4.4 Article

Endogeneity in semiparametric binary response models

期刊

REVIEW OF ECONOMIC STUDIES
卷 71, 期 3, 页码 655-679

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OXFORD UNIV PRESS
DOI: 10.1111/j.1467-937X.2004.00299.x

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  1. Economic and Social Research Council [M544285003] Funding Source: researchfish

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This paper develops and implements semiparametric methods for estimating binary response (binary choice) models with continuous endogenous regressors. It extends existing results on semiparametric estimation in single-index binary response models to the case of endogenous regressors. It develops a control function approach to account for endogeneity in triangular and fully simultaneous binary response models. The proposed estimation method is applied to estimate the income effect in a labour market participation problem using a large micro data-set from the British Family Expenditure Survey. The semiparametric estimator is found to perform well, detecting a significant attenuation bias. The proposed estimator is contrasted to the corresponding probit and linear probability specifications.

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