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来源类型Working Paper
规范类型报告
DOI10.3386/w22423
来源IDWorking Paper 22423
Measuring Group Differences in High-Dimensional Choices: Method and Application to Congressional Speech
Matthew Gentzkow; Jesse M. Shapiro; Matt Taddy
发表日期2016-07-18
出版年2016
语种英语
摘要We study the problem of measuring group differences in choices when the dimensionality of the choice set is large. We show that standard approaches suffer from a severe finite-sample bias, and we propose an estimator that applies recent advances in machine learning to address this bias. We apply this method to measure trends in the partisanship of congressional speech from 1873 to 2016, defining partisanship to be the ease with which an observer could infer a congressperson’s party from a single utterance. Our estimates imply that partisanship is far greater in recent years than in the past, and that it increased sharply in the early 1990s after remaining low and relatively constant over the preceding century.
主题Microeconomics ; Welfare and Collective Choice
URLhttps://www.nber.org/papers/w22423
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/580097
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Matthew Gentzkow,Jesse M. Shapiro,Matt Taddy. Measuring Group Differences in High-Dimensional Choices: Method and Application to Congressional Speech. 2016.
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