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Collinearity and two-step estimation of sample selection models: Problems, origins, and remedies
Journal article   Peer reviewed

Collinearity and two-step estimation of sample selection models: Problems, origins, and remedies

Siu Fai Leung and Shihti Yu
Computational Economics, Vol.15(3), pp.173-199
2000

Abstract

Collinearity problem Heckman's two-step method Monte Carlo experiment Remedy Sample selection Wage equation
This paper investigates the origins of the collinearity problems encountered in the two-step estimation method for sample selection models. The analysis reveals several critical misconceptions and deficiencies in the literature. Remedies to the collinearity problems are proposed and evaluated. Monte Carlo experiments as well as an empirical example based on Mroz's (1987) data are used to illustrate the practical relevance and importance of the analysis. © 2000 Kluwer Academic Publishers.

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