IDEAS home Printed from https://ideas.repec.org/p/fip/fedcwp/1125.html
   My bibliography  Save this paper

Ability matching and occupational choice

Author

Listed:
  • Jonathan James

Abstract

This paper develops and estimates an individual model of occupational choice and learning that allows for correlated learning across occupation-specific abilities. As an individual learns about their occupation-specific ability in one occupation, this experience will be broadly informative about their abilities in all occupations. Workers continually process their entire history of information, which they use to determine when to change careers, as well as which new career to go to. Endogenizing information in this manner has been computationally prohibitive in the past. I estimate the model in an innovative way using the Expectation and Maximization (EM) algorithm. The model is estimated on the National Longitudinal Survey of Youth 1997. The estimates suggest that both direct and indirect learning play an important role in early career wage growth, with those with the lowest levels of education achieving the largest increases.

Suggested Citation

  • Jonathan James, 2011. "Ability matching and occupational choice," Working Papers (Old Series) 1125, Federal Reserve Bank of Cleveland.
  • Handle: RePEc:fip:fedcwp:1125
    as

    Download full text from publisher

    File URL: https://www.clevelandfed.org/en/Newsroom%20and%20Events/Publications/Working%20Papers/~/media/B3D552C3EE294B76BAE1DA866CFF370A.ashx
    File Function: Full text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Rust, John, 1987. "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher," Econometrica, Econometric Society, vol. 55(5), pages 999-1033, September.
    2. Gueorgui Kambourov & Iourii Manovskii, 2009. "Occupational Specificity Of Human Capital," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(1), pages 63-115, February.
    3. Carl Sanders, 2012. "Skill Uncertainty, Skill Accumulation, and Occupational Choice," 2012 Meeting Papers 633, Society for Economic Dynamics.
    4. Miller, Robert A, 1984. "Job Matching and Occupational Choice," Journal of Political Economy, University of Chicago Press, vol. 92(6), pages 1086-1120, December.
    5. Christian Belzil & Jörgen Hansen, 2002. "Unobserved Ability and the Return to Schooling," Econometrica, Econometric Society, vol. 70(5), pages 2075-2091, September.
    6. Neal, Derek, 1999. "The Complexity of Job Mobility among Young Men," Journal of Labor Economics, University of Chicago Press, vol. 17(2), pages 237-261, April.
    7. Paul Sullivan, 2010. "A Dynamic Analysis Of Educational Attainment, Occupational Choices, And Job Search," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(1), pages 289-317, February.
    8. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
    9. Jovanovic, Boyan, 1979. "Job Matching and the Theory of Turnover," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 972-990, October.
    10. Gregory S. Crawford & Matthew Shum, 2005. "Uncertainty and Learning in Pharmaceutical Demand," Econometrica, Econometric Society, vol. 73(4), pages 1137-1173, July.
    11. Kate Antonovics & Limor Golan, 2012. "Experimentation and Job Choice," Journal of Labor Economics, University of Chicago Press, vol. 30(2), pages 333-366.
    12. Keane, Michael P & Wolpin, Kenneth I, 1994. "The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 648-672, November.
    13. Daniel A. Ackerberg, 2003. "Advertising, learning, and consumer choice in experience good markets: an empirical examination," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(3), pages 1007-1040, August.
    14. William R. Johnson, 1978. "A Theory of Job Shopping," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 92(2), pages 261-277.
    15. Mehra, Rajnish & Prescott, Edward C., 1985. "The equity premium: A puzzle," Journal of Monetary Economics, Elsevier, vol. 15(2), pages 145-161, March.
    16. Robert H. Topel & Michael P. Ward, 1992. "Job Mobility and the Careers of Young Men," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 439-479.
    17. Gueorgui Kambourov & Iourii Manovskii, 2008. "Rising Occupational And Industry Mobility In The United States: 1968-97," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(1), pages 41-79, February.
    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. Tyler Ransom & Esteban Aucejo & Arnaud Maurel & Peter Arcidiacono, 2014. "College Attrition and the Dynamics of Information Revelation," 2014 Meeting Papers 529, Society for Economic Dynamics.
    2. Limor Golan & Carl Sanders & Jonathan James, 2019. "What Explains the Racial Gaps in Task Assignment and Pay Over the Life-Cycle?," 2019 Meeting Papers 320, Society for Economic Dynamics.
    3. Loviglio, Annalisa, 2023. "School Quality beyond Test Scores: The Role of Schools in Shaping Educational Outcomes," IZA Discussion Papers 16111, Institute of Labor Economics (IZA).
    4. repec:ags:aaea22:335435 is not listed on IDEAS

