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Simplified implementation of the Heckman estimator of the dynamic probit model and a comparison with alternative estimators
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Arulampalam, Wiji and Stewart, Mark B. (2009) Simplified implementation of the Heckman estimator of the dynamic probit model and a comparison with alternative estimators. Oxford Bulletin of Economics and Statistics, Vol.71 (No.5). pp. 659-681. doi:10.1111/j.1468-0084.2009.00554.x ISSN 0305-9049.
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Official URL: http://dx.doi.org/10.1111/j.1468-0084.2009.00554.x
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.
Item Type: | Journal Article | ||||
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Subjects: | H Social Sciences > HC Economic History and Conditions H Social Sciences Q Science > QA Mathematics |
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Divisions: | Faculty of Social Sciences > Economics | ||||
Journal or Publication Title: | Oxford Bulletin of Economics and Statistics | ||||
Publisher: | Wiley-Blackwell Publishing, Inc | ||||
ISSN: | 0305-9049 | ||||
Official Date: | October 2009 | ||||
Dates: |
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Volume: | Vol.71 | ||||
Number: | No.5 | ||||
Number of Pages: | 23 | ||||
Page Range: | pp. 659-681 | ||||
DOI: | 10.1111/j.1468-0084.2009.00554.x | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Funder: | Economic and Social Research Council (Great Britain) (ESRC) | ||||
Grant number: | RES-000-22-0651 (ESRC), RES-000-22-2611 (ESRC) |
Data sourced from Thomson Reuters' Web of Knowledge
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