, those of you that do go into industry,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=38.36,41.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/15","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as I'm sure you'll recognize,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=41.97,43.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/16","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are very well-served in taking a lot of courses","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=43.42,46.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/17","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in science, and engineering,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=46.44,49.29"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/18","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and various elements dealing with the physics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=49.29,54.29"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/19","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the mechanism of industrial products.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=55.77,60.743"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/20","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Don't expect textbook problems,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=62.21,63.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/21","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there ain't none.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=63.82,65.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/22","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Most problems have their own little twist,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=65.24,70.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/23","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and what a statistician's job is,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=70.3,74.117"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/24","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is to be able to determine what that twist is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=76.01,78.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/25","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and to be able to translate his or her knowledge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=78.65,82.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/26","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to bring it to bear on the specific problem at hand.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=82.86,86.513"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/27","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"As I have suggested before,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=88.0,89.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/28","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a very important element is the ability to communicate,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=89.95,94.242"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/29","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"both in terms of presentations,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=94.242,99.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/30","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but also, perhaps even equally important,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=99.03,101.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/31","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in terms of being able to write succinct reports.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=101.84,105.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/32","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Yeah, maybe write a 25-page report and all that,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=105.31,108.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/33","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but you'd better have a front page in there","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=108.04,110.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/34","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that only the manager might read,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=110.72,112.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/35","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which sort of presents the bottom line conclusions.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=112.69,115.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/36","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What is it that you really found, what's important here?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=115.39,118.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/37","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And for goodness sake, as it says here,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=118.63,120.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/38","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"talk English, not statistics.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=120.72,123.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/39","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You may be very enamored by your knowledge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=123.28,126.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/40","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and your knowledge is indeed important,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=126.78,128.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/41","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that's why you were called into this particular problem,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=128.89,130.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/42","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because of your specific knowledge,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=130.85,132.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/43","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but it is your job to, in my judgment,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=132.78,136.173"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/44","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"be able to talk on your client's terms","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=137.33,141.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/45","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and in his or her ballpark and not the other way around.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=141.06,144.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/46","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Don't expect them to learn your jargon.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=144.42,146.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/47","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Try to learn theirs,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=146.99,148.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/48","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and try to communicate in that","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=148.17,151.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/49","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and try to translate these statistical results","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=151.69,155.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/50","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into what is really meaningful to your client.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=155.5,158.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/51","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"A frequent element in doing this is being able","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=158.42,161.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/52","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to plot the data, being able to show it graphically.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=161.06,166.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/53","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"As I may suggest in the presentation tomorrow,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=166.23,169.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/54","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and I hope nobody bares this against me,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=169.66,172.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/55","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I have a rather low opinion of analysis of variance","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=172.42,177.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/56","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as a final output of a analysis.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=177.82,180.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/57","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Certainly it provides us some insights,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=180.37,182.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/58","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but the basic thing you're still gonna do","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=182.68,184.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/59","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"most of the time at the end is to present your data","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=184.72,189.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/60","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in a meaningful, graphical way","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=189.08,191.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/61","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and all the statistical analyses just back up, frequently,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=191.42,194.79"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/62","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the graphical presentation for the data.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=194.79,197.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/63","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And there, I think one of the good things","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=197.5,199.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/64","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about modern computer programs is that they're beginning","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=199.94,202.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/65","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to recognize the importance of graphical displays.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=202.46,206.143"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/66","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Frequently, it is an industrial statistician's job","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=207.29,210.89"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/67","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to identify the important problems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=210.89,213.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/68","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And sometimes those are not necessarily the ones","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=213.15,215.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/69","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which are the most intricate ones, statistically.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=215.76,220.76"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/70","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But we have all sorts of people that call us","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=221.06,223.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/71","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and we have to learn to differentiate","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=223.11,228.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/72","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"between those which are really important","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=228.1,230.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/73","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in terms of the company's needs, versus ones","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=230.56,233.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/74","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which happened to be a little curiosity","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=233.02,235.