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The estimation of utility consistent labor supply models by means of simulated scores

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  • Bloemen, Hans G.

    (Vrije Universiteit Amsterdam, Faculteit der Economische Wetenschappen en Econometrie (Free University Amsterdam, Faculty of Economics Sciences, Business Administration and Economitrics)

  • Kapteyn, Arie

Abstract

We consider a utility consistent static labor supply model with flexible preferences, a non-linear and possibly non-convex budget set, and a wage equation. Three stochastic error terms are introduced to represent respectively optimization and reporting errors, stochastic preferences, and heterogeneity in wages. Coherency conditions on parameters and supports of error distributions are imposed for all observations. The complexity of the model makes it impossible to write down the probability of participation. Hence simulation techniques have to be used in estimation. The properties of the estimation method adopted are first investigated by means of Monte Carlo. After that the model is estimated for Dutch data. We compare our approach with various simpler alternatives proposed in the literature. It turns out that both in the Monte Carlo experiments and for the reqal data the various estimation methods yield very different results. Furthermore estimates are sensitive to the exact specification of the budget constraint.

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Bibliographic Info

Paper provided by VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics in its series Serie Research Memoranda with number 0019.

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Date of creation: 2003
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Handle: RePEc:dgr:vuarem:2003-19

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Keywords: labor supply; models;

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References

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  1. Soest, A.H.O. van & Kooreman, P. & Kapteyn, A.J., 1990. "Coherency and regularity of demand systems with equality and inequality constraints," Discussion Paper 1990-1, Tilburg University, Center for Economic Research.
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Citations

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Cited by:
  1. Thor O. Thoresen & Trine E. Vattø, 2013. "Validation of structural labor supply model by the elasticity of taxable income," Discussion Papers 738, Research Department of Statistics Norway.
  2. Löffler, Max & Peichl, Andreas & Siegloch, Sebastian, 2014. "Structural labor supply models and wage exogeneity," ZEW Discussion Papers 14-040, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
  3. Hans G. Bloemen, 2010. "Income Taxation in an Empirical Collective Household Labour Supply Model with Discrete Hours," Tinbergen Institute Discussion Papers 10-010/3, Tinbergen Institute.
  4. Nicole Bosch & Miriam Gielen & Egbert Jongen & Mauro Mastrogiacomo (DNB & CPB), 2013. "A structural analysis of labour supply elasticities in the Netherlands," CPB Discussion Paper 235, CPB Netherlands Bureau for Economic Policy Analysis.
  5. Bloemen, Hans G., 1997. "Job search theory, labour supply and unemployment duration," Journal of Econometrics, Elsevier, vol. 79(2), pages 305-325, August.
  6. Shun-ichiro Bessho & Masayoshi Hayashi, 2005. "The Social Cost of Public Funds : The Case of Japanese Progressive Income Taxation," Finance Working Papers 22031, East Asian Bureau of Economic Research.
  7. John K. Dagsvik & Zhiyang Jia & Tom Kornstad & Thor O. Thoresen, 2014. "Theoretical And Practical Arguments For Modeling Labor Supply As A Choice Among Latent Jobs," Journal of Economic Surveys, Wiley Blackwell, vol. 28(1), pages 134-151, 02.
  8. John Dagsvik & Zhiyang Jia & Kristian Orsini & Guy Camp, 2011. "Subsidies on low-skilled workers’ social security contributions: the case of Belgium," Empirical Economics, Springer, vol. 40(3), pages 779-806, May.
  9. Löffler, Max & Peichl, Andreas & Siegloch, Sebastian, 2013. "Validating Structural Labor Supply Models," Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79819, Verein für Socialpolitik / German Economic Association.
  10. Bloemen, Hans, 2010. "Income Taxation in an Empirical Collective Household Labour Supply Model with Discrete Hours," IZA Discussion Papers 4697, Institute for the Study of Labor (IZA).
  11. John K. Dagsvik & Zhiyang Jia, 2012. "Labor supply as a discrete choice among latent jobs," Discussion Papers 709, Research Department of Statistics Norway.
  12. John K. Dagsvik & Zhiyang Jia, 2008. "An Alternative Approach to Labor Supply Modeling. Emphasizing Job-type as Choice Variable," Discussion Papers 550, Research Department of Statistics Norway.
  13. repec:ese:emodwp:em5-10 is not listed on IDEAS

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