Simplified Implementation of the Heckman Estimator of the Dynamic Probit Model and a Comparison with Alternative Estimators*

被引:82
作者
Arulampalam, Wiji [1 ,2 ]
Stewart, Mark B. [1 ]
机构
[1] Univ Warwick, Dept Econ, Coventry CV4 7AL, W Midlands, England
[2] IZA, Bonn, Germany
关键词
C23; C25; C13; C51; LAGGED DEPENDENT-VARIABLES; PANEL-DATA MODELS; STATE DEPENDENCE; UNOBSERVED HETEROGENEITY; TIME-SERIES; UNEMPLOYMENT; EMPLOYMENT; HEALTH; FIRMS; UK;
D O I
10.1111/j.1468-0084.2009.00554.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper presents a convenient shortcut method for implementing the Heckman estimator of the dynamic random effects probit model and other dynamic nonlinear panel data models using standard software. It then compares the estimators proposed by Heckman, Orme and Wooldridge, based on three alternative approximations, first in an empirical model for the probability of unemployment and then in a set of simulation experiments. The results indicate that none of the three estimators dominates the other two in all cases. In most cases, all three estimators display satisfactory performance, except when the number of time periods is very small.
引用
收藏
页码:659 / 681
页数:23
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