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/75","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which the asker of the question may be interested in.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=235.47,239.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/76","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now that doesn't mean to say we shouldn't be concerned","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=239.87,243.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/77","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about the second type of problem also,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=243.13,244.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/78","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and they frequently lead","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=244.97,245.803"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/79","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to more interesting research projects,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=245.803,247.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/80","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but we need also recognize what are the important problem.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=247.8,251.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/81","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we need also recognize that perhaps","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=251.32,253.56"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/82","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"while in an academic environment,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=253.56,256.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/83","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it is important to optimize and to obtain the exact optimum","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=256.37,261.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/84","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"under, perhaps, rather restricted assumptions,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=261.07,263.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/85","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the real world, frequently a good approximation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=263.84,268.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/86","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"probably gets you 90% of the way.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=268.38,270.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/87","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And often you may be able to get that good approximation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=270.95,274.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/88","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in 10% of the time, that often may be good enough","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=274.42,276.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/89","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for the particular problem at hand.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=276.96,278.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/90","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now that also may be frustrating for some of you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=278.73,281.507"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/91","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who like to be perfectionists,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=281.507,283.383"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/92","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but frequently we don't have the time to go on","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=284.49,288.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/93","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be perfectionists.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=288.0,289.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/94","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We try to make as well as we can in the given situation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=289.11,293.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/95","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and be able to spread ourselves out","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=293.53,296.88"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/96","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to go onto the next problem.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=296.88,298.423"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/97","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Finally, I guess, I think it is important","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=299.48,303.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/98","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to provide a air of self-confidence,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=303.87,308.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/99","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but without being brash.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=309.16,311.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/100","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think you have to indicate that you do know","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=311.43,315.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/101","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what's going on, but at the same time,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=315.75,319.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/102","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it is important not to try to lead people","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=319.06,323.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/103","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with the impression that you think","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=323.65,324.763"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/104","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that statistics is gonna solve all the world's problems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=324.763,327.73"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/105","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think statistics will solve very many problems,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=327.73,330.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/106","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but at the same time,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=330.33,331.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/107","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think you will realize that there are also very,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=331.22,333.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/108","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"very many problems","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=333.75,335.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/109","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which statistics, as a tool, can not solve,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=335.75,339.31"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/110","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and your job is to bring to bear the ones","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=339.31,343.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/111","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that those particular techniques that are applicable","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=343.84,348.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/112","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and that you can use by getting more out of available data.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=348.77,353.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/113","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I won't bore you with discussing the last three charts","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=355.57,359.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/114","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the handout.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=359.1,360.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/115","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"A few years ago, a number of people including myself,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=360.58,365.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/116","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"were on a committee now known as a SNEE committee,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=365.76,369.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/117","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"who was headed by Ron Snee of DuPont,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=369.99,372.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/118","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which who did a study on preparing statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=372.97,377.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/119","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for careers in industry.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=377.45,379.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/120","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The results of that study were reported","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=379.16,381.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/121","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in \"The American Statistician\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=381.16,384.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/122","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the last two pages of your handout,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=384.17,387.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/123","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"table one and two, provide a summary of some","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=387.87,391.26"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/124","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of the conclusions of that particular committee","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=391.26,395.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/125","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and also the committee's judgment","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=395.66,398.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/126","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of what makes an effective industrial statistician.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=398.3,402.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/127","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And hopefully there is some degree of correlation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=402.63,405.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/128","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"between information on this chart","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=405.16,407.05"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/129","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the one a couple of charts ago","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=407.05,408.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/130","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"when I talked about some pointers","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=408.95,410.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/131","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of using statistics effectively.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=410.43,413.203"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/132","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Anyhow, I don't know what I've talked about,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=414.2,417.943"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/133","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"A Week in the Life of an Industrial Statistician,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=417.943,420.22"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/134","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"maybe it sounds to you more like a year or three years,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=420.22,422.92"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/135","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or what have you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=422.92,424.363"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/136","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But what I've tried to provide you is a random sampling","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=425.56,428.