IDEAS home Printed from https://ideas.repec.org/p/fth/tilbur/9367.html
   My bibliography  Save this paper

The Estimation of Utility Consistent Labor Supply Models by Means of Simulated Scores

Author

Listed:
  • Bloemen, H.G.
  • Kapteyn, A.

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

Suggested Citation

  • Bloemen, H.G. & Kapteyn, A., 1993. "The Estimation of Utility Consistent Labor Supply Models by Means of Simulated Scores," Papers 9367, Tilburg - Center for Economic Research.
  • Handle: RePEc:fth:tilbur:9367
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Richard Blundell & Alan Duncan & Costas Meghir, 1998. "Estimating Labor Supply Responses Using Tax Reforms," Econometrica, Econometric Society, vol. 66(4), pages 827-862, July.
    2. Hausman, Jerry A, 1985. "The Econometrics of Nonlinear Budget Sets," Econometrica, Econometric Society, vol. 53(6), pages 1255-1282, November.
    3. 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 359-364, May.
    4. 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.
    5. 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.
    6. 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.
    7. 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 553-589, August.
    8. repec:hoo:wpaper:e-90-11 is not listed on IDEAS
    9. 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.
    10. Blundell, Richard & Ham, John & Meghir, Costas, 1987. "Unemployment and Female Labour Supply," Economic Journal, Royal Economic Society, vol. 97(388a), pages 44-64, Supplemen.
    11. 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.
    12. 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.
    13. 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.
    14. Diewert, Walter E & Wales, Terence J, 1987. "Flexible Functional Forms and Global Curvature Conditions," Econometrica, Econometric Society, vol. 55(1), pages 43-68, January.
    15. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-1057, September.
    16. 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 765-799, July.
    17. Hausman, Jerry A., 1979. "The econometrics of labor supply on convex budget sets," Economics Letters, Elsevier, vol. 3(2), pages 171-174.
    18. 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 675-695, April.
    19. Blomquist, Soren, 1995. "Restrictions in labor supply estimation: Is the MaCurdy critique correct?," Economics Letters, Elsevier, vol. 47(3-4), pages 229-235, March.
    20. 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.
    21. 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.
    22. 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.
    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. 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 943-961, November.
    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. repec:adr:anecst:y:1993:i:29:p:09 is not listed on IDEAS
    27. Arthur van Soest, 1995. "Structural Models of Family Labor Supply: A Discrete Choice Approach," Journal of Human Resources, University of Wisconsin Press, vol. 30(1), pages 63-88.
    28. Blundell, Richard & Meghir, Costas, 1987. "Bivariate alternatives to the Tobit model," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 179-200.
    29. Hausman, Jerry & Ruud, Paul, 1984. "Family Labor Supply with Taxes," American Economic Review, American Economic Association, vol. 74(2), pages 242-248, May.
    30. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.
    2. Shun-ichiro Bessho & Masayoshi Hayashi, 2013. "Estimating the Social Marginal Cost of Public Funds," Public Finance Review, , vol. 41(3), pages 360-385, May.
    3. repec:eme:ceapzz:s0573-855520140000293006 is not listed on IDEAS
    4. 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.
    5. John K. Dagsvik & Zhiyang Jia, 2014. "Labor supply as a discrete choice among latent jobs: Unobserved heterogeneity and identification," Discussion Papers 786, Statistics Norway, Research Department.
    6. Nicole Bosch & Miriam Gielen & Egbert Jongen & Mauro Mastrogiacomo (DNB & voorheen CPB), 2013. "A structural analysis of labour supply elasticities in the Netherlands," CPB Discussion Paper 235, CPB Netherlands Bureau for Economic Policy Analysis.
    7. John K. Dagsvik & Zhiyang Jia, 2016. "Labor Supply as a Choice Among Latent Jobs: Unobserved Heterogeneity and Identification," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(3), pages 487-506, April.
    8. Bloemen, Hans G., 1997. "Job search theory, labour supply and unemployment duration," Journal of Econometrics, Elsevier, vol. 79(2), pages 305-325, August.
    9. John K. Dagsvik & Zhiyang Jia, 2012. "Labor supply as a discrete choice among latent jobs," Discussion Papers 709, Statistics Norway, Research Department.
    10. 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.
    11. 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, February.
    12. Loeffler, Max & Peichl, Andreas & Pestel, Nico & Siegloch, Sebastian & Sommer, Eric, 2014. "Documentation IZA?MOD v3.0: The IZA Policy Simulation Model," IZA Discussion Papers 8553, Institute for the Study of Labor (IZA).
    13. John K. Dagsvik & Steinar Strøm, 2017. "Labor supply analysis with non-convex budget sets without the Hausman approach," Discussion Papers 857, Statistics Norway, Research Department.
    14. Bloemen, Hans, 2015. "Collective Labour Supply, Taxes, and Intrahousehold Allocation: An Empirical Approach," IZA Discussion Papers 9464, Institute for the Study of Labor (IZA).
    15. Thoresen, Thor O. & Vattø, Trine E., 2015. "Validation of the discrete choice labor supply model by methods of the new tax responsiveness literature," Labour Economics, Elsevier, vol. 37(C), pages 38-53.
    16. Lanot, Gauthier, 2016. "The Marginal Rate of Substitution and the Specification of Labour Supply Models," Umeå Economic Studies 922, Umeå University, Department of Economics.
    17. Thor O. Thoresen & Trine E. Vattø, 2013. "Validation of structural labor supply model by the elasticity of taxable income," Discussion Papers 738, Statistics Norway, Research Department.
    18. 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.
    19. 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).
    20. John K. Dagsvik & Zhiyang Jia, 2008. "An Alternative Approach to Labor Supply Modeling. Emphasizing Job-type as Choice Variable," Discussion Papers 550, Statistics Norway, Research Department.
    21. Rolf Aaberge & Ugo Colombino, 2014. "Labour Supply Models," Contributions to Economic Analysis,in: Handbook of Microsimulation Modelling, volume 127, pages 167-221 Emerald Publishing Ltd.

    More about this item

    Keywords

    econometrics;

    JEL classification:

    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:fth:tilbur:9367. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Thomas Krichel). General contact details of provider: http://edirc.repec.org/data/cekubnl.html .

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.