EconBase
← All papers

Identification of Nonseparable Models with Endogenous Control Variables

Kaicheng Chen, Kyoo il Kim

arXiv 25 Jan 2024 · Econometrics

arXiv:2401.14395 · PDF · DOI · OpenAlex · Extracted main text

Abstract

We study identification of the treatment effects in a class of nonseparable models with the presence of potentially endogenous control variables. We show that given the treatment variable and the controls are measurably separated, the usual conditional independence condition or availability of excluded instrument suffices for identification.

Citation extraction

25
references
39
in-text mentions
26
distinct cited
1
self-citations
11,020
main-text words

appendix boundary found by appendix_command · 89% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Autor, David H and Dorn, David and Hanson, Gordon H (2013) The China syndrome: Local labor market effects of import competition in the United States0.87452100%
2Frölich, Markus (2008) Parametric and nonparametric regression in the presence of endogenous control variables0.64422100%
3Altonji, Joseph G and Matzkin, Rosa L (2005) Cross section and panel data estimators for nonseparable models with endogenous regressors0.58531100%
4Chen, Xiaohong and Linton, Oliver and Van Keilegom, Ingrid (2003) Estimation of semiparametric models when the criterion function is not smooth0.58531100%
5Newey, Whitney K (1994) The asymptotic variance of semiparametric estimators0.58531100%
6Imbens, Guido W and Newey, Whitney K (2009) Identification and estimation of triangular simultaneous equations models without additivity0.51121100%
Matzkin2003nonparametricunmatched citation key Matzkin2003nonparametric0.40511100%
8Whitney K. Newey (1997) Convergence rates and asymptotic normality for series estimators0.40511100%
9Angrist, Joshua D and Krueger, Alan B (1991) Does compulsory school attendance affect schooling and earnings?0.40511100%
10Angrist, Joshua D and Pischke, Jörn-Steffen (2009) Mostly harmless econometrics: An empiricist's companion0.40511100%

Showing the top 10 of 26 scored citations. 1 of these could not be matched to a bibliography entry, so only the citation key is shown.