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/137","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of some of the things that we do get involved in.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=428.97,432.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/138","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think it is a very exciting environment.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=432.33,435.933"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/139","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It also has some frustrations for those of you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=437.22,442.03"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/140","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that perhaps would like to obtain exact solutions","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=442.03,446.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/141","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to a small number of very specific problems.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=446.01,449.05"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/142","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"If you want to become, say,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=449.05,450.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/143","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"an expert in a very specific,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=450.51,453.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/144","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"limited area and be the world expert","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=453.21,455.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/145","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in that particular area,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=455.59,457.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/146","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there probably aren't too many jobs for you in industry.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=457.2,460.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/147","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"On the other hand,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=460.45,461.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/148","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if you are ready to become highly engaged","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=461.34,466.34"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/149","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the problems of your clients","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=466.91,469.497"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/150","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and like diversity, both in terms of the people","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=469.497,474.14"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/151","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you deal with and the problems that you deal with,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=474.14,476.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/152","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"industry probably has a fair degree to offer.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=476.63,480.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/153","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I said, at the outset I would entertain questions.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=480.59,483.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/154","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You've been so polite, nobody's asked any up to this point,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=483.78,485.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/155","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but let me at least leave open a few minutes","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=485.98,487.79"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/156","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to give you a chance to comment, ask questions,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=487.79,490.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/157","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or what have you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=490.68,492.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/158","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Also, certainly be pleased to talk with any of you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=492.54,495.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/159","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"later tonight or tomorrow, or what have you,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=495.66,498.533"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/160","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if any of you should be so foolish as to want to.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=498.533,501.235"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/161","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"(audience laughing)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=501.235,502.901"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/162","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"(audience applauding)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=502.901,506.068"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/163","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e One of the tricky businesses of working in industry","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=509.943,512.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/164","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is the delicate balance between honesty and loyalty.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=512.74,517.423"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/165","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And I can imagine situations in which,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=518.29,521.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/166","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and I noticed it in,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=521.12,522.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/167","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you mentioned in your talk how you bow","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=522.83,524.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/168","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to pressures of management to give good, short talks","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=524.75,527.997"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/169","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that would seem impossible tasks in some occasions.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=527.997,531.61"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/170","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"How do you handle the situation,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=531.61,533.92"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/171","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or can you protect yourself when somebody comes to you","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=533.92,537.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/172","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from management and asks you to do your statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=537.64,540.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/173","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in reverse, to make a case","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=540.68,543.16"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/174","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because of a legal litigation,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=543.16,545.656"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/175","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or some kind of a litigation in court order,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=545.656,547.49"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/176","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to apply your knowledge of statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=547.49,550.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/177","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to support a hypothesis,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=550.94,553.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/178","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"which you may or not feel is supportable?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=553.51,556.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/179","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Do you acknowledge this?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=556.15,557.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/180","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Do you entertain this?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=557.46,558.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/181","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Do you fight back?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=558.82,560.701"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/182","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Do you have protection?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=560.701,562.42"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/183","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Well, okay, certainly the situation","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=562.42,566.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/184","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that you mentioned is not unheard of, frequently.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=566.68,570.213"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/185","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You do have some that pays your salary","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=572.3,575.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/186","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and frequently they are not","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=575.66,579.303"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/187","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a completely uncommitted party","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=579.303,584.303"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/188","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with regard to your conclusions.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=585.29,586.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/189","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So yes, they would prefer to see you result with one answer,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=586.59,591.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/190","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"answer A rather than answer B.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=592.71,595.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/191","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think the answer is this.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=595.01,596.523"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/192","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We try our very best to provide an honest answer,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=597.48,602.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/193","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to provide an honest analysis, and we provide this.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=602.89,606.883"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/194","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"It may happen that if our answer is answer A,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=607.92,612.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/195","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it will be made generally available.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=612.45,617.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/196","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"If our answer happens to be answer B,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=617.86,620.