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Testing and relaxing the exclusion restriction in the control function approach

D’Haultfœuille, Xavier, Stefan Hoderlein and Yuya Sasaki

Journal of Econometrics, 2024, vol. 240, issue 2

Abstract: The control function approach which employs an instrumental variable excluded from the outcome equation is a very common solution to deal with the problem of endogeneity in nonseparable models. Exclusion restrictions, however, are frequently controversial. We first argue that, in a nonparametric triangular structure typical of the control function literature, one can actually test this exclusion restriction provided the instrument satisfies a local irrelevance condition. Second, we investigate identification without such exclusion restrictions, i.e., if the “instrument” that is independent of the unobservables in the outcome equation also directly affects the outcome variable. In particular, we show that identification of average causal effects can be achieved in the two most common special cases of the general nonseparable model: linear random coefficients models and single index models.

Keywords: Identification; Control function; Endogenous regressors; Exclusion restriction; Nonseparable models (search for similar items in EconPapers)
JEL-codes: C14 C31 C36 (search for similar items in EconPapers)
Date: 2024
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (2)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:econom:v:240:y:2024:i:2:s0304407621000439

DOI: 10.1016/j.jeconom.2020.09.012

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Journal of Econometrics is currently edited by T. Amemiya, A. R. Gallant, J. F. Geweke, C. Hsiao and P. M. Robinson

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