IDEAS home Printed from https://ideas.repec.org/p/red/sed004/9.html
   My bibliography  Save this paper

Estimating Models of On-the-Job Search Using Record Statistics

Author

Listed:
  • Gadi Barlevy

Abstract

This paper proposes a methodology for estimating job search models that does not require either functional form assumptions or ruling out the presence of unobserved variation in worker ability. In particular, building on existing results from record-value theory, a branch of statistics that deals with the timing and magnitude of extreme values in sequences of random variables, I show how we can use wage data to identify the distribution from which workers search. Applying this insight to wage data in the NLSY dataset, I show that the data supports the hypothesis that the wage offer distribution is Pareto, but not that it is lognormal

Suggested Citation

  • Gadi Barlevy, 2004. "Estimating Models of On-the-Job Search Using Record Statistics," 2004 Meeting Papers 9, Society for Economic Dynamics.
  • Handle: RePEc:red:sed004:9
    as

    Download full text from publisher

    File URL: http://www.chicagofed.org/publications/workingpapers/papers/wp2003-18.pdf
    File Function: main text
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Paxson, Christina H & Sicherman, Nachum, 1996. "The Dynamics of Dual Job Holding and Job Mobility," Journal of Labor Economics, University of Chicago Press, vol. 14(3), pages 357-393, July.
    2. Bontemps, Christian & Robin, Jean-Marc & van den Berg, Gerard J, 2000. "Equilibrium Search with Continuous Productivity Dispersion: Theory and Nonparametric Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 41(2), pages 305-358, May.
    3. Audra J. Bowlus & Jean-Marc Robin, 2004. "Twenty Years of Rising Inequality in U.S. Lifetime Labour Income Values," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(3), pages 709-742.
    4. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8grh35j2 is not listed on IDEAS
    5. Fabien Postel-Vinay & Jean-Marc Robin, 2002. "Equilibrium Wage Dispersion with Worker and Employer Heterogeneity," Econometrica, Econometric Society, vol. 70(6), pages 2295-2350, November.
    6. Fabien Postel-Vinay & Jean-Marc Robin, 2002. "Equilibrium Wage Dispersion with Worker and Employer Heterogeneity," Post-Print hal-03458567, HAL.
    7. Bowlus, Audra J & Kiefer, Nicholas M & Neumann, George R, 2001. "Equilibrium Search Models and the Transition from School to Work," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 42(2), pages 317-343, May.
    8. Flinn, Christopher J, 1986. "Wages and Job Mobility of Young Workers," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 88-110, June.
    9. Gerard J. van den Berg & Geert Ridder, 1998. "An Empirical Equilibrium Search Model of the Labor Market," Econometrica, Econometric Society, vol. 66(5), pages 1183-1222, September.
    10. 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.
    11. Joseph G. Altonji & Nicolas Williams, 1992. "The Effects of Labor Market Experience, Job Seniority, and Job Mobility on Wage Growth," NBER Working Papers 4133, National Bureau of Economic Research, Inc.
    12. Christopher J. Flinn, 2002. "Labour Market Structure and Inequality: A Comparison of Italy and the U.S," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(3), pages 611-645.
    13. Neal, Derek & Rosen, Sherwin, 2000. "Theories of the distribution of earnings," Handbook of Income Distribution, in: A.B. Atkinson & F. Bourguignon (ed.), Handbook of Income Distribution, edition 1, volume 1, chapter 7, pages 379-427, Elsevier.
