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A Comparison of Different Estimators for Panel Data Sample Selection Models

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  • Peter Jensen
  • Michael Rosholm
  • Mette Verner

    ()
    (Department of Economics, University of Aarhus, Denmark)

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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Bibliographic Info

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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Length: 32
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Handle: RePEc:aah:aarhec:2002-1

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Web page: http://www.econ.au.dk/afn/

Related research

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

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References

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  1. Rosholm, Michael & Smith, Nina & Husted, Leif & Nielsen, Helena Skyt, 2000. "Employment and Wage Assimilation of Male First Generation Immigrants in Denmark," IZA Discussion Papers 101, Institute for the Study of Labor (IZA).
  2. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
  3. Ekaterini Kyriazidou, 1997. "Estimation of a Panel Data Sample Selection Model," Econometrica, Econometric Society, vol. 65(6), pages 1335-1364, November.
  4. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 31(3), pages 129-137.
  5. Gourieroux, Christian & Monfort, Alain & Renault, Eric & Trognon, Alain, 1987. "Generalised residuals," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 5-32.
  6. 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).
  7. Lee, Myoung-jae, 2001. "First-difference estimator for panel censored-selection models," Economics Letters, Elsevier, vol. 70(1), pages 43-49, January.
  8. 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.
  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.
  10. Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
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Citations

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Cited by:
  1. Mora Rodriguez, Jhon James & Muro, Juan, 2012. "Consistent estimation of pseudo panels in the presence of selection bias," Economics Discussion Papers 2012-26, Kiel Institute for the World Economy.
  2. Husted, Leif & Skyt Nielsen, Helena & Rosholm, Michael & Smith, Nina, 2000. "Hit Twice? Danish Evidence on the Double-Negative Effect on the Wages of Immigrant Women," CLS Working Papers 00-6, University of Aarhus, Aarhus School of Business, Centre for Labour Market and Social Research.
  3. Leonardo Grilli & Carla Rampichini, 2010. "Selection bias in linear mixed models," Metron - International Journal of Statistics, Dipartimento di Statistica, Probabilità e Statistiche Applicate - University of Rome, vol. 0(3), pages 309-329.
  4. 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.
  5. 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).
  6. Cooke, Edgar F A, 2011. "The impact of trade preferences on exports of developing countries: the case of the AGOA and CBI preferences of the USA," MPRA Paper 31439, University Library of Munich, Germany.
  7. D'Addio, Anna Cristina & De Greef, Isabelle & Rosholm, Michael, 2002. "Assessing Unemployment Traps in Belgium Using Panel Data Sample Selection Models," IZA Discussion Papers 669, Institute for the Study of Labor (IZA).
  8. Nicoletti, Cheti, 2006. "Nonresponse in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 132(2), pages 461-489, June.
  9. 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.
  10. Inmaculada García Mainar & Víctor M. Montuenga Gómez, 2004. "Returns to education and to experience within the EU: are there differences between wage earners and the self-employed?," Documentos de Trabajo dt2004-08, Facultad de Ciencias Económicas y Empresariales, Universidad de Zaragoza.
  11. 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).

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