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Structural Estimation of Search Intensity: Do Non-Employed Workers Search Enough?

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  • Gautier, Pieter
  • Moraga-González, José-Luis
  • Wolthoff, Ronald

Abstract

We present a structural framework for the evaluation of public policies intended to increase job search intensity. Most of the literature defines search intensity as a scalar that influences the arrival rate of job offers; here we treat it as the number of job applications that workers send out. The wage distribution and job search intensities are simultaneously determined in market equilibrium. We structurally estimate the search cost distribution, the implied matching probabilities, the productivity of a match, and the flow value of non-labor market time; the estimates are then used to derive the socially optimal distribution of job search intensities. From a social point of view, too few workers participate in the labor market while some unemployed search too much. The low participation rate reflects a standard hold-up problem and the excess number of applications result is due to rent seeking behavior. Sizable welfare gains (15% to 20%) can be realized by simultaneously opening more vacancies and increasing participation. A modest binding minimum wage or conditioning UI benefits on applying for at least one job per period, increases welfare.

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  • Gautier, Pieter & Moraga-González, José-Luis & Wolthoff, Ronald, 2007. "Structural Estimation of Search Intensity: Do Non-Employed Workers Search Enough?," CEPR Discussion Papers 6440, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:6440
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    1. Gerard J. van den Berg & Bas van der Klaauw, 2006. "Counseling And Monitoring Of Unemployed Workers: Theory And Evidence From A Controlled Social Experiment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(3), pages 895-936, August.
    2. Benhabib, Jess & Bull, Clive, 1983. "Job Search: The Choice of Intensity," Journal of Political Economy, University of Chicago Press, vol. 91(5), pages 747-764, October.
    3. Jaap H. Abbring & Gerard J. Berg & Jan C. Ours, 2005. "The Effect of Unemployment Insurance Sanctions on the Transition Rate from Unemployment to Employment," Economic Journal, Royal Economic Society, vol. 115(505), pages 602-630, July.
    4. Jeffrey Smith & Jeremy Lise & Shannon N. Seitz, 2003. "Equilibrium Policy Experiments And The Evaluation Of Social Programs," Working Paper 1012, Economics Department, Queen's University.
    5. van der Klaauw, Bas & van Vuuren, Aico & Berkhout, Peter, 2004. "Labor Market Prospects, Search Intensity and the Transition from College to Work," IZA Discussion Papers 1176, Institute of Labor Economics (IZA).
    6. repec:wop:calsdi:97-23 is not listed on IDEAS
    7. Christopher A. Pissarides & Barbara Petrongolo, 2001. "Looking into the Black Box: A Survey of the Matching Function," Journal of Economic Literature, American Economic Association, vol. 39(2), pages 390-431, June.
    8. Hector Chade & Lones Smith, 2006. "Simultaneous Search," Econometrica, Econometric Society, vol. 74(5), pages 1293-1307, September.
    9. Hans G. Bloemen, 2005. "Job Search, Search Intensity, and Labor Market Transitions: An Empirical Analysis," Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
    10. Pieter A. Gautier & Coen N. Teulings, 2006. "How Large are Search Frictions?," Journal of the European Economic Association, MIT Press, vol. 4(6), pages 1193-1225, December.
    11. 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.
    12. Davidson, Carl & Woodbury, Stephen A, 1993. "The Displacement Effect of Reemployment Bonus Programs," Journal of Labor Economics, University of Chicago Press, vol. 11(4), pages 575-605, October.
    13. Pries, Michael & Rogerson, Richard, 2009. "Search frictions and labor market participation," European Economic Review, Elsevier, vol. 53(5), pages 568-587, July.
    14. Galenianos, Manolis & Kircher, Philipp, 2009. "Directed search with multiple job applications," Journal of Economic Theory, Elsevier, vol. 144(2), pages 445-471, March.
    15. Albrecht, James W. & Gautier, Pieter A. & Vroman, Susan B., 2003. "Matching with multiple applications," Economics Letters, Elsevier, vol. 78(1), pages 67-70, January.
    16. Bent Jesper Christensen & Rasmus Lentz & Dale T. Mortensen & George R. Neumann & Axel Werwatz, 2005. "On-the-Job Search and the Wage Distribution," Journal of Labor Economics, University of Chicago Press, vol. 23(1), pages 31-58, January.
    17. Christopher J. Flinn, 2006. "Minimum Wage Effects on Labor Market Outcomes under Search, Matching, and Endogenous Contact Rates," Econometrica, Econometric Society, vol. 74(4), pages 1013-1062, July.
    18. John W. Graham & Andrea H. Beller, 1989. "The Effect of Child Support Payments on the Labor Supply of Female Family Heads: An Econometric Analysis," Journal of Human Resources, University of Wisconsin Press, vol. 24(4), pages 664-688.
    19. Meyer, Bruce D, 1996. "What Have We Learned from the Illinois Reemployment Bonus Experiment?," Journal of Labor Economics, University of Chicago Press, vol. 14(1), pages 26-51, January.
    20. van Ours, J C & Ridder, G, 1993. "Vacancy Durations: Search or Selection?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 55(2), pages 187-198, May.
    21. Garey Ramey & Wouter J. den Haan & Joel Watson, 2000. "Job Destruction and Propagation of Shocks," American Economic Review, American Economic Association, vol. 90(3), pages 482-498, June.
    22. Fabien Postel-Vinay & Jean-Marc Robin, 2004. "To Match or Not to Match? Optimal Wage Policy With Endogenous Worker Search Intensity," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 7(2), pages 297-330, April.
    23. Stephen R. G. Jones & W. Craig Riddell, 1999. "The Measurement of Unemployment: An Empirical Approach," Econometrica, Econometric Society, vol. 67(1), pages 147-162, January.