    14. Gadi Barlevy, 2002. "The Sullying Effect of Recessions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(1), pages 65-96.
    15. Burdett, Kenneth & Mortensen, Dale T, 1998. "Wage Differentials, Employer Size, and Unemployment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 257-273, May.
    16. Lalith Munasinghe & Brendan O'Flaherty & Stephan Danninger, 2001. "Globalization and the Rate of Technological Progress: What Track and Field Records Show," Journal of Political Economy, University of Chicago Press, vol. 109(5), pages 1132-1149, October.
    17. Joseph G. Altonji & Nicolas Williams, 2005. "Do Wages Rise with Job Seniority? A Reassessment," ILR Review, Cornell University, ILR School, vol. 58(3), pages 370-397, April.
    18. Wolpin, Kenneth I, 1992. "The Determinants of Black-White Differences in Early Employment Careers: Search, Layoffs, Quits, and Endogenous Wage Growth," Journal of Political Economy, University of Chicago Press, vol. 100(3), pages 535-560, June.
    19. Topel, Robert H, 1991. "Specific Capital, Mobility, and Wages: Wages Rise with Job Seniority," Journal of Political Economy, University of Chicago Press, vol. 99(1), pages 145-176, February.
    20. Samuel S. Kortum, 1997. "Research, Patenting, and Technological Change," Econometrica, Econometric Society, vol. 65(6), pages 1389-1420, November.
    21. Beaudry, Paul & DiNardo, John, 1991. "The Effect of Implicit Contracts on the Movement of Wages over the Business Cycle: Evidence from Micro Data," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 665-688, August.
    22. Flinn, C. & Heckman, J., 1982. "New methods for analyzing structural models of labor force dynamics," Journal of Econometrics, Elsevier, vol. 18(1), pages 115-168, January.
    23. Bunge, J. A. & Nagaraja, H. N., 1991. "The distributions of certain record statistics from a random number of observations," Stochastic Processes and their Applications, Elsevier, vol. 38(1), pages 167-183, June.
    24. repec:hal:spmain:info:hdl:2441/dc0ckec3fcb29ms985085gkbp is not listed on IDEAS
    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. Shouyong Shi, 2009. "Directed Search for Equilibrium Wage-Tenure Contracts," Econometrica, Econometric Society, vol. 77(2), pages 561-584, March.
    2. Fabien Postel-Vinay & Hélène Turon, 2010. "On-The-Job Search, Productivity Shocks, And The Individual Earnings Process," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(3), pages 599-629, August.
    3. Eric French & Bhashkar Mazumder & Christopher Taber, 2005. "The changing pattern of wage growth for low skilled workers," Working Paper Series WP-05-24, Federal Reserve Bank of Chicago.
    4. Ching-Chung Kuo, 2011. "Optimal assignment of resources to strengthen the weakest link in an uncertain environment," Annals of Operations Research, Springer, vol. 186(1), pages 159-173, June.
    5. Uta Schönberg, 2007. "Wage Growth Due to Human Capital Accumulation and Job Search: A Comparison between the United States and Germany," ILR Review, Cornell University, ILR School, vol. 60(4), pages 562-586, July.
    6. Jesper Bagger & Morten Henningsen, 2008. "Job Durations and the Job Search Model: A Two-Country, Multi-Sample Analysis," Discussion Papers 553, Statistics Norway, Research Department.
    7. Gregory Veramendi, 2012. "Labor Market Dynamics: A Model of Search and Human Capital Accumulation," 2012 Meeting Papers 1059, Society for Economic Dynamics.

