IDEAS home Printed from https://ideas.repec.org/p/gwi/wpaper/2020-1.html
   My bibliography  Save this paper

Mismatch in Online Job Search

Author

Listed:
  • Tara Sinclair

    (George Washington University)

  • Martha Gimbel

    (Schmidt Futures)

Abstract

Labor market mismatch is an important measure of the health of the economy but is notoriously hard to measure since it requires information on both employer needs and job seeker characteristics. In this paper we use data from a large online job search website which has detailed information on both sides of the labor market. Mismatch is measured as the dissimilarity between the distribution of job seekers across a set of predefined categories and the distribution of job vacancies across the same categories. We produce time series measures of mismatch for the US and a set of English-speaking countries from January of 2014 through December of 2019. We find that title-level mismatch is substantial, with about 33% of the labor force needing to change job titles for the US to have zero mismatch in 2019, but that it declined from 40% in 2014 as the labor market has tightened. Furthermore, over the same time period, the mix of job opportunities has shifted substantially, but in a way that has made the overall distribution of jobs more similar to the distribution of job seekers. We interpret this finding as evidence that mismatch between job seekers and employers eased due to jobs coming back in the slow recovery after the Great Recession.

Suggested Citation

  • Tara Sinclair & Martha Gimbel, 2020. "Mismatch in Online Job Search," Working Papers 2020-1, The George Washington University, Institute for International Economic Policy.
  • Handle: RePEc:gwi:wpaper:2020-1
    as

    Download full text from publisher

    File URL: http://www2.gwu.edu/~iiep/assets/docs/papers/2020WP/SinclairIIEP2020-1.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Simonetta Longhi & Mark Taylor, 2014. "Employed and Unemployed Job Seekers and the Business Cycle," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(4), pages 463-483, August.
    2. R. Jason Faberman & Andreas I. Mueller & Ayşegül Şahin & Giorgio Topa, 2022. "Job Search Behavior Among the Employed and Non‐Employed," Econometrica, Econometric Society, vol. 90(4), pages 1743-1779, July.
    3. Chris Robinson, 2018. "Occupational Mobility, Occupation Distance, and Specific Human Capital," Journal of Human Resources, University of Wisconsin Press, vol. 53(2), pages 513-551.
    4. Turrell, Arthur & Speigner, Bradley & Djumalieva, Jyldyz & Copple, David & Thurgood, James, 2018. "Using job vacancies to understand the effects of labour market mismatch on UK output and productivity," Bank of England working papers 737, Bank of England.
    5. Martin J. Watts, 1994. "A Critique of Marginal Matching," Work, Employment & Society, British Sociological Association, vol. 8(3), pages 421-431, September.
    6. Kory Kroft & Fabian Lange & Matthew J. Notowidigdo & Lawrence F. Katz, 2016. "Long-Term Unemployment and the Great Recession: The Role of Composition, Duration Dependence, and Nonparticipation," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 7-54.
    7. Peter Kuhn & Hani Mansour, 2014. "Is Internet Job Search Still Ineffective?," Economic Journal, Royal Economic Society, vol. 124(581), pages 1213-1233, December.
    8. Maria E. Canon & Mingyu Chen & Elise Marifian, 2013. "Labor mismatch in the Great Recession: a review of indexes using recent U.S. data," Review, Federal Reserve Bank of St. Louis, vol. 95(May), pages 237-272.
    9. Ay?egül ?ahin & Joseph Song & Giorgio Topa & Giovanni L. Violante, 2014. "Mismatch Unemployment," American Economic Review, American Economic Association, vol. 104(11), pages 3529-3564, November.
    10. Patterson, Christina & Şahin, Ayşegül & Topa, Giorgio & Violante, Giovanni L., 2016. "Working hard in the wrong place: A mismatch-based explanation to the UK productivity puzzle," European Economic Review, Elsevier, vol. 84(C), pages 42-56.
    11. Karmel, T & Maclachlan, M, 1988. "Occupational Sex Segregation--Increasing or Decreasing?," The Economic Record, The Economic Society of Australia, vol. 64(186), pages 187-195, September.
    12. David Wiczer, 2013. "Long-term Unemployment: Attached and Mismatched?," 2013 Meeting Papers 1101, Society for Economic Dynamics.
    13. 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.
    14. Ioana Marinescu & Roland Rathelot, 2018. "Mismatch Unemployment and the Geography of Job Search," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 42-70, July.
    15. 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.
    16. R. Jason Faberman & Marianna Kudlyak, 2016. "What Does Online Job Search Tell Us about the Labor Market?," Economic Perspectives, Federal Reserve Bank of Chicago, issue 1, pages 1-15.
    17. Martin Watts, 1992. "How Should Occupational Sex Segregation be Measured?," Work, Employment & Society, British Sociological Association, vol. 6(3), pages 475-487, September.
    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. Bellatin, Alejandra & Galassi, Gabriela, 2022. "What COVID-19 May Leave Behind: Technology-Related Job Postings in Canada," IZA Discussion Papers 15209, Institute of Labor Economics (IZA).
    2. Chiara Mussida & Luca Zanin, 2020. "Determinants of the Choice of Job Search Channels by the Unemployed Using a Multivariate Probit Model," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 152(1), pages 369-420, November.
    3. Alejandra Bellatin & Gabriela Galassi, 2022. "What COVID-19 May Leave Behind: Technology-Related Job Postings in Canada," Staff Working Papers 22-17, Bank of Canada.

