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

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  • Bloemen, H.G.
  • Kapteyn, A.J.

    (Tilburg University, Center for Economic Research)

Abstract

We consider a utility-consistent static labor supply model with flexible preferences and a nonlinear and possibly non-convex budget set. Stochastic error terms are introduced to represent optimization and reporting errors, stochastic preferences, and heterogeneity in wages. Coherency conditions on the parameters and the support of error distributions are imposed for all observations. The complexity of the model makes it impossible to write down the probability of participation. Hence we use simulation techniques in the estimation. We compare our approach with various simpler alternatives proposed in the literature. Both in Monte Carlo experiments and for real data the various estimation methods yield very different results. Copyright © 2008 John Wiley & Sons, Ltd.

(This abstract was borrowed from another version of this item.)

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Bibliographic Info

Paper provided by Tilburg University, Center for Economic Research in its series Discussion Paper with number 1993-67.

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Date of creation: 1993
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Handle: RePEc:dgr:kubcen:199367

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Web page: http://center.uvt.nl

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Keywords: Labour Supply;

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  1. Hausman, Jerry & Ruud, Paul, 1984. "Family Labor Supply with Taxes," American Economic Review, American Economic Association, vol. 74(2), pages 242-48, May.
  2. Daniel McFadden, 1987. "A Method of Simulated Moments for Estimation of Discrete Response Models Without Numerical Integration," Working papers 464, Massachusetts Institute of Technology (MIT), Department of Economics.
  3. Blomquist, Soren, 1996. "Estimation methods for male labor supply functions How to take account of nonlinear taxes," Journal of Econometrics, Elsevier, vol. 70(2), pages 383-405, February.
  4. Soest, Arthur van & Kapteyn, Arie & Kooreman, Peter, 1993. "Coherency and regularity of demand systems with equality and inequality constraints," Journal of Econometrics, Elsevier, vol. 57(1-3), pages 161-188.
  5. Richard Blundell & Alan Duncan & Costas Meghir, 1998. "Estimating Labor Supply Responses Using Tax Reforms," Econometrica, Econometric Society, vol. 66(4), pages 827-862, July.
  6. Vassilis A. Hajivassiliou & Daniel L. McFadden, 1993. "The Method of Simulated Scores for the Estimation of LDV Models," Working Papers _023, Yale University.
  7. Kapteyn, Arie & Kooreman, Peter & van Soest, Arthur, 1990. "Quantity Rationing and Concavity in a Flexible Household Labor Supply Model," The Review of Economics and Statistics, MIT Press, vol. 72(1), pages 55-62, February.
  8. Kooreman, P. & Kapteyn, A.J., 1984. "Estimation of rationed and unrationed household labor supply functions using flexible functional forms," Research Memorandum 157, Tilburg University, Faculty of Economics and Business Administration.
  9. W. E. Diewert & T. J. Wales, 1993. "Linear and Quadratic Spline Models for Consumer Demand Functions," Canadian Journal of Economics, Canadian Economics Association, vol. 26(1), pages 77-106, February.
  10. Michael P. Keane & Robert Moffitt, 1995. "A structural model of multiple welfare program participation and labor supply," Working Papers 557, Federal Reserve Bank of Minneapolis.
  11. N. S. Blomquist & U. Hansson-Brusewitz, 1990. "The Effect of Taxes on Male and Female Labor Supply in Sweden," Journal of Human Resources, University of Wisconsin Press, vol. 25(3), pages 317-357.
  12. Cooper, Russel J & McLaren, Keith R, 1996. "A System of Demand Equations Satisfying Effectively Global Regularity Conditions," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 359-64, May.
  13. Blundell, Richard William & Ham, John & Meghir, Costas, 1987. "Unemployment and Female Labour Supply," CEPR Discussion Papers 149, C.E.P.R. Discussion Papers.
