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Censored Quantile Instrumental Variable Estimation with Stata

Victor Chernozhukov, Iván Fernández-Val, Sukjin Han, Amanda Kowalski

arXiv 13 Jan 2018 · Econometrics · publishedThe Stata Journal Promoting communications on statistics and Stata (2019) · 13 citations (OpenAlex)

arXiv:1801.05305 · PDF · DOI · OpenAlex · Extracted main text

Abstract

Many applications involve a censored dependent variable and an endogenous independent variable. Chernozhukov et al. (2015) introduced a censored quantile instrumental variable estimator (CQIV) for use in those applications, which has been applied by Kowalski (2016), among others. In this article, we introduce a Stata command, cqiv, that simplifes application of the CQIV estimator in Stata. We summarize the CQIV estimator and algorithm, we describe the use of the cqiv command, and we provide empirical examples.

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11
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distinct cited
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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
1Chernozhukov, V., I. Fernández-Val, and A. E. Kowalski (2015) Quantile regression with censoring and endogeneity self1.000215100%
2Chernozhukov, V., and H. Hong (2002) Three-step censored quantile regression and extramarital affairs self1.00053100%
3Kowalski, A (2016) Censored Quantile Instrumental Variable Estimates of the Price Elasticity of Expenditure on Medical Care self0.64422100%
4Chernozhukov, V., I. Fernández-Val, and B. Melly (2013) Inference on counterfactual distributions self0.51121100%
5Koenker, R., and G. Bassett, Jr (1978) Regression quantiles0.51121100%
6Blundell, R., X. Chen, and D. Kristensen (2007) Semi-nonparametric IV estimation of shape-invariant Engel curves0.40511100%
7Chernozhukov, V., I. Fernández-Val, and A. Galichon (2010) Quantile and probability curves without crossing self0.40511100%
8Deaton, A., J. Muellbauer, et al (1980) Economics and consumer behavior0.40511100%
9Foresi, S., and F. Peracchi (1995) The conditional distribution of excess returns: An empirical analysis0.40511100%
10Gorman, W. M (1959) Separable utility and aggregation0.40511100%

Showing the top 10 of 11 scored citations.