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Labor Supply as a Choice among Latent Job Opportunities. A Practical Empirical Approach

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In this paper, we discuss aspects of a particular framework for modeling labor supply and the application of this approach in practical policy simulation experiments. This modeling framework differs from the standard models of labor supply in that the notion of job choice is fundamental. Specifically, the worker is assumed to have preferences over a latent worker-specific choice set of jobs from which he or she chooses his or her preferred job. A job is characterized with fixed (job-specific) working hours and other non-pecuniary attributes. As a result, observed hours of work are interpreted as the job-specific (fixed) hours of work that is associated with the chosen job. We then show that our framework is practical with respect to applications in empirical analysis and simulation experiments, and is able to produce satisfactory out-of-sample predictions by estimating the model on Norwegian microdata from 1997 and predicting the corresponding microdata from 2003.

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  • John K. Dagsvik & Zhiyang Jia, 2006. "Labor Supply as a Choice among Latent Job Opportunities. A Practical Empirical Approach," Discussion Papers 481, Statistics Norway, Research Department.
  • Handle: RePEc:ssb:dispap:481
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    14. Zhiyang Jia, 2005. "Labor Supply of Retiring Couples and Heterogeneity in Household Decision-Making Structure," Review of Economics of the Household, Springer, vol. 3(2), pages 215-233, June.
    15. Chiappori, Pierre-Andre, 1992. "Collective Labor Supply and Welfare," Journal of Political Economy, University of Chicago Press, vol. 100(3), pages 437-467, June.
    16. 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.
    17. Dagsvik, John K. & Strom, Steinar & Jia, Zhiyang, 2006. "Utility of income as a random function: Behavioral characterization and empirical evidence," Mathematical Social Sciences, Elsevier, vol. 51(1), pages 23-57, January.
    18. Bergstrom, Theodore C., 1993. "A survey of theories of the family," Handbook of Population and Family Economics, in: M. R. Rosenzweig & Stark, O. (ed.), Handbook of Population and Family Economics, edition 1, volume 1, chapter 2, pages 21-79, Elsevier.
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    20. John K. Dagsvik & Marilena Locatelli & Steinar Strøm, 2006. "Simulating labor supply behaviour when workers have preferences over job opportunities and face non-linear budget constraints," CHILD Working Papers wp01_06, CHILD - Centre for Household, Income, Labour and Demographic economics - ITALY.
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    Cited by:

    1. 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.
    2. Iskhakov, Fedor, 2008. "Dynamic Programming Model of Health and Retirement," Memorandum 03/2008, Oslo University, Department of Economics.
    3. Beffy, Magali & Blundell, Richard & Bozio, Antoine & Laroque, Guy & Tô, Maxime, 2019. "Labour supply and taxation with restricted choices," Journal of Econometrics, Elsevier, vol. 211(1), pages 16-46.
    4. Thor O. Thoresen & Jørgen Aasness & Zhiyang Jia, 2008. "More realistic estimates of revenue changes from tax cuts," Discussion Papers 545, Statistics Norway, Research Department.
    5. Tibor Paul Hanappi & Sandra Müllbacher, 2016. "Tax incentives and family labor supply in Austria," Review of Economics of the Household, Springer, vol. 14(4), pages 961-987, December.
    6. 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.
    7. John K. Dagsvik & Zhiyang Jia, 2012. "Labor supply as a discrete choice among latent jobs," Discussion Papers 709, Statistics Norway, Research Department.
    8. Dagsvik, John K. & Strøm, Steinar & Locatelli, Marilena, 2013. "Compensated Discrete Choice with Particular Reference to Labor Supply," Memorandum 20/2013, Oslo University, Department of Economics.
    9. 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.
    10. 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.

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    More about this item

    Keywords

    Labor supply; non-pecuniary job attributes; non-convex budget sets; latent choice sets; random utility models.;
    All these keywords.

    JEL classification:

    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation

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