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/197","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it may not get much beyond the party","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=620.1,622.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/198","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to whom we're making that report.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=622.7,624.9"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/199","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But the party for whom we're doing the work","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=624.9,626.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/200","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"will get an honest answer from us,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=626.65,628.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/201","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whether they choose-","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=628.98,630.049"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/202","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e There's an identical problem.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=630.049,630.882"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/203","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Whether they choose to distribute it or not,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=630.882,633.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/204","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is really their businesses,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=633.6,635.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/205","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and I don't think it's really-","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=635.59,636.423"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/206","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e So you wash your hands of it at that point.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=636.423,638.762"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/207","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e I beg your pardon.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=638.762,639.612"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/208","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e You wash your hands of it at that point.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=639.612,641.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/209","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Well, that's right.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=641.7,642.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/210","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I can not say, \"Gee, you have to distribute","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=642.7,647.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/211","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that answer irrespective of what our conclusions are.\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=647.3,652.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/212","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I would strongly object and would not go along","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=652.32,656.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/213","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with them changing answers that we obtained","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=656.01,658.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/214","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and saying it's our answer or something to that effect.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=658.0,662.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/215","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think that, I think, is probably one element.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=662.32,666.633"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/216","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"At the same time also,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=668.17,669.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/217","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I would say that on occasion, you know,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=669.82,673.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/218","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we run into situations of some controversy","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=673.39,678.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/219","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and we're called upon to sort of","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=679.03,681.94"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/220","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"play the devil's advocate and say,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=681.94,683.447"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/221","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\"Okay, now if we were representing the other side","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=683.447,686.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/222","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on this issue,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=686.01,687.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/223","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what are some of the things we might bring up?\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=687.64,689.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/224","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So sometimes we're actually asked","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=689.38,693.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/225","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to do sort of the reverse to say,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=693.11,695.104"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/226","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\"What are some of the criticisms that you may find","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=695.104,698.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/227","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in work that we're doing?\"","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=698.95,702.4"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/228","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e That's a rare pleasure, you get to understand.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=702.4,705.193"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/229","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Yep.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=709.97,710.964"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/230","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e To some extent, Jerry, you seem to be downplaying","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=710.964,713.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/231","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the importance of theory,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=713.28,716.145"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/232","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at least one could possibly infer that","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=716.145,718.736"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/233","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"from what you said.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=718.736,720.97"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/234","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Are other considerations, common sense,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=720.97,724.47"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/235","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"interest in your client's problem more important?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=724.47,729.197"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/236","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"That may well be true, but nevertheless,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=730.327,733.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/237","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"perhaps you could indicate where you stand","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=734.79,738.11"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/238","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on such things as the worthwhileness of getting a PhD","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=738.11,741.92"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/239","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"before going into industry,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=741.92,743.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/240","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as against a master's degree.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=743.98,745.854"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/241","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"One might conclude that, from what you said,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=745.854,748.378"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/242","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"would a master's degree be quite enough?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=748.378,752.413"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/243","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Maybe you could-","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=752.413,753.246"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/244","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Okay, let me try to respond to that.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=753.246,754.883"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/245","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I certainly did not mean to suggest","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=755.8,760.35"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/246","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that the theory is not important.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=760.35,763.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/247","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"When I said before that no problem that you will run into","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=763.74,768.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/248","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is a textbook problem,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=769.7,772.14"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/249","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be able to know what to do with a problem","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=772.14,777.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/250","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that is not a textbook problem,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=777.08,778.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/251","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you have to understand the theory,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=778.38,780.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/252","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and to be an effective statistician,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=780.95,784.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/253","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you certainly have to know the basis of the techniques","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=784.77,787.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/254","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and not just have a cookbook knowledge of it,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=787.83,792.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/255","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because it's your responsibility","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=792.38,794.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/256","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to apply the theory correctly,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=794.7,797.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/257","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you obviously can't apply correctly","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=797.08,798.