Two-step estimation of panel data models with censored endogenous variables and selection bias

作者: Francis Vella , Marno Verbeek

DOI: 10.1016/S0304-4076(98)00043-8

关键词: EstimationEconometricsRange (statistics)EstimatorSampling (statistics)MathematicsParametric statisticsEndogeneitySelection biasStatisticsPanel data

摘要: This paper presents some two-step estimators for a wide range of parametric panel data models with censored endogenous variables and sample selection bias. Our approach is to derive estimates the unobserved heterogeneity responsible endogeneity/selection bias include as additional explanatory in primary equation. These are obtained through decomposition reduced form residuals. The nature allows adjustment, testing, two forms endogeneity and/or Furthermore, it incorporates roles dynamics state dependence form. Finally, we provide an empirical illustration which features our procedure highlights ability test several underlying assumptions.

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