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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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Author Info
Wiji Arulampalam () (University of Warwick and IZA)
Mark B. Stewart () (University of Warwick)

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Abstract

This paper presents a convenient shortcut method for implementing the Heckman estimator of the dynamic random effects probit model using standard software. It then compares the three 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 simple simulation experiments.

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Publisher Info
Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 3039.

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Length: 21 pages
Date of creation: Sep 2007
Date of revision:
Handle: RePEc:iza:izadps:dp3039

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Related research
Keywords: dynamic discrete choice models; initial conditions; dynamic probit; panel data;

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Find related papers by JEL classification:
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data
C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models
C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Estimation
C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
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  5. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January. [Downloadable!] (restricted)
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  9. Rick Audas & Tim Barmby & John Treble, 2004. "Luck, Effort, and Reward in an Organizational Hierarchy," Journal of Labor Economics, University of Chicago Press, vol. 22(2), pages 379-396, April. [Downloadable!]
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  11. Francisco Requena-Silvente, 2005. "The Decision to Enter and Exit Foreign Markets: Evidence from U.K. SMEs," Small Business Economics, Springer, vol. 25(3), pages 237-253, October. [Downloadable!] (restricted)
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  14. Lorenzo Cappellari & Stephen P. Jenkins, 2008. "The dynamics of social assistance receipt: measurement and modelling issues, with an application to Britain," Working Papers 101, ECINEQ, Society for the Study of Economic Inequality. [Downloadable!]
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  15. Clark, Andrew E. & Etile, Fabrice, 2006. "Don't give up on me baby: Spousal correlation in smoking behaviour," Journal of Health Economics, Elsevier, vol. 25(5), pages 958-978, September. [Downloadable!] (restricted)
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  16. Propper, Carol, 2000. "The demand for private health care in the UK," Journal of Health Economics, Elsevier, vol. 19(6), pages 855-876, November. [Downloadable!] (restricted)
  17. Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54. [Downloadable!]
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  18. Dean R. Hyslop, 1999. "State Dependence, Serial Correlation and Heterogeneity in Intertemporal Labor Force Participation of Married Women," Econometrica, Econometric Society, vol. 67(6), pages 1255-1294, November.
  19. Butler, J S & Moffitt, Robert, 1982. "A Computationally Efficient Quadrature Procedure for the One-Factor Multinomial Probit Model," Econometrica, Econometric Society, vol. 50(3), pages 761-64, May. [Downloadable!] (restricted)
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  22. Arulampalam, Wiji & Booth, Alison L & Taylor, Mark P, 2000. "Unemployment Persistence," Oxford Economic Papers, Oxford University Press, vol. 52(1), pages 24-50, January.
    Other versions:
  23. Loudermilk, Margaret S., 2007. "Estimation of Fractional Dependent Variables in Dynamic Panel Data Models With an Application to Firm Dividend Policy," Journal of Business & Economic Statistics, American Statistical Association, vol. 25, pages 462-472, October. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Lorenzo Cappellari & Stephen P. Jenkins, 2008. "The dynamics of social assistance receipt: measurement and modelling issues, with an application to Britain," Working Papers 101, ECINEQ, Society for the Study of Economic Inequality. [Downloadable!]
    Other versions:
  2. repec:ese:iserwp: is not listed on IDEAS
  3. Carlos Gradín & Olga Cantó, 2009. "Why are child poverty rates so persistently high in Spain?," Working Papers 123, ECINEQ, Society for the Study of Economic Inequality. [Downloadable!]
  4. Saha, U.R. & Soest, A.H.O. van, 2009. "Infant Mortality in Rural Bangladesh: State Dependence vs. Unobserved Heterogeneity," Discussion Paper 2009-26, Tilburg University, Center for Economic Research. [Downloadable!]
  5. Ken Clark & Nikolaos C. Kanellopoulos, 2009. "Low Pay Persistence in European Countries," SOEPpapers 207, DIW Berlin, The German Socio-Economic Panel (SOEP). [Downloadable!]
    Other versions:
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