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

Wiji Arulampalam and Mark Stewart

The Warwick Economics Research Paper Series (TWERPS) from University of Warwick, Department of Economics

Abstract: 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.

Keywords: Dynamic discrete choice models; initial conditions; dynamic probit; panel data; dynamic nonlinear panel data models (search for similar items in EconPapers)
JEL-codes: C13 C23 C25 C51 (search for similar items in EconPapers)
Pages: 41 pages
Date: 2008
New Economics Papers: this item is included in nep-dcm and nep-ecm
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Citations: View citations in EconPapers (4)

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https://warwick.ac.uk/fac/soc/economics/research/w ... s/2008/twerp_884.pdf

Related works:
Journal Article: Simplified Implementation of the Heckman Estimator of the Dynamic Probit Model and a Comparison with Alternative Estimators* (2009)
Working Paper: Simplified Implementation of the Heckman Estimator of the Dynamic Probit Model and a Comparison with Alternative Estimators (2008)
Working Paper: Simplified Implementation of the Heckman Estimator of the Dynamic Probit Model and a Comparison with Alternative Estimators (2007)
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Persistent link: https://EconPapers.repec.org/RePEc:wrk:warwec:884

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