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/258","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if you don't know it.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=798.81,799.893"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/259","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Having said that, I think my point in that regard was more","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=801.11,805.0"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/260","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to, well, once you make your report","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=805.0,808.107"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/261","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you represent your findings to your client,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=808.107,811.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/262","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"try to express them in down-to-earth terms,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=811.55,815.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/263","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"recognizing that your client really isn't party","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=815.37,819.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/264","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to the theory,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=819.66,821.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/265","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and they will believe that you understand the theory.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=821.13,824.33"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/266","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"They will believe that you are competent,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=824.33,828.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/267","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"at least if you have the right credentials.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=828.12,831.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/268","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"What you all have to do is to,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=831.37,832.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/269","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the challenge there is to be able to translate that theory","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=832.8,837.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/270","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"into a specific application,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=839.94,844.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/271","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but then also when you report it,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=844.21,846.66"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/272","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to report in such a manner that doesn't sound","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=846.66,850.813"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/273","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"like it was difficult,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=850.813,851.913"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/274","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or that there was very much theory involved.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=852.99,856.51"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/275","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"The theory, as far as your client is concerned,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=856.51,858.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/276","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is irrelevant, but you needed to be able","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=858.85,860.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/277","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to come to the right answer.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=860.5,862.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/278","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"With regard to really the second question,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=862.36,864.46"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/279","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do you need a master's degree, or a PhD degree?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=866.399,870.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/280","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think that depends a great deal on the specific area","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=870.17,875.17"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/281","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in which you are involved.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=876.29,877.98"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/282","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In our organization where we are,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=877.98,881.583"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/283","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"we encounter a broad spectrum of problems,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=883.67,888.67"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/284","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think it is essential for an individual","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=889.6,892.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/285","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to at least have the equivalent of the knowledge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=892.57,895.19"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/286","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of a PhD degree.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=895.19,896.423"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/287","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"And we wouldn't really entertain","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=897.37,899.8"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/288","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"seriously having an individual who does not have","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=901.28,904.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/289","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that breadth of knowledge.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=904.08,905.473"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/290","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"On the other hand,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=907.9,909.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/291","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if you are say, in an operating component","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=909.6,912.68"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/292","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or you're involved in perhaps a more limited area","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=912.68,917.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/293","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of business and were, for example,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=917.23,921.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/294","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the major thing that you get involved in","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=921.23,923.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/295","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is setting up quality control systems,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=923.6,927.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/296","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or developing credit risk systems,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=927.43,931.15"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/297","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or what have you, a good master's degree","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=931.15,935.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/298","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"with appropriate experience,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=935.04,936.967"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/299","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and to have some additional training","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=936.967,939.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/300","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in whatever area you end up on reading and studying,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=939.27,942.57"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/301","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"whatever area you end up being involved in,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=942.57,945.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/302","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"may be sufficient.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=945.84,947.64"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/303","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In some cases in those situations,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=947.64,950.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/304","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a PhD may be overkill because the individual may then tend","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=950.44,955.12"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/305","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be a little bit frustrated by the fact","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=955.12,958.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/306","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that he or she is not really fully using all the tools","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=958.54,963.54"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/307","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that they've been taught.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=963.85,964.683"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/308","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So it really depends, in my judgment,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=964.683,966.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/309","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"you know, just one vote here,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=966.38,968.71"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/310","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"on the specific area in industry","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=968.71,971.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/311","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in which the individual gets involved.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=971.38,976.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/312","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"There may be, for example,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=976.08,977.69"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/313","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the manufacturing environment,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=977.69,979.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/314","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"there is probably less need, perhaps,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=979.43,981.87"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/315","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for a PhD in statistics","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=981.87,984.96"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/316","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"than in a research, technology, engineering environment.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=984.96,989.41"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/317","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Note as one example.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=989.41,991.24"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/318","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"In both cases, as I've suggested,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=991.24,993.