    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. Barlevy, Gadi & Nagaraja, H. N., 2006. "Identification of Search Models with Initial Condition Problems," IZA Discussion Papers 2061, Institute of Labor Economics (IZA).
    2. Kai Liu, 2010. "Wage Risk, On-the-job Search and Partial Insurance," 2010 Meeting Papers 1136, Society for Economic Dynamics.
    3. Shintaro Yamaguchi, 2010. "Job Search, Bargaining, and Wage Dynamics," Journal of Labor Economics, University of Chicago Press, vol. 28(3), pages 595-631, July.
    4. Kenneth Burdett & Carlos Carrillo‐Tudela & Melvyn G. Coles, 2011. "Human Capital Accumulation And Labor Market Equilibrium," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(3), pages 657-677, August.
    5. Jesper Bagger & Morten Henningsen, 2008. "Job Durations and the Job Search Model: A Two-Country, Multi-Sample Analysis," Discussion Papers 553, Statistics Norway, Research Department.
    6. Burdett, Ken & Coles, Melvyn, 2010. "Wage/tenure contracts with heterogeneous firms," Journal of Economic Theory, Elsevier, vol. 145(4), pages 1408-1435, July.
    7. Andreas Hornstein & Per Krusell & Giovanni L. Violante, 2011. "Frictional Wage Dispersion in Search Models: A Quantitative Assessment," American Economic Review, American Economic Association, vol. 101(7), pages 2873-2898, December.
    8. Jesper Bagger & Fran?ois Fontaine & Fabien Postel-Vinay & Jean-Marc Robin, 2014. "Tenure, Experience, Human Capital, and Wages: A Tractable Equilibrium Search Model of Wage Dynamics," American Economic Review, American Economic Association, vol. 104(6), pages 1551-1596, June.
    9. Jesper Bagger & Francois Fontaine & Fabien Postel-Vinay & Jean-Marc Robin, 2014. "Tenure, Experience, Human Capital, and Wages," Post-Print hal-01301431, HAL.
    10. Violante, Giovanni & Hornstein, Andreas, 2006. "Frictional Wage Dispersion in Search Models: A Quantitative Approach," CEPR Discussion Papers 5935, C.E.P.R. Discussion Papers.
    11. Jesper Bagger & Francois Fontaine & Fabien Postel-Vinay & Jean-Marc Robin, 2014. "Tenure, Experience, Human Capital, and Wages," Post-Print hal-01301431, HAL.
    12. Luca Flabbi, 2010. "Gender Discrimination Estimation In A Search Model With Matching And Bargaining," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(3), pages 745-783, August.
    13. repec:spo:wpmain:info:hdl:2441/7rep5mp5ij95l94ec64n5tdclp is not listed on IDEAS
    14. Naoki Aizawa & Hanming Fang, 2020. "Equilibrium Labor Market Search and Health Insurance Reform," Journal of Political Economy, University of Chicago Press, vol. 128(11), pages 4258-4336.
    15. repec:hal:spmain:info:hdl:2441/7rep5mp5ij95l94ec64n5tdclp is not listed on IDEAS
    16. Holzner, Christian & Launov, Andrey, 2010. "Search equilibrium and social and private returns to education," European Economic Review, Elsevier, vol. 54(1), pages 39-59, January.
    17. Eckstein, Zwi & van den Berg, Gerard J, 2003. "Empircial labor search models: A survey," Working Paper Series 2003:18, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    18. Giovanni Sulis, 2008. "Wage Dispersion and Equilibrium Search Models: Some Evidence from Italy," LABOUR, CEIS, vol. 22(4), pages 593-627, December.
    19. Eckstein, Zvi & van den Berg, Gerard J., 2007. "Empirical labor search: A survey," Journal of Econometrics, Elsevier, vol. 136(2), pages 531-564, February.
    20. Gadi Barlevy & H. N. Nagaraja, 2010. "Estimating Mobility Rates in Search Models with Initial Condition Problems," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 13(4), pages 780-799, October.
    21. Jeremy T. Fox, 2010. "Estimating the Employer Switching Costs and Wage Responses of Forward-Looking Engineers," Journal of Labor Economics, University of Chicago Press, vol. 28(2), pages 357-412, April.
    22. Jean-Marc Robin & Costas Meghir & Christian Dustmann & Jerome Adda, 2013. "Career Progression, Economic Downturns, and Skills," 2013 Meeting Papers 993, Society for Economic Dynamics.

    More about this item

    Keywords

    Record Statistics; Hausdorff Moment Problem;

    JEL classification:

    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

    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:red:sed004:9. 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: Christian Zimmermann (email available below). General contact details of provider: https://edirc.repec.org/data/sedddea.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.