    24. Gautier, Pieter A. & Wolthoff, Ronald P., 2009. "Simultaneous search with heterogeneous firms and ex post competition," Labour Economics, Elsevier, vol. 16(3), pages 311-319, June.
    25. James Albrecht & Pieter A. Gautier & Susan Vroman, 2006. "Equilibrium Directed Search with Multiple Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(4), pages 869-891.
    26. Donald, S.G. & Paarsch, H.J., 1992. "Maximum Likelihood Estimation in Empirical Models of Auctions," University of Western Ontario, Departmental Research Report Series 9211, University of Western Ontario, Department of Economics.
    27. Christopher A. Pissarides, 2000. "Equilibrium Unemployment Theory, 2nd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262161877, December.
    28. Albrecht, James W & Axell, Bo, 1984. "An Equilibrium Model of Search Unemployment," Journal of Political Economy, University of Chicago Press, vol. 92(5), pages 824-840, October.
    29. van Ours, Jan & Ridder, Geert, 1992. "Vacancies and the Recruitment of New Employees," Journal of Labor Economics, University of Chicago Press, vol. 10(2), pages 138-155, April.
    30. van den Berg, Gerard J. & van der Klaauw, Bas, 2001. "Combining micro and macro unemployment duration data," Journal of Econometrics, Elsevier, vol. 102(2), pages 271-309, June.
    31. Pietro Garibaldi & Etienne Wasmer, 2005. "Equilibrium Search Unemployment, Endogenous Participation, And Labor Market Flows," Journal of the European Economic Association, MIT Press, vol. 3(4), pages 851-882, June.
    32. Broersma, Lourens & den Butter, Frank A. G. & Kock, Udo, 2000. "A national accounting system for worker flows," Economics Letters, Elsevier, vol. 67(3), pages 331-336, June.
    33. Heckman, James J, 1974. "Effects of Child-Care Programs on Women's Work Effort," Journal of Political Economy, University of Chicago Press, vol. 82(2), pages 136-163, Part II, .
    34. Bontemps, Christian & Robin, Jean-Marc & Van den Berg, Gerard J, 1999. "An Empirical Equilibrium Job Search Model with Search on the Job and Heterogeneous Workers and Firms," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(4), pages 1039-1074, November.
    35. Coen N. Teulings & Pieter A. Gautier, 2004. "The Right Man for the Job," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(2), pages 553-580.
    36. 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.
    37. Paul Frijters & Bas van der Klaauw, 2006. "Job Search with Nonparticipation," Economic Journal, Royal Economic Society, vol. 116(508), pages 45-83, January.
    38. Pieter A. Gautier & Jose L. Moraga, 2004. "Strategic Wage Setting and Coordination Frictions with Multiple Applications," Tinbergen Institute Discussion Papers 04-063/1, Tinbergen Institute, revised 16 Aug 2004.
    39. Fabien Postel-Vinay & Jean-Marc Robin, 2004. "To match or not to match? Optimal wage policy with endogenous worker search intensity," Post-Print hal-03587620, HAL.
    40. Donald, Stephen G & Paarsch, Harry J, 1993. "Piecewise Pseudo-maximum Likelihood Estimation in Empirical Models of Auctions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 34(1), pages 121-148, February.
    41. van den Berg, Gerard J, 1999. "Empirical Inference with Equilibrium Search Models of the Labour Market," Economic Journal, Royal Economic Society, vol. 109(456), pages 283-306, June.
    42. repec:hal:spmain:info:hdl:2441/8921 is not listed on IDEAS
    43. James Albrecht & Susan Vroman, 2005. "Equilibrium Search With Time-Varying Unemployment Benefits," Economic Journal, Royal Economic Society, vol. 115(505), pages 631-648, July.
    44. Ali Hortaçsu & Chad Syverson, 2004. "Product Differentiation, Search Costs, and Competition in the Mutual Fund Industry: A Case Study of S&P 500 Index Funds," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(2), pages 403-456.
    45. Eugene Kandel & Avi Simhon, 2002. "Between Search and Walras," Journal of Labor Economics, University of Chicago Press, vol. 20(1), pages 59-85, January.
    46. Broersma, Lourens & Butter, Frank A.G. den & Kock, Udo, 1998. "A national accounting system for labour market flows : an application to the Netherlands," Serie Research Memoranda 0059, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics.
    47. Matthew S. Dey & Christopher J. Flinn, 2005. "An Equilibrium Model of Health Insurance Provision and Wage Determination," Econometrica, Econometric Society, vol. 73(2), pages 571-627, March.
    48. repec:hal:wpspec:info:hdl:2441/8921 is not listed on IDEAS
    49. Burdett, Kenneth & Judd, Kenneth L, 1983. "Equilibrium Price Dispersion," Econometrica, Econometric Society, vol. 51(4), pages 955-969, July.
    50. Violante, Giovanni & Hornstein, Andreas, 2006. "Frictional Wage Dispersion in Search Models: A Quantitative Approach," CEPR Discussion Papers 5935, C.E.P.R. Discussion Papers.
    51. 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.
    52. Moraga-González, José Luis & Wildenbeest, Matthijs R., 2008. "Maximum likelihood estimation of search costs," European Economic Review, Elsevier, vol. 52(5), pages 820-848, July.
    53. James Albrecht, Pieter Gautier, & Susan Vroman, 2003. "Matching with Multiple Applications: The Limiting Case," Working Papers gueconwpa~03-03-25, Georgetown University, Department of Economics.
    54. Albrecht, James & Tan, Serene & Gautier, Pieter & Vroman, Susan, 2004. "Matching with multiple applications revisited," Economics Letters, Elsevier, vol. 84(3), pages 311-314, September.
    55. Han Hong & Matthew Shum, 2006. "Using price distributions to estimate search costs," RAND Journal of Economics, RAND Corporation, vol. 37(2), pages 257-275, June.
    56. 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.
    57. Eckstein, Zvi & Wolpin, Kenneth I, 1990. "Estimating a Market Equilibrium Search Model from Panel Data on Individuals," Econometrica, Econometric Society, vol. 58(4), pages 783-808, July.
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    Cited by:

    1. Engelhardt, Bryan & Fuller, David L., 2012. "Labor force participation and pair-wise efficient contracts with search and bargaining," Labour Economics, Elsevier, vol. 19(3), pages 388-402.
    2. Ping Yan, 2013. "How much do Workers Search?," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 249-277, May.
    3. Fontaine, François, 2008. "Why are similar workers paid differently? the role of social networks," Journal of Economic Dynamics and Control, Elsevier, vol. 32(12), pages 3960-3977, December.
    4. Ronald Wolthoff, 2010. "Applications and Interviews: A Structural Analysis of Two-Sided Simultaneous Search," 2010 Meeting Papers 114, Society for Economic Dynamics.
    5. Ronald Wolthoff, 2014. "It'S About Time: Implications Of The Period Length In An Equilibrium Search Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(3), pages 839-867, August.
    6. Philipp Kircher, 2009. "Efficiency of Simultaneous Search," Journal of Political Economy, University of Chicago Press, vol. 117(5), pages 861-913, October.
    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. Moraga-González, José Luis & Wildenbeest, Matthijs R., 2008. "Maximum likelihood estimation of search costs," European Economic Review, Elsevier, vol. 52(5), pages 820-848, July.
    9. Gautier, Pieter A. & Moraga-González, José L. & Wolthoff, Ronald P., 2016. "Search costs and efficiency: Do unemployed workers search enough?," European Economic Review, Elsevier, vol. 84(C), pages 123-139.
    10. Fuller, David L., 2014. "Adverse selection and moral hazard: Quantitative implications for unemployment insurance," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 108-122.
    11. Ronald Wolthoff, 2009. "Ex Ante and Ex Post Inefficiency in Search and Matching Models," 2009 Meeting Papers 774, Society for Economic Dynamics.
    12. Gautier, Pieter A. & van der Klaauw, Bas, 2009. "Institutions and labor market outcomes in the Netherlands," Working Paper Series 2009:28, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    13. Marilyn Pease & Kyungmin Kim, 2014. "Costly Search with Adverse Selection: Solicitation Curse vs. Accelerating Blessing," 2014 Meeting Papers 816, Society for Economic Dynamics.
    14. Stephen DeLoach & Mark Kurt, 2013. "Discouraging Workers: Estimating the Impacts of Macroeconomic Shocks on the Search Intensity of the Unemployed," Journal of Labor Research, Springer, vol. 34(4), pages 433-454, December.
    15. Martin Taulbut & Mark Robinson, 2015. "The Chance to Work in Britain: Matching Unemployed People to Vacancies in Good Times and Bad," Regional Studies, Taylor & Francis Journals, vol. 49(12), pages 2070-2086, December.
    16. Wolthoff, Ronald P., 2011. "It's About Time: Implications of the Period Length in an Equilibrium Job Search Model," IZA Discussion Papers 6002, Institute of Labor Economics (IZA).

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    More about this item

    Keywords

    Job search; Labour market frictions; Search costs; Structural estimation; Wage dispersion; Welfare;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

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