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/319","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think it is very important to have a good base","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=993.08,997.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/320","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the physical sciences.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=997.3,998.85"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/321","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think it is very important to be able to learn","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=998.85,1003.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/322","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how to communicate orally and in writing,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1003.01,1006.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/323","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but that's so,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1006.55,1007.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/324","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"irrespective of whether you have a master's","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1007.72,1009.02"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/325","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or PhD degree.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1009.02,1010.362"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/326","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, did I respond?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1010.362,1011.945"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/327","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Yeah, good point.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1014.562,1015.421"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/328","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e You mentioned this, just to follow up on that a bit,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1015.421,1018.59"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/329","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"a good base in the physical sciences and so forth.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1018.59,1023.3"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/330","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Does a statistician really need any training","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1025.79,1028.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/331","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in the subject matter after a bachelor's of science?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1028.5,1031.21"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/332","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e If you're going to work in a chemical plant,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1034.18,1039.18"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/333","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it helps no end to have a good understanding of chemistry.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1041.02,1045.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/334","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, I didn't mean to imply that therefore you have","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1045.58,1048.53"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/335","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be a statistician working with chemical engineers.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1048.53,1051.803"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/336","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"You obviously want to have a higher level training","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1052.64,1056.38"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/337","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in statistics, not higher level training in chemistry,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1056.38,1059.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/338","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but it helps no end to have some degree of background","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1059.65,1063.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/339","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in chemistry and engineering, physical sciences,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1063.65,1066.79"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/340","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"if you do that, not beyond the master's level in that area.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1066.79,1070.75"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/341","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"But maybe, certainly as an undergraduate area.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1070.75,1074.92"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/342","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think some of the best statisticians,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1074.92,1079.92"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/343","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and you know we can name many of them,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1080.02,1081.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/344","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"are people who originally started off as chemists","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1081.65,1085.645"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/345","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or engineers, or what have you,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1085.645,1087.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/346","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and subsequently saw the light and became statisticians.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1087.7,1091.092"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/347","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"(audience laughing)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1091.092,1093.821"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/348","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e What's your impression of that group?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1093.821,1097.071"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/349","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"There's sort of two kinds of people, as you say.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1098.137,1102.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/350","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Those that come up through fairly mathematical,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1102.2,1107.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/351","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"theoretical training in the craft,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1107.27,1109.669"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/352","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and those that come out through the practical.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1109.669,1111.053"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/353","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"My casual impression,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1111.93,1113.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/354","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and I don't have the solid statistics,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1113.36,1115.04"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/355","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"is that the people that come up","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1115.04,1118.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/356","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"through good mathematical theoretical training,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1118.78,1121.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/357","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"downplay that importance and say","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1121.7,1123.58"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/358","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"how important it is to have practical,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1123.58,1125.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/359","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"have training in subject matter,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1125.86,1128.13"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/360","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and the people on the other side often downplay","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1128.13,1131.01"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/361","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"the importance of subject matter","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1131.01,1132.37"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/362","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and point out how important it is","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1132.37,1133.293"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/363","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to have good theoretical training.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1133.293,1136.608"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/364","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Does that match your impression?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1136.608,1138.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/365","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Well, I don't think","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1138.06,1139.6"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/366","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"all these things are mutually exclusive.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1139.6,1141.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/367","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I do feel that subject matter in the sciences, at least,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1141.63,1146.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/368","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and in engineering is very important.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1149.496,1152.06"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/369","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"To be a statistician, obviously you have","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1152.06,1154.65"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/370","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to have a good mathematical base,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1154.65,1156.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/371","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and obviously you have to have good statistical training.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1156.95,1161.95"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/372","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Now, again, perhaps you don't have","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1164.28,1167.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/373","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to go into the most profound courses","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1167.72,1171.72"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/374","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in probability theory necessarily","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1171.72,1174.307"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/375","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be an effective industrial statistician,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1174.307,1177.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/376","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but you do need...","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1177.84,1179.39"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/377","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, a good example is the subject","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1180.94,1183.23"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/378","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of product life data analysis","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1183.23,1184.63"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/379","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"that I mentioned before.