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No Longer Qualified? Changes in the Supply and Demand for Skills within Occupations

Author

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  • Mary A. Burke
  • Alicia Sasser Modestino
  • Shahriar Sadighi
  • Rachel B. Sederberg
  • Bledi Taska

Abstract

Using a novel database of 159 million online job postings, we examine changes in employer skill requirements for education and specific skillsets between 2007 and 2017. We find that upskilling—in terms of increasing demands for bachelor’s degrees as well as software skills—was a persistent trend among high-skill occupations, but either a temporary or non-existent phenomenon among middle-skill and low-skill occupations. We also find evidence that persistent upskilling in the high-skill sector contributed to greater occupational mismatch that remained elevated during the recovery from the Great Recession. In contrast, labor market mismatch had largely dissipated within the low-skill and middle-skill sectors by 2017.

Suggested Citation

  • Mary A. Burke & Alicia Sasser Modestino & Shahriar Sadighi & Rachel B. Sederberg & Bledi Taska, 2019. "No Longer Qualified? Changes in the Supply and Demand for Skills within Occupations," Working Papers 20-3, Federal Reserve Bank of Boston.
  • Handle: RePEc:fip:fedbwp:88080
    DOI: 10.29412/res.wp.2020.03
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    1. Arthur Turrell & Bradley Speigner & Jyldyz Djumalieva & David Copple & James Thurgood, 2019. "Transforming Naturally Occurring Text Data into Economic Statistics: The Case of Online Job Vacancy Postings," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 173-207, National Bureau of Economic Research, Inc.
    2. Nir Jaimovich & Henry E. Siu, 2020. "Job Polarization and Jobless Recoveries," The Review of Economics and Statistics, MIT Press, vol. 102(1), pages 129-147, March.
    3. Paul Beaudry & David A. Green & Benjamin M. Sand, 2016. "The Great Reversal in the Demand for Skill and Cognitive Tasks," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 199-247.
    4. Marinescu, Ioana, 2017. "The general equilibrium impacts of unemployment insurance: Evidence from a large online job board," Journal of Public Economics, Elsevier, vol. 150(C), pages 14-29.
    5. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    6. Mary C. Daly & Bart Hobijn & Aysegül Sahin & Robert G. Valletta, 2012. "A Search and Matching Approach to Labor Markets: Did the Natural Rate of Unemployment Rise?," Journal of Economic Perspectives, American Economic Association, vol. 26(3), pages 3-26, Summer.
    7. Steven J. Davis & R. Jason Faberman & John C. Haltiwanger, 2012. "Recruiting Intensity during and after the Great Recession: National and Industry Evidence," American Economic Review, American Economic Association, vol. 102(3), pages 584-588, May.
    8. Carlos Carrillo‐Tudela & Ludo Visschers, 2023. "Unemployment and Endogenous Reallocation Over the Business Cycle," Econometrica, Econometric Society, vol. 91(3), pages 1119-1153, May.
    9. Jesse Rothstein, 2012. "The Labor Market Four Years into the Crisis: Assessing Structural Explanations," ILR Review, Cornell University, ILR School, vol. 65(3), pages 467-500, July.
    10. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    11. Robert Shimer, 2012. "Reassessing the Ins and Outs of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 127-148, April.
    12. Peter Cappelli, 2014. "Skill Gaps, Skill Shortages and Skill Mismatches: Evidence for the US," NBER Working Papers 20382, National Bureau of Economic Research, Inc.
    13. Robert E. Hall & Sam Schulhofer-Wohl, 2018. "Measuring Job-Finding Rates and Matching Efficiency with Heterogeneous Job-Seekers," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 1-32, January.
    14. Peter Diamond, 2013. "Cyclical Unemployment, Structural Unemployment," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(3), pages 410-455, August.
    15. Katharine G. Abraham, 2015. "Is Skill Mismatch Impeding U.S. Economic Recovery?," ILR Review, Cornell University, ILR School, vol. 68(2), pages 291-313, March.
    16. Robert Shimer, 2005. "The Assignment of Workers to Jobs in an Economy with Coordination Frictions," Journal of Political Economy, University of Chicago Press, vol. 113(5), pages 996-1025, October.
    17. Marcelo Veracierto, 2011. "Worker flows and matching efficiency," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 35(Q IV), pages 147-169.
    18. Alicia Sasser Modestino & Daniel Shoag & Joshua Ballance, 2020. "Upskilling: Do Employers Demand Greater Skill When Workers Are Plentiful?," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 793-805, October.
    19. Toshihiko Mukoyama & Christina Patterson & Ayşegül Şahin, 2018. "Job Search Behavior over the Business Cycle," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 190-215, January.
    20. Edward P. Lazear & James R. Spletzer, 2012. "The United States labor market: status quo or a new normal?," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 405-451.
    21. Modestino, Alicia Sasser & Shoag, Daniel & Ballance, Joshua, 2016. "Downskilling: changes in employer skill requirements over the business cycle," Labour Economics, Elsevier, vol. 41(C), pages 333-347.
    22. Didem Tuzemen & Jonathan L. Willis, 2013. "The vanishing middle: job polarization and workers’ response to the decline in middle-skill jobs," Economic Review, Federal Reserve Bank of Kansas City, vol. 98(Q I), pages 5-32.
    23. David H. Autor, 2009. "Studies of Labor Market Intermediation," NBER Books, National Bureau of Economic Research, Inc, number auto07-1.
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    Cited by:

    1. Tara Sinclair & Martha Gimbel, 2020. "Mismatch in Online Job Search," Working Papers 2020-1, The George Washington University, Institute for International Economic Policy.
    2. Emilio Colombo & Alberto Marcato, 2021. "Skill Demand and Labour Market Concentration: Theory and Evidence from Italian Vacancies," DISEIS - Quaderni del Dipartimento di Economia internazionale, delle istituzioni e dello sviluppo dis2104, Università Cattolica del Sacro Cuore, Dipartimento di Economia internazionale, delle istituzioni e dello sviluppo (DISEIS).

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    More about this item

    Keywords

    labor demand; skills; vacancies; unemployment; firm behavior;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

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