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Implementing quantile selection models in Stata

Authors :
Ercio Munoz
Mariel Siravegna
Source :
The Stata Journal: Promoting communications on statistics and Stata. 21:952-971
Publication Year :
2021
Publisher :
SAGE Publications, 2021.

Abstract

In this article, we describe qregsel, a community-contributed command that implements a copula-based sample-selection correction for quantile regression recently proposed by Arellano and Bonhomme (2017, Econometrica 85: 1–28). The command allows the user to model selection in quantile regressions by using either a Gaussian or a one-dimensional Frank copula. We illustrate the use of qregsel with two examples. First, we apply the method to the fictional dataset used in the Stata Base Reference Manual for the heckman command. Second, we replicate part of the empirical application of the original article using data for the United Kingdom that cover the period 1978–2000 to compare wages of males and females at different quantiles.

Details

ISSN :
15368734 and 1536867X
Volume :
21
Database :
OpenAIRE
Journal :
The Stata Journal: Promoting communications on statistics and Stata
Accession number :
edsair.doi.dedup.....347eb161ab2f19a90fe9ab21f8c6e2e7