    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. Paul Sullivan, 2010. "A Dynamic Analysis Of Educational Attainment, Occupational Choices, And Job Search," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(1), pages 289-317, February.
    2. Carl Sanders & Christopher Taber, 2012. "Life-Cycle Wage Growth and Heterogeneous Human Capital," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 399-425, July.
    3. Pedros Silos & Eric Smith, 2015. "Human Capital Portfolios," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(3), pages 635-652, July.
    4. Jonathan James, 2012. "Learning and occupational sorting," Working Papers (Old Series) 1225, Federal Reserve Bank of Cleveland.
    5. Carl Sanders, 2012. "Skill Uncertainty, Skill Accumulation, and Occupational Choice," 2012 Meeting Papers 633, Society for Economic Dynamics.
    6. Keane, Michael P. & Todd, Petra E. & Wolpin, Kenneth I., 2011. "The Structural Estimation of Behavioral Models: Discrete Choice Dynamic Programming Methods and Applications," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 4, pages 331-461, Elsevier.
    7. Song Lin & Juanjuan Zhang & John R. Hauser, 2015. "Learning from Experience, Simply," Marketing Science, INFORMS, vol. 34(1), pages 1-19, January.
    8. Semih Tumen, 2017. "Career choice and the strength of weak ties," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 17(3), pages 1-91–97.
    9. Yamaguchi, Shintaro, 2010. "Career progression and comparative advantage," Labour Economics, Elsevier, vol. 17(4), pages 679-689, August.
    10. Fatih Guvenen & Burhan Kuruscu & Satoshi Tanaka & David Wiczer, 2020. "Multidimensional Skill Mismatch," American Economic Journal: Macroeconomics, American Economic Association, vol. 12(1), pages 210-244, January.
    11. Yamaguchi, Shintaro, 2010. "The effect of match quality and specific experience on career decisions and wage growth," Labour Economics, Elsevier, vol. 17(2), pages 407-423, April.
    12. Demiralp, Berna, 2011. "Occupational self-selection in a labor market with moral hazard," European Economic Review, Elsevier, vol. 55(4), pages 497-519, May.
    13. Zsolt Csáfordi & László Lőrincz & Balázs Lengyel & Károly Miklós Kiss, 2020. "Productivity spillovers through labor flows: productivity gap, multinational experience and industry relatedness," The Journal of Technology Transfer, Springer, vol. 45(1), pages 86-121, February.
    14. Andrew Ching & Susumu Imai & Masakazu Ishihara & Neelam Jain, 2012. "A practitioner’s guide to Bayesian estimation of discrete choice dynamic programming models," Quantitative Marketing and Economics (QME), Springer, vol. 10(2), pages 151-196, June.
    15. Ma, Jie, 2020. "High skilled immigration and the market for skilled labor: The role of occupational choice," Labour Economics, Elsevier, vol. 63(C).
    16. Hu, Yingyao, 2017. "The Econometrics of Unobservables -- Latent Variable and Measurement Error Models and Their Applications in Empirical Industrial Organization and Labor Economics [The Econometrics of Unobservables]," Economics Working Paper Archive 64578, The Johns Hopkins University,Department of Economics, revised 2021.
    17. Simonetta Longhi & Mark Taylor, 2013. "Occupational Change and Mobility Among Employed and Unemployed Job Seekers," Scottish Journal of Political Economy, Scottish Economic Society, vol. 60(1), pages 71-100, February.
    18. German Cubas & Pedro Silos, 2020. "Social Insurance And Occupational Mobility," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(1), pages 219-240, February.
    19. Ronald Bachmann & Peggy Bechara & Christina Vonnahme, 2020. "Occupational Mobility in Europe: Extent, Determinants and Consequences," De Economist, Springer, vol. 168(1), pages 79-108, March.
    20. Shintaro Yamaguchi, 2007. "Career and Skill Formation: A Dynamic Occupational Choice Model with Multidimensional Skills," Department of Economics Working Papers 2007-02, McMaster University.

    More about this item

    Keywords

    Occupational training;

    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:fip:fedcwp:1125. 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: 4D Library (email available below). General contact details of provider: https://edirc.repec.org/data/frbclus.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.