    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. Kyungho Song & Hyun Kim & Jisoo Cha & Taedong Lee, 2021. "Matching and Mismatching of Green Jobs: A Big Data Analysis of Job Recruiting and Searching," Sustainability, MDPI, vol. 13(7), pages 1-15, April.
    2. Morgan Raux, 2019. "Looking for the "Best and Brightest": Hiring difficulties and high-skilled foreign workers," Working Papers halshs-02364921, HAL.
    3. Benedikt Herz & Thijs van Rens, 2020. "Accounting for Mismatch Unemployment," Journal of the European Economic Association, European Economic Association, vol. 18(4), pages 1619-1654.
    4. Ravn, Morten O. & Sterk, Vincent, 2017. "Job uncertainty and deep recessions," Journal of Monetary Economics, Elsevier, vol. 90(C), pages 125-141.
    5. Joseph, Gilles & Maingé, Paul-Emile, 2023. "Characterization of optimal durations of unemployment benefits in a nonstationary job search model," Mathematical Social Sciences, Elsevier, vol. 125(C), pages 76-93.
    6. Jung, Philip & Korfmann, Philipp & Preugschat, Edgar, 2023. "Optimal regional labor market policies," European Economic Review, Elsevier, vol. 152(C).
    7. Martin Watts, 2003. "The Evolution of Occupational Gender Segregation in Australia: Measurement and Interpretation," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 6(4), pages 631-655, December.
    8. Martin J. Watts, 1995. "Trends in Occupational Segregation by Race and Gender in the U.S.A., 1983-92: A Multidimensional Approach," Review of Radical Political Economics, Union for Radical Political Economics, vol. 27(4), pages 1-36, December.
    9. Kircher, Philipp A.T., 2020. "Search design and online job search – new avenues for applied and experimental research," Labour Economics, Elsevier, vol. 64(C).
    10. Pizzinelli, Carlo & Speigner, Bradley, 2017. "Matching efficiency and labour market heterogeneity in the United Kingdom," Bank of England working papers 667, Bank of England.
    11. Borghans, L. & Groot, L.M.J., 1999. "Educational presorting as a cause of occupational segregation," ROA Research Memorandum 3E, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    12. Kohlbrecher, Britta & Merkl, Christian, 2022. "Business cycle asymmetries and the labor market," Journal of Macroeconomics, Elsevier, vol. 73(C).
    13. R. Jason Faberman & Marianna Kudlyak, 2019. "The Intensity of Job Search and Search Duration," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(3), pages 327-357, July.
    14. Pedro S. Martins, 2017. "Clicking towards Mozambique's New Jobs: A research note," Working Papers 85, Queen Mary, University of London, School of Business and Management, Centre for Globalisation Research.
    15. W. Similan Rujiwattanapong, 2019. "Unemployment Dynamics and Endogenous Unemployment Insurance Extensions," Discussion Papers 1909, Centre for Macroeconomics (CFM).
    16. 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.
    17. Bradley, Jake, 2022. "Worker-Firm Screening and the Business Cycle," IZA Discussion Papers 15017, Institute of Labor Economics (IZA).
    18. Carlos Carrillo‐Tudela & Ludo Visschers, 2023. "Unemployment and Endogenous Reallocation Over the Business Cycle," Econometrica, Econometric Society, vol. 91(3), pages 1119-1153, May.
    19. Hie Joo Ahn & Leland D. Crane, 2020. "Dynamic Beveridge Curve Accounting," Finance and Economics Discussion Series 2020-027, Board of Governors of the Federal Reserve System (U.S.).
    20. Andreas I. Mueller & Johannes Spinnewijn & Giorgio Topa, 2021. "Job Seekers' Perceptions and Employment Prospects: Heterogeneity, Duration Dependence, and Bias," American Economic Review, American Economic Association, vol. 111(1), pages 324-363, January.

    More about this item

    Keywords

    Job search; vacancies; employment; unemployment;
    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
    • J11 - Labor and Demographic Economics - - Demographic Economics - - - Demographic Trends, Macroeconomic Effects, and Forecasts
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J40 - Labor and Demographic Economics - - Particular Labor Markets - - - General
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion

    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:gwi:wpaper:2020-1. 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: Kyle Renner (email available below). General contact details of provider: https://edirc.repec.org/data/iigwuus.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.