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A Comparison of Different Estimators for Panel Data Sample Selection Models

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Author Info
Peter Jensen
Michael Rosholm
Mette Verner () (Department of Economics, University of Aarhus, Denmark)

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Abstract

In this paper, we perform an extensive Monte Carlo study of the finite sample properties of different estimators for panel data sample selection models. The estimators investigated are various two-step estimators and maximum likelihood estimators with simultaneous equations for the sampleselection process and the equation of interest. The main result of the MonteCarlo study is that the maximum likelihood estimators of random effectsmodels in general perform better than the two-step estimators.

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Paper provided by School of Economics and Management, University of Aarhus in its series Economics Working Papers with number 2002-1.

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Handle: RePEc:aah:aarhec:2002-1

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Related research
Keywords: Panel data; sample selection; individual-specific effects;

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Find related papers by JEL classification:
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data
C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data

References listed on IDEAS
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  1. Husted, L. & Nielsen, H.S. & Rosholm, M. & Smith, N., 2000. "Employment and Wage Assimilation of Male First Generation Immigrants in Denmark," Papers 00-01, Centre for Labour Market and Social Research, Danmark-.
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  2. Hausman, Jerry A & Wise, David A, 1979. "Attrition Bias in Experimental and Panel Data: The Gary Income Maintenance Experiment," Econometrica, Econometric Society, vol. 47(2), pages 455-73, March. [Downloadable!] (restricted)
  3. Lee, Myoung-jae, 2001. "First-difference estimator for panel censored-selection models," Economics Letters, Elsevier, vol. 70(1), pages 43-49, January. [Downloadable!] (restricted)
  4. Dustmann, Christian & Rochina-Barrachina, María Engracia, 2000. "Selection Correction in Panel Data Models: An Application to Labour Supply and Wages," IZA Discussion Papers 162, Institute for the Study of Labor (IZA). [Downloadable!]
  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)
  6. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January. [Downloadable!] (restricted)
  7. Ekaterini Kyriazidou, 1997. "Estimation of a Panel Data Sample Selection Model," Econometrica, Econometric Society, vol. 65(6), pages 1335-1364, November.
  8. Gourieroux, Christian & Monfort, Alain & Renault, Eric & Trognon, Alain, 1987. "Generalised residuals," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 5-32. [Downloadable!] (restricted)
  9. Vella, Francis & Verbeek, Marno, 1999. "Two-step estimation of panel data models with censored endogenous variables and selection bias," Journal of Econometrics, Elsevier, vol. 90(2), pages 239-263, June. [Downloadable!] (restricted)
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  1. Hugo Benítez-Silva & Selcuk Eren & Frank Heiland & Sergi Jiménez-Martín, 2008. "How Well do Individuals Predict the Selling Prices of their Homes?," Working Papers 2008-10, FEDEA. [Downloadable!]
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  2. Molina, José Alberto & Montuenga, Víctor M., 2008. "The Motherhood Wage Penalty in a Mediterranean Country: The Case of Spain," IZA Discussion Papers 3574, Institute for the Study of Labor (IZA). [Downloadable!]
  3. Nielsen, Helena Skyt & Rosholm, Michael & Smith, Nina & Husted, Leif, 2001. "Qualifications, Discrimination, or Assimilation? An Extended Framework for Analysing Immigrant Wage Gaps," IZA Discussion Papers 365, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  4. Nielsen, Helena S & Rosholm, Michael & Smith, Nina, 2000. "Hit Twice? Danish Evidence on the Double-Negative Effect on the Wages of Immigrant Women," CEPR Discussion Papers 2502, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    Other versions:
  5. Anna Cristina d'Addio & Isabelle De Greef & Michael Rosholm, 2002. "Assessing Unemployment Traps in Belgium using Panel Data Sample Selection models," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 C1-3, International Conferences on Panel Data. [Downloadable!]
    Other versions:
  6. José Molina & Víctor Montuenga, 2009. "The Motherhood Wage Penalty in Spain," Journal of Family and Economic Issues, Springer, vol. 30(3), pages 237-251, September. [Downloadable!] (restricted)
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