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1184.63,1186.29"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/380","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think it is very helpful","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1186.29,1187.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/381","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"for anybody who goes into industry","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1187.83,1190.08"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/382","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to have some background in that particular area also.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1190.08,1194.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/383","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"So I know the more knowledge you have, the better off,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1194.43,1199.43"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/384","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I think, you are.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1200.62,1201.983"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/385","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"At the same time though,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1202.837,1203.86"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/386","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I will go back to the comment I made before.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1203.86,1206.93"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/387","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"I don't think for every job as a statistician in industry,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1206.93,1210.81"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/388","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"do you need to have a PhD in statistics,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1210.81,1213.48"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/389","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but there are certainly many jobs which you do.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1213.48,1215.83"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/390","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Is the primary importance of the physical knowledge","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1218.756,1221.74"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/391","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be able to characterize","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1221.74,1223.19"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/392","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and sort of the systematic variations from the problem,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1223.19,1227.183"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/393","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"so that you can reduce it down","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1228.29,1230.44"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/394","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to the residuals, or?","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1230.44,1232.27"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/395","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"\u003cstrong\u003e -:\u003c/strong\u003e Well, I think the important thing is to understand","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1232.27,1235.55"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/396","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"what your client is talking about,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1235.55,1237.433"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/397","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be able to appreciate the significance","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1239.213,1242.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/398","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of a physical model that they may be dealing with","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1242.2,1247.2"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/399","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"to be able to communicate in his or her jargon.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1248.65,1253.253"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/400","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Those are just some of the reasons,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1254.17,1257.5"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/401","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"and in some cases, some of this,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1257.5,1259.32"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/402","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"well, in my business,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1259.32,1261.062"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/403","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"it's particularly frustrating","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1261.062,1263.7"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/404","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"because we just don't work with chemists.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1263.7,1266.82"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/405","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We work with mechanical engineers and the whole gamut,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1266.82,1271.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/406","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"physicists, the whole gamut of things.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1271.1,1273.36"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/407","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"We couldn't possibly have knowledge and training","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1273.36,1276.78"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/408","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in all of these areas,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1276.78,1279.1"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/409","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"but the more we understand","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1279.1,1281.28"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/410","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of what our clients'","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1281.28,1284.473"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/411","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"basic training is, and the more we understand","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1286.29,1289.77"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/412","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"about how a gas turbine operates,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1289.77,1291.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/413","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"as an example, the better off we are","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1291.99,1295.07"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/414","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"in planning an experimental program","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1295.07,1297.45"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/415","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"of how to improve gas turbine exhaust efficiency,","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1297.45,1301.99"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/416","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"or what have you.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1301.99,1302.84"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/417","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Well, I think I've probably worn you all out. (laughs)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1310.289,1312.967"},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/418","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"Thanks again.\n(audience applauding)","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=1312.967,1317.967"}]},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903","type":"AnnotationPage","label":{"en":["English [Transcript]"]},"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22903/annotation/419","type":"Annotation","motivation":"subtitling","body":{"type":"TextualBody","value":"https://d9jk7wjtjpu5g.cloudfront.net/file_transcripts/associated_files/000/022/903/original/AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_b.vtt?1613512119","format":"text/vtt","language":"en"},"target":"https://d9jk7wjtjpu5g.cloudfront.net/file_transcripts/associated_files/000/022/903/original/AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_b.vtt?1613512119"}]},{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22904","type":"AnnotationPage","label":{"en":["AV203390_A_Week_in_the_Life_of_an_Industrial_Statistician_b.txt [Transcript]"]},"items":[{"id":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821/transcript/22904/annotation/420","type":"Annotation","motivation":"transcribing","body":{"type":"TextualBody","value":"- Provide you the answers, and frequently that just ain't so. Frequently the data that has been obtained for different reasons, just is not going to do the job that you wish it to. An industrial statistician frequently wants to get his or her hands dirty by seeing what's actually going on. Very frequently, and one of the most enjoyable things I think I get involved in is taking tours of factories and seeing how things are made and put together, and understanding what some of the physical principles are. And indeed, those of you that do go into industry, as I'm sure you'll recognize, are very well-served in taking a lot of courses in science, and engineering, and various elements dealing with the physics and the mechanism of industrial products. Don't expect textbook problems, there ain't none. Most problems have their own little twist, and what a statistician's job is, is to be able to determine what that twist is and to be able to translate his or her knowledge to bring it to bear on the specific problem at hand. As I have suggested before, a very important element is the ability to communicate, both in terms of presentations, but also, perhaps even equally important, in terms of being able to write succinct reports. Yeah, maybe write a 25-page report and all that, but you'd better have a front page in there that only the manager might read, which sort of presents the bottom line conclusions. What is it that you really found, what's important here? And for goodness sake, as it says here, talk English, not statistics. You may be very enamored by your knowledge and your knowledge is indeed important, that's why you were called into this particular problem, because of your specific knowledge, but it is your job to, in my judgment, be able to talk on your client's terms and in his or her ballpark and not the other way around. Don't expect them to learn your jargon. Try to learn theirs, and try to communicate in that and try to translate these statistical results into what is really meaningful to your client. A frequent element in doing this is being able to plot the data, being able to show it graphically. As I may suggest in the presentation tomorrow, and I hope nobody bares this against me, I have a rather low opinion of analysis of variance as a final output of a analysis. Certainly it provides us some insights, but the basic thing you're still gonna do most of the time at the end is to present your data in a meaningful, graphical way and all the statistical analyses just back up, frequently, the graphical presentation for the data. And there, I think one of the good things about modern computer programs is that they're beginning to recognize the importance of graphical displays. Frequently, it is an industrial statistician's job to identify the important problems. And sometimes those are not necessarily the ones which are the most intricate ones, statistically. But we have all sorts of people that call us and we have to learn to differentiate between those which are really important in terms of the company's needs, versus ones which happened to be a little curiosity which the asker of the question may be interested in. Now that doesn't mean to say we shouldn't be concerned about the second type of problem also, and they frequently lead to more interesting research projects, but we need also recognize what are the important problem. And we need also recognize that perhaps while in an academic environment, it is important to optimize and to obtain the exact optimum under, perhaps, rather