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Directed Search, Wages, and Non-wage Amenities: Evidence from an Online Job Board

Author

Listed:
  • Escudero, Veronica

    (ILO International Labour Organization)

  • Liepmann, Hannah

    (ILO International Labour Organization)

  • Vergara, Damian

    (University of Michigan)

Abstract

We leverage rich data from a prominent online job board in Uruguay to assess directed search patterns in job applications, focusing on posted wages and advertised non-wage amenities. We find robust evidence of directed search based on posted wages in the cross-section, with stark heterogeneity by occupation: the wage-application correlation is driven by vacancies attached to lower-skill occupations, with applications to vacancies attached to higher-skill occupations showing no responsiveness to posted wages. By applying text analysis to the job ads, we elicit advertised non-wage amenities and find evidence of directed search based on non-wage amenities. Applications to vacancies attached to lower-skill occupations are consistent with lexicographic application preferences: amenities predict applications to these vacancies only when wages are not posted. Finally, we exploit industry-by-occupation minimum wage variation to demonstrate that the observed occupational heterogeneity in directed search patterns is supported by quasi-experimental difference-in-differences estimates of the impact of wages on job applications.

Suggested Citation

  • Escudero, Veronica & Liepmann, Hannah & Vergara, Damian, 2024. "Directed Search, Wages, and Non-wage Amenities: Evidence from an Online Job Board," IZA Discussion Papers 17211, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp17211
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    1. StÈphane Bonhomme & GrÈgory Jolivet, 2009. "The pervasive absence of compensating differentials," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(5), pages 763-795.
    2. Morchio, Iacopo & Moser, Christian, 2018. "The Gender Pay Gap: Micro Sources and Macro Consequences," MPRA Paper 99276, University Library of Munich, Germany, revised 24 Mar 2020.
    3. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8grh35j2 is not listed on IDEAS
    4. Doruk Cengiz & Arindrajit Dube & Attila S. Lindner & David Zentler-Munro, 2021. "Seeing Beyond the Trees: Using Machine Learning to Estimate the Impact of Minimum Wages on Labor Market Outcomes," NBER Working Papers 28399, National Bureau of Economic Research, Inc.
    5. Michèle Belot & Philipp Kircher & Paul Muller, 2019. "Providing Advice to Jobseekers at Low Cost: An Experimental Study on Online Advice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1411-1447.
    6. Mayneris, Florian & Poncet, Sandra & Zhang, Tao, 2018. "Improving or disappearing: Firm-level adjustments to minimum wages in China," Journal of Development Economics, Elsevier, vol. 135(C), pages 20-42.
    7. 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.
    8. Alan Manning, 2021. "Monopsony in Labor Markets: A Review," ILR Review, Cornell University, ILR School, vol. 74(1), pages 3-26, January.
    9. Livia Alfonsi & Oriana Bandiera & Vittorio Bassi & Robin Burgess & Imran Rasul & Munshi Sulaiman & Anna Vitali, 2020. "Tackling Youth Unemployment: Evidence From a Labor Market Experiment in Uganda," Econometrica, Econometric Society, vol. 88(6), pages 2369-2414, November.
    10. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    11. Thibaut Lamadon & Jeremy Lise & Costas Meghir & Jean-Marc Robin, 2024. "Labor Market Matching, Wages, and Amenities," Cowles Foundation Discussion Papers 2396, Cowles Foundation for Research in Economics, Yale University.
    12. Honey Batra & Amanda Michaud & Simon Mongey, 2023. "Online Job Posts Contain Very Little Wage Information," NBER Working Papers 31984, National Bureau of Economic Research, Inc.
    13. Drucker, Lev & Mazirov, Katya & Neumark, David, 2021. "Who pays for and who benefits from minimum wage increases? Evidence from Israeli tax data on business owners and workers," Journal of Public Economics, Elsevier, vol. 199(C).
    14. Taylor, Alan M. & Dube, Arindrajit & Girardi, Daniele & Jordà , Òscar, 2023. "A Local Projections Approach to Difference-in-Differences Event Studies," CEPR Discussion Papers 18141, C.E.P.R. Discussion Papers.
    15. José A. Azar & Steven T. Berry & Ioana Marinescu, 2022. "Estimating Labor Market Power," NBER Working Papers 30365, National Bureau of Economic Research, Inc.
    16. Thibaut Lamadon & Jeremy Lise & Costas Meghir & Jean-Marc Robin, 2024. "Labor Market Matching, Wages, and Amenities," NBER Working Papers 32687, National Bureau of Economic Research, Inc.
    17. Lamadon, Thibaut & Lise, Jeremy & Meghir, Costas & Robin, Jean-Marc, 2024. "Labor Market Matching, Wages, and Amenities," Working Paper Series 2024:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    18. Moen, Espen R, 1997. "Competitive Search Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 385-411, April.
    19. Harry J. Holzer & Lawrence F. Katz & Alan B. Krueger, 1991. "Job Queues and Wages," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(3), pages 739-768.
    20. repec:hal:spmain:info:hdl:2441/dc0ckec3fcb29ms985085gkbp is not listed on IDEAS
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    Cited by:

    1. Suguru Otani, 2024. "Nonparametric Estimation of Matching Efficiency and Elasticity on a Private On-the-Job Search Platform: Evidence from Japan, 2014-2024," Papers 2410.17011, arXiv.org, revised Dec 2024.

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    More about this item

    Keywords

    directed search; vacancies; wages; non-wage amenities; minimum wages;
    All these keywords.

    JEL classification:

    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J32 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Nonwage Labor Costs and Benefits; Retirement Plans; Private Pensions
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs

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