IDEAS home Printed from https://ideas.repec.org/p/ssb/dispap/786.html
   My bibliography  Save this paper

Labor supply as a discrete choice among latent jobs: Unobserved heterogeneity and identification

Author

Listed:

Abstract

This paper discusses aspects of a framework for modeling labor supply where the notion of job choice is fundamental. In this framework, workers are assumed to have preferences over latent job opportunities belonging to worker-specific choice sets from which they choose their preferred job. The observed hours of work and wage is interpreted as the job-specific hours and wage of the chosen job. The main contribution of this paper is an analysis of the identification problem of this framework under various conditions, when conventional cross-section micro-data are applied. The modeling framework is applied to analyze labor supply behavior for married/cohabiting couples using Norwegian micro data. Specifically, we estimate two model versions with in the general framework. Based on the empirical results, we discuss further qualitative properties of the model versions. Finally, we apply the preferred model version to conduct a simulation experiment of a counterfactual policy reforms.

Suggested Citation

  • 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.
    • Handle: RePEc:ssb:dispap:786
    as

    Download full text from publisher

    File URL: https://www.ssb.no/en/forskning/discussion-papers/_attachment/197758
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. John Dagsvik, 2013. "Justification of functional form assumptions in structural models: a correction," Theory and Decision, Springer, vol. 75(1), pages 79-83, July.
    3. Daniel Aaronson & Eric French, 2004. "The Effect of Part-Time Work on Wages: Evidence from the Social Security Rules," Journal of Labor Economics, University of Chicago Press, vol. 22(2), pages 329-352, April.
    4. Aaberge, Rolf & Dagsvik, John K & Strom, Steinar, 1995. " Labor Supply Responses and Welfare Effects of Tax Reforms," Scandinavian Journal of Economics, Wiley Blackwell, vol. 97(4), pages 635-659, December.
    5. Lennart Flood & Nizamul Islam, 2005. "A Monte Carlo evaluation of discrete choice labour supply models," Applied Economics Letters, Taylor & Francis Journals, vol. 12(5), pages 263-266.
    6. 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.
    7. Alan Manning & Barbara Petrongolo, 2008. "The Part‐Time Pay Penalty for Women in Britain," Economic Journal, Royal Economic Society, vol. 118(526), pages 28-51, February.
    8. John K. Dagsvik & Steinar StrØm, 2006. "Sectoral labour supply, choice restrictions and functional form," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 803-826, September.
    9. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, January.
    10. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    11. Hans G. Bloemen & Arie Kapteyn, 2008. "The estimation of utility-consistent labor supply models by means of simulated scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(4), pages 395-422.
    12. Daniel Aaronson & Eric French, 2009. "The Effects of Progressive Taxation on Labor Supply when Hours and Wages Are Jointly Determined," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    13. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    14. Dagsvik, John K, 1994. "Discrete and Continuous Choice, Max-Stable Processes, and Independence from Irrelevant Attributes," Econometrica, Econometric Society, vol. 62(5), pages 1179-1205, September.
    15. Andrews, Donald W. K., 1988. "Chi-square diagnostic tests for econometric models : Introduction and applications," Journal of Econometrics, Elsevier, vol. 37(1), pages 135-156, January.
    16. van Soest, Arthur & Das, Marcel & Gong, Xiaodong, 2002. "A structural labour supply model with flexible preferences," Journal of Econometrics, Elsevier, vol. 107(1-2), pages 345-374, March.
    17. Kelvin J. Lancaster, 1966. "A New Approach to Consumer Theory," Journal of Political Economy, University of Chicago Press, vol. 74, pages 132-132.
    18. Biddle, Jeff E & Zarkin, Gary A, 1989. "Choice among Wage-Hours Packages: An Empirical Investigation of Male Labor Supply," Journal of Labor Economics, University of Chicago Press, vol. 7(4), pages 415-437, October.
    19. Farzin, Y.H., 2009. "The effect of non-pecuniary motivations on labor supply," The Quarterly Review of Economics and Finance, Elsevier, vol. 49(4), pages 1236-1259, November.
    20. Moffitt, Robert, 1984. "The Estimation of a Joint Wage-Hours Labor Supply Model," Journal of Labor Economics, University of Chicago Press, vol. 2(4), pages 550-566, October.
    21. Blundell, Richard & MaCurdy, Thomas & Meghir, Costas, 2007. "Labor Supply Models: Unobserved Heterogeneity, Nonparticipation and Dynamics," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 69, Elsevier.
    22. van Ophem, Hans & Hartog, Joop & Vijverberg, Wim P M, 1993. "Job Complexity and Wages," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 34(4), pages 853-872, November.
    23. Biddle, J.E. & Zarkin, G.A., 1989. "Choice Among Wage-Hours Packages: An Ampirical Investigation Of Labour Supply," Papers 8809, Michigan State - Econometrics and Economic Theory.
    24. Tom Kornstad & Thor Thoresen, 2007. "A discrete choice model for labor supply and childcare," Journal of Population Economics, Springer;European Society for Population Economics, vol. 20(4), pages 781-803, October.
    25. 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.
