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

  • Arulampalam, Wiji

    ()

    (University of Warwick)

  • Stewart, Mark

    ()

    (University of Warwick)

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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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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  1. Stewart, Mark, 2006. "The Inter-related Dynamics of Unemployment and Low-Wage Employment," The Warwick Economics Research Paper Series (TWERPS) 741, University of Warwick, Department of Economics.
  2. Honore, Bo E., 1993. "Orthogonality conditions for Tobit models with fixed effects and lagged dependent variables," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 35-61, September.
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  6. Jeffrey M Wooldridge, 2002. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," CeMMAP working papers CWP18/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  7. Alessie, R.J.M. & Hochgürtel, S. & van Soest, A.H.O., 2004. "Ownership of stocks and mutual funds : A panel data analysis," Other publications TiSEM 471d7c77-905c-4d47-84b9-d, School of Economics and Management.
  8. Paul Contoyannis & Andrew M. Jones & Nigel Rice, 2004. "The dynamics of health in the British Household Panel Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(4), pages 473-503.
  9. Lorenzo Cappellari & Stephen P. Jenkins, 2008. "The Dynamics of Social Assistance Receipt: Measurement and Modelling Issues, with an Application to Britain," OECD Social, Employment and Migration Working Papers 67, OECD Publishing.
  10. Propper, Carol, 2000. "The demand for private health care in the UK," Journal of Health Economics, Elsevier, vol. 19(6), pages 855-876, November.
  11. Wang-Sheng Lee & Umut Oguzoglu, 2007. "Income Support and Stigma Effects for Young Australians," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 40(4), pages 369-384, December.
  12. Marc Nerlove, 1968. "Further Evidence on the Estimation of Dynamic Economic Relations from a Time Series of Cross-Sections," Cowles Foundation Discussion Papers 257, Cowles Foundation for Research in Economics, Yale University.
  13. Arulampalam, W., 1998. "A Note on Estimated Coefficients in Random Effects Probit Models," The Warwick Economics Research Paper Series (TWERPS) 520, University of Warwick, Department of Economics.
  14. 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.
  15. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
  16. Andrén, Thomas, 2007. "The Persistence of Welfare Participation," IZA Discussion Papers 3100, Institute for the Study of Labor (IZA).
  17. Andrew Henley, 2004. "Self-Employment Status: The Role of State Dependence and Initial Circumstances," Small Business Economics, Springer, vol. 22(1), pages 67-82, 02.
  18. Nicolas Depetris Chauvin & Aart Kraay, 2007. "Who Gets Debt Relief?," Journal of the European Economic Association, MIT Press, vol. 5(2-3), pages 333-342, 04-05.
  19. Bo E. Honoré & Ekaterini Kyriazidou, 2000. "Panel Data Discrete Choice Models with Lagged Dependent Variables," Econometrica, Econometric Society, vol. 68(4), pages 839-874, July.
  20. 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.
  21. 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.
  22. Andrew Clark & Fabrice Etilé, 2003. "Don't Give up on me Baby: Spousal Correlation in Smoking Behaviour," DELTA Working Papers 2003-25, DELTA (Ecole normale supérieure).
  23. Dorsett, Richard, 1999. "An econometric analysis of smoking prevalence among lone mothers," Journal of Health Economics, Elsevier, vol. 18(4), pages 429-441, August.
  24. Alessie, R.J.M. & Hochgürtel, S. & van Soest, A.H.O., 2001. "Ownership of Stocks and Mutual Funds : A Panel Data Analysis," Discussion Paper 2001-94, Tilburg University, Center for Economic Research.
  25. Wiji Arulampalam & Sonia Bhalotra, 2003. "Sibling Death Clustering in India: Genuine Scarring vs Unobserved Heterogeneity," Bristol Economics Discussion Papers 03/552, Department of Economics, University of Bristol, UK.
  26. Arulampalam, Wiji & Booth, Alison L & Taylor, Mark P, 2000. "Unemployment Persistence," Oxford Economic Papers, Oxford University Press, vol. 52(1), pages 24-50, January.
  27. 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.
  28. 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.
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