restricted assumptions, in the real world, frequently a good approximation probably gets you 90% of the way. And often you may be able to get that good approximation in 10% of the time, that often may be good enough for the particular problem at hand. Now that also may be frustrating for some of you who like to be perfectionists, but frequently we don't have the time to go on to be perfectionists. We try to make as well as we can in the given situation and be able to spread ourselves out to go onto the next problem. Finally, I guess, I think it is important to provide a air of self-confidence, but without being brash. I think you have to indicate that you do know what's going on, but at the same time, it is important not to try to lead people with the impression that you think that statistics is gonna solve all the world's problems. I think statistics will solve very many problems, but at the same time, I think you will realize that there are also very, very many problems which statistics, as a tool, can not solve, and your job is to bring to bear the ones that those particular techniques that are applicable and that you can use by getting more out of available data. I won't bore you with discussing the last three charts in the handout. A few years ago, a number of people including myself, were on a committee now known as a SNEE committee, who was headed by Ron Snee of DuPont, which who did a study on preparing statistics for careers in industry. The results of that study were reported in \"The American Statistician\" and the last two pages of your handout, table one and two, provide a summary of some of the conclusions of that particular committee and also the committee's judgment of what makes an effective industrial statistician. And hopefully there is some degree of correlation between information on this chart and the one a couple of charts ago when I talked about some pointers of using statistics effectively. Anyhow, I don't know what I've talked about, A Week in the Life of an Industrial Statistician, maybe it sounds to you more like a year or three years, or what have you. But what I've tried to provide you is a random sampling of some of the things that we do get involved in. I think it is a very exciting environment. It also has some frustrations for those of you that perhaps would like to obtain exact solutions to a small number of very specific problems. If you want to become, say, an expert in a very specific, limited area and be the world expert in that particular area, there probably aren't too many jobs for you in industry. On the other hand, if you are ready to become highly engaged in the problems of your clients and like diversity, both in terms of the people that you deal with and the problems that you deal with, industry probably has a fair degree to offer. I said, at the outset I would entertain questions. You've been so polite, nobody's asked any up to this point, but let me at least leave open a few minutes to give you a chance to comment, ask questions, or what have you. Also, certainly be pleased to talk with any of you later tonight or tomorrow, or what have you, if any of you should be so foolish as to want to.\r\n\r\n- One of the tricky businesses of working in industry is the delicate balance between honesty and loyalty. And I can imagine situations in which, and I noticed it in, you mentioned in your talk how you bow to pressures of management to give good, short talks that would seem impossible tasks in some occasions. How do you handle the situation, or can you protect yourself when somebody comes to you from management and asks you to do your statistics in reverse, to make a case because of a legal litigation, or some kind of a litigation in court order, to apply your knowledge of statistics to support a hypothesis, which you may or not feel is supportable? Do you acknowledge this? Do you entertain this? Do you fight back? Do you have protection?\r\n\r\n- Well, okay, certainly the situation that you mentioned is not unheard of, frequently. You do have some that pays your salary and frequently they are not a completely uncommitted party with regard to your conclusions. So yes, they would prefer to see you result with one answer, answer A rather than answer B. I think the answer is this. We try our very best to provide an honest answer, to provide an honest analysis, and we provide this. It may happen that if our answer is answer A, it will be made generally available. If our answer happens to be answer B, it may not get much beyond the party to whom we're making that report. But the party for whom we're doing the work will get an honest answer from us, whether they choose-\r\n\r\n- There's an identical problem.\r\n\r\n- Whether they choose to distribute it or not, is really their businesses, and I don't think it's really-\r\n\r\n- So you wash your hands of it at that point.\r\n\r\n- I beg your pardon.\r\n\r\n- You wash your hands of it at that point.\r\n\r\n- Well, that's right. I can not say, \"Gee, you have to distribute that answer irrespective of what our conclusions are.\" I would strongly object and would not go along with them changing answers that we obtained and saying it's our answer or something to that effect. I think that, I think, is probably one element. At the same time also, I would say that on occasion, you know, we run into situations of some controversy and we're called upon to sort of play the devil's advocate and say, \"Okay, now if we were representing the other side on this issue, what are some of the things we might bring up?\" So sometimes we're actually asked to do sort of the reverse to say, \"What are some of the criticisms that you may find in work that we're doing?\"\r\n\r\n- That's a rare pleasure, you get to understand.\r\n\r\n- Yep.\r\n\r\n- To some extent, Jerry, you seem to be downplaying the importance of theory, at least one could possibly infer that from what you said. Are other considerations, common sense, interest in your client's problem more important? That may well be true, but nevertheless, perhaps you could indicate where you stand on such things as the worthwhileness of getting a PhD before going into industry, as against a master's degree. One might conclude that, from what you said, would a master's degree be quite enough? Maybe you could-\r\n\r\n- Okay, let me try to respond to that. I certainly did not mean to suggest that the theory is not important. When I said before that no problem that you will run into is a textbook problem, to be able to know what to do with a problem that is not a textbook problem, you have to understand the theory, and to be an effective statistician, you certainly have to know the basis of the techniques and not just have a cookbook knowledge of it, because it's your responsibility to apply the theory correctly, and you obviously can't apply correctly if you don't know it. Having said that, I think my point in that regard was more to, well, once you make your report and you represent your findings to your client, try to express them in down-to-earth terms, recognizing that your client really isn't party to the theory, and they will believe that you understand the theory. They will believe that you are competent, at least if you have the right credentials. What you all have to do is to, the challenge there is to be able to translate that theory into a specific application, but then also when you report it, to report in such a manner that doesn't sound like it was difficult, or that there was very much theory involved. The theory, as far as your client is concerned, is irrelevant, but you needed to be able to come to the right answer. With regard to really the second question, do you need a master's degree, or a PhD degree? I think that depends a great deal on the specific area in which you are involved. In our organization where we are, we encounter a broad spectrum of problems, I think it is essential for an individual to at least have the equivalent of the knowledge of a PhD degree. And we wouldn't really entertain seriously having an individual who does not have that breadth of knowledge. On the other hand, if you are say, in an operating component or you're involved in perhaps a more limited area of business and were, for example, the major thing that you get involved in is setting up quality control systems, or developing credit risk systems, or what have you, a good master's degree with appropriate experience, and to have some additional training in whatever area you end up on reading and studying, whatever area you end up being involved in, may be sufficient. In some cases in those situations, a PhD may be overkill because the individual may then tend to be a little bit frustrated by the fact that he or she is not really fully using all the tools that they've been taught. So it really depends, in my judgment, you know, just one vote here, on the specific area in industry in which the individual gets involved. There may be, for example, in the manufacturing environment, there is probably less need, perhaps, for a PhD in statistics than in a research, technology, engineering environment. Note as one example. In both cases, as I've suggested, I think it is very important to have a good base in the physical sciences. I think it is very important to be able to learn how to communicate orally and in writing, but that's so, irrespective of whether you have a master's or PhD degree. Now, did I respond? Yeah, good point.\r\n\r\n- You mentioned this, just to follow up on that a bit, a good base in the physical sciences and so forth. Does a statistician really need any training in the subject matter after a bachelor's of science?\r\n\r\n- If you're going to work in a chemical plant, it helps no end to have a good understanding of chemistry. Now, I didn't mean to imply that therefore you have to be a statistician working with chemical engineers. You obviously want to have a higher level training in statistics, not higher level training in chemistry, but it helps no end to have some degree of background in chemistry and engineering, physical sciences, if you do that, not beyond the master's level in that area. But maybe, certainly as an undergraduate area. I think some of the best statisticians, and you know we can name many of them, are people who originally started off as chemists or engineers, or what have you, and subsequently saw the light and became statisticians.\r\n\r\n- What's your impression of that group? There's sort of two kinds of people, as you say. Those that come up through fairly mathematical, theoretical training in the craft, and those that come out through the practical. My casual impression, and I don't have the solid statistics, is that the people that come up through good mathematical theoretical training, downplay that importance and say how important it is to have practical, have training in subject matter, and the people on the other side often downplay the importance of subject matter and point out how important it is to have good theoretical training. Does that match your impression?\r\n\r\n- Well, I don't think all these things are mutually exclusive. I do feel that subject matter in the sciences, at least, and in engineering is very important. To be a statistician, obviously you have to have a good mathematical base, and obviously you have to have good statistical training. Now, again, perhaps you don't have to go into the most profound courses in probability theory necessarily to be an effective industrial statistician, but you do need... Well, a good example is the subject of product life data analysis that I mentioned before. I think it is very helpful for anybody who goes into industry to have some background in that particular area also. So I know the more knowledge you have, the better off, I think, you are. At the same time though, I will go back to the comment I made before. I don't think for every job as a statistician in industry, do you need to have a PhD in statistics, but there are certainly many jobs which you do.\r\n\r\n- Is the primary importance of the physical knowledge to be able to characterize and sort of the systematic variations from the problem, so that you can reduce it down to the residuals, or?\r\n\r\n- Well, I think the important thing is to understand what your client is talking about, to be able to appreciate the significance of a physical model that they may be dealing with to be able to communicate in his or her jargon. Those are just some of the reasons, and in some cases, some of this, well, in my business, it's particularly frustrating because we just don't work with chemists. We work with mechanical engineers and the whole gamut, physicists, the whole gamut of things. We couldn't possibly have knowledge and training in all of these areas, but the more we understand of what our clients' basic training is, and the more we understand about how a gas turbine operates, as an example, the better off we are in planning an experimental program of how to improve gas turbine exhaust efficiency, or what have you. Well, I think I've probably worn you all out. Thanks again.","format":"text/plain"},"target":"https://iastate.aviaryplatform.com/collections/2486/collection_resources/36666/file/105821#t=0.0,1328.88"}]}]}]}