    26. John Dagsvik & Stine Røine Hoff, 2011. "Justification of functional form assumptions in structural models: applications and testing of qualitative measurement axioms," Theory and Decision, Springer, vol. 70(2), pages 215-254, February.
    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. Lundberg, Shelly J, 1985. "Tied Wage-Hours Offers and the Endogeneity of Wages," The Review of Economics and Statistics, MIT Press, vol. 67(3), pages 405-410, August.
    29. George J. Borjas, 1980. "The Relationship between Wages and Weekly Hours of Work: The Role of Division Bias," Journal of Human Resources, University of Wisconsin Press, vol. 15(3), pages 409-423.
    30. Sattinger, Michael, 1995. "Search and the Efficient Assignment of Workers to Jobs," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(2), pages 283-302, May.
    31. Andrews, Donald W K, 1988. "Chi-Square Diagnostic Tests for Econometric Models: Theory," Econometrica, Econometric Society, vol. 56(6), pages 1419-1453, November.
    32. John Dagsvik & Kristian Orsini & Zhiyang Jia, 2008. "Subsidies on low skilled's social security contributions: the case of Belgium," Working Papers of Department of Economics, Leuven ces0816, KU Leuven, Faculty of Economics and Business (FEB), Department of Economics, Leuven.
    33. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
    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. Decoster, André & Capéau, Bart, 2016. "Getting tired of work, or re-tiring in absence of decent job opportunities? Some insights from an estimated Random Utility/Random Opportunity model on Belgian data," EUROMOD Working Papers EM4/16, EUROMOD at the Institute for Social and Economic Research.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    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. John K. Dagsvik & Zhiyang Jia, 2012. "Labor supply as a discrete choice among latent jobs," Discussion Papers 709, Statistics Norway, Research Department.
    3. Löffler, Max & Peichl, Andreas & Siegloch, Sebastian, 2013. "Validating Structural Labor Supply Models," VfS Annual Conference 2013 (Duesseldorf): Competition Policy and Regulation in a Global Economic Order 79819, Verein für Socialpolitik / German Economic Association.
    4. 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.
    5. Rolf Aaberge & Ugo Colombino, 2014. "Labour Supply Models," Contributions to Economic Analysis, in: Handbook of Microsimulation Modelling, volume 127, pages 167-221, Emerald Group Publishing Limited.
    6. 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.
    7. 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.
    8. Thoresen, Thor O. & Vattø, Trine E., 2019. "An up-to-date joint labor supply and child care choice model," European Economic Review, Elsevier, vol. 112(C), pages 51-73.
    9. Bart Capéau & André Decoster, 2016. "Getting tired of work, or re-tiring in absence of decent job opportunities? Some insights from an estimated random utility/random opportunity model on Belgian data," Working Papers of Department of Economics, Leuven 542044, KU Leuven, Faculty of Economics and Business (FEB), Department of Economics, Leuven.
    10. 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.
    11. 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.
    12. Rolf Aaberge & Ugo Colombino, 2018. "Structural Labour Supply Models and Microsimulation," International Journal of Microsimulation, International Microsimulation Association, vol. 11(1), pages 162-197.
    13. Slavko Bezeredi & Marko Ledić & Ivica Rubil & Ivica Urban, 2019. "Making work pay in Croatia: An ex-ante evaluation of two in-work benefits using miCROmod," International Journal of Microsimulation, International Microsimulation Association, vol. 12(3), pages 28-61.
    14. Dagsvik, John K. & Strøm, Steinar & Locatelli, Marilena, 2021. "Marginal compensated effects in discrete labor supply models," Journal of choice modelling, Elsevier, vol. 41(C).
    15. Olivier Bargain & André Decoster & Mathias Dolls & Dirk Neumann & Andreas Peichl & Sebastian Siegloch, 2013. "Welfare, labor supply and heterogeneous preferences: evidence for Europe and the US," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 41(4), pages 789-817, October.
    16. 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.
    17. 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 of Labor Economics (IZA).
    18. Dagsvik, John K., 2018. "Invariance axioms and functional form restrictions in structural models," Mathematical Social Sciences, Elsevier, vol. 91(C), pages 85-95.
    19. Kabátek, Jan & van Soest, Arthur & Stancanelli, Elena, 2014. "Income taxation, labour supply and housework: A discrete choice model for French couples," Labour Economics, Elsevier, vol. 27(C), pages 30-43.
    20. H. Xavier Jara, 2015. "The Effect of Job Insecurity on Labour Supply," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 18(2), pages 187-204.

    More about this item

    Keywords

    labor supply; non-pecuniary job attributes; latent choice sets; random utility models; identification;
    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:ssb:dispap:786. See general information about how to correct material in RePEc.

    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 bibliographic 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.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: L Maasø (email available below). General contact details of provider: https://edirc.repec.org/data/ssbgvno.html .

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

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.