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

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Author Info
Hans G. Bloemen (Department of Economics, Free University Amsterdam, Amsterdam, The Netherlands)
Arie Kapteyn (Rand Corporation, Santa Monica (California), USA)

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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.

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File URL: http://hdl.handle.net/10.1002/jae.1010
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File URL: http://qed.econ.queensu.ca:80/jae/2008-v23.4/
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Article provided by John Wiley & Sons, Ltd. in its journal Journal of Applied Econometrics.

Volume (Year): 23 (2008)
Issue (Month): 4 ()
Pages: 395-422
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Handle: RePEc:jae:japmet:v:23:y:2008:i:4:p:395-422

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. 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. [Downloadable!] (restricted)
  2. McFadden, Daniel, 1989. "A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration," Econometrica, Econometric Society, vol. 57(5), pages 995-1026, September. [Downloadable!] (restricted)
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  3. Blundell, Richard William & Ham, John & Meghir, Costas, 1987. "Unemployment and Female Labour Supply," CEPR Discussion Papers 149, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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  4. Blomquist, Soren, 1995. "Restrictions in labor supply estimation: Is the MaCurdy critique correct?," Economics Letters, Elsevier, vol. 47(3-4), pages 229-235, March. [Downloadable!] (restricted)
  5. Keane, Michael & Moffitt, Robert, 1998. "A Structural Model of Multiple Welfare Program Participation and Labor Supply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(3), pages 553-89, August.
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  6. Hausman, Jerry A, 1985. "The Econometrics of Nonlinear Budget Sets," Econometrica, Econometric Society, vol. 53(6), pages 1255-82, November. [Downloadable!] (restricted)
  7. 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. [Downloadable!] (restricted)
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  8. 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. [Downloadable!] (restricted)
  9. 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. [Downloadable!] (restricted)
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  10. Kooreman, Peter & Kapteyn, Arie, 1986. "Estimation of Rationed and Unrationed Household Labour Supply Functions Using Flexible Functional Forms," Economic Journal, Royal Economic Society, vol. 96(382), pages 398-412, June. [Downloadable!] (restricted)
  11. 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. [Downloadable!] (restricted)
  12. 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. [Downloadable!] (restricted)
  13. Hausman, Jerry & Ruud, Paul, 1984. "Family Labor Supply with Taxes," American Economic Review, American Economic Association, vol. 74(2), pages 242-48, May. [Downloadable!] (restricted)
  14. 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. [Downloadable!] (restricted)
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  15. Diewert, Walter E & Wales, Terence J, 1987. "Flexible Functional Forms and Global Curvature Conditions," Econometrica, Econometric Society, vol. 55(1), pages 43-68, January. [Downloadable!] (restricted)
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  16. Vassilis A. Hajivassiliou & Daniel L. McFadden, 1998. "The Method of Simulated Scores for the Estimation of LDV Models," Econometrica, Econometric Society, vol. 66(4), pages 863-896, July.
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  17. Jerry A. Hausman & Paul Ruud, 1984. "Family Labor Supply With Taxes," NBER Working Papers 1271, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  18. 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. [Downloadable!] (restricted)
  19. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-57, September. [Downloadable!] (restricted)
  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. [Downloadable!] (restricted)
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  21. Hausman, Jerry A., 1979. "The econometrics of labor supply on convex budget sets," Economics Letters, Elsevier, vol. 3(2), pages 171-174. [Downloadable!] (restricted)
  22. Macurdy, T. & Green, D. & Paarsch, H., 1990. "Assessing Empirical Approaches For Analyzing Taxes And Labor Supply," Papers e-90-11, Stanford - Hoover Institution.
  23. Gourieroux, C & Laffont, J J & Monfort, A, 1980. "Coherency Conditions in Simultaneous Linear Equation Models with Endogenous Switching Regimes," Econometrica, Econometric Society, vol. 48(3), pages 675-95, April. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. John K. Dagsvik and Zhiyang Jia, 2008. "An Alternative Approach to Labor Supply Modeling. Emphasizing Job-type as Choice Variable," Discussion Papers 550, Research Department of Statistics Norway. [Downloadable!]
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