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来源类型Working Paper
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DOI10.3386/w16894
来源IDWorking Paper 16894
Identification and Estimation in Discrete Choice Demand Models when Endogenous Variables Interact with the Error
Amit Gandhi; Kyoo il Kim; Amil Petrin
发表日期2011-03-17
出版年2011
语种英语
摘要We develop an estimator for the parameters of a utility function that has interactions between the unobserved demand error and observed factors including price. We show that the Berry (1994)/Berry, Levinsohn, and Pakes (1995) inversion and contraction can still be used to recover the mean utility term that now contains both the demand error and the interactions with the error. However, the instrumental variable (IV) solution is no longer consistent because the price interaction term is correlated with the instrumented price. We show that the standard conditional moment restrictions (CMRs) do not generally suffice for identification. We supplement the standard CMRs with new moments that we call "generalized" control function moments and we show together they are sufficient for identification of all of the demand parameters. A major advantage of our setup is that it requires little more than the existence of the same instruments used in this standard IV setting. We run several monte carlos that show our approach works when the standard IV approaches fail because of non-separability. We also test and reject additive separability in the original Berry, Levinsohn, and Pakes (1995) automobile data, and we show that demand becomes significantly more elastic when the correction is applied
主题Econometrics ; Estimation Methods ; Industrial Organization
URLhttps://www.nber.org/papers/w16894
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/574569
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Amit Gandhi,Kyoo il Kim,Amil Petrin. Identification and Estimation in Discrete Choice Demand Models when Endogenous Variables Interact with the Error. 2011.
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