  14. Blomquist, Soren, 1995. "Restrictions in labor supply estimation: Is the MaCurdy critique correct?," Economics Letters, Elsevier, vol. 47(3-4), pages 229-235, March.
  15. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-57, September.
  16. Blundell, Richard & Meghir, Costas, 1987. "Bivariate alternatives to the Tobit model," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 179-200.
  17. C. Gourieroux & Jean-Jacques Laffont & A. Monfort, 1979. "Coherency Conditions In Simultaneous Linear Equation Models With Endogenous Switching Regimes," NBER Working Papers 0343, National Bureau of Economic Research, Inc.
  18. Hausman, Jerry A., 1979. "The econometrics of labor supply on convex budget sets," Economics Letters, Elsevier, vol. 3(2), pages 171-174.
  19. Vassilis A. Hajivassiliou, 1991. "Simulation Estimation Methods for Limited Dependent Variable Models," Cowles Foundation Discussion Papers 1007, Cowles Foundation for Research in Economics, Yale University.
  20. Mroz, Thomas A, 1987. "The Sensitivity of an Empirical Model of Married Women's Hours of Work to Economic and Statistical Assumptions," Econometrica, Econometric Society, vol. 55(4), pages 765-99, July.
  21. Thomas MaCurdy & David Green & Harry Paarsch, 1990. "Assessing Empirical Approaches for Analyzing Taxes and Labor Supply," Journal of Human Resources, University of Wisconsin Press, vol. 25(3), pages 415-490.
  22. W. Erwin Diewert & T.J. Wales, 1989. "Flexible Functional Forms and Global Curvature Conditions," NBER Technical Working Papers 0040, National Bureau of Economic Research, Inc.
  23. Robert K. Triest, 1990. "The Effect of Income Taxation on Labor Supply in the United States," Journal of Human Resources, University of Wisconsin Press, vol. 25(3), pages 491-516.
  24. repec:fth:stanho:e-90-11 is not listed on IDEAS
  25. François Bourguignon & Thierry Magnac, 1990. "Labor Supply and Taxation in France," Journal of Human Resources, University of Wisconsin Press, vol. 25(3), pages 358-389.
  26. Diewert, W. E. & Wales, T. J., 1995. "Flexible functional forms and tests of homogeneous separability," Journal of Econometrics, Elsevier, vol. 67(2), pages 259-302, June.
  27. Bloemen, H.G. & Kapteyn, A.J., 1993. "The joint estimation of a non-linear labour supply function and a wage equation using simulated response probabilites," Open Access publications from Tilburg University urn:nbn:nl:ui:12-364724, Tilburg University.
  28. Euwals, Rob & van Soest, Arthur, 1999. "Desired and actual labour supply of unmarried men and women in the Netherlands," Labour Economics, Elsevier, vol. 6(1), pages 95-118, March.
  29. Hausman, Jerry A, 1985. "The Econometrics of Nonlinear Budget Sets," Econometrica, Econometric Society, vol. 53(6), pages 1255-82, November.
  30. Lewbel, Arthur, 1995. "Utility Functions and Global Regularity of Fractional Demand Systems," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(4), pages 943-61, November.
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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. 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.
  3. John K. Dagsvik & Zhiyang Jia, 2012. "Labor supply as a discrete choice among latent jobs," Discussion Papers 709, Research Department of Statistics Norway.
  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. 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.
  6. Bloemen, H.G., 1992. "Job search theory, labour supply and unemployment duration," Discussion Paper 1992-50, Tilburg University, Center for Economic Research.
  7. 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).
  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. John K. Dagsvik & Zhiyang Jia & Tom Kornstad & Thor O. Thoresen, 2012. "Theoretical and practical arguments for modeling labor supply as a choice among latent jobs," Discussion Papers 692, Research Department of Statistics Norway.
  10. Berger, Frederic & Islam, Nizamul & Liégeois, Philippe, 2010. "Discrete choice modelling of labour supply in Luxembourg through EUROMOD microsimulation," EUROMOD Working Papers EM5/10, EUROMOD at the Institute for Social and Economic Research.
  11. 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.

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