IDEAS home Printed from https://ideas.repec.org/p/ifs/ifsewp/20-30.html
   My bibliography  Save this paper

Detecting labour submarkets from worker-mobility networks: a preliminary study

Author

Listed:
  • Agnes Norris Keiller

    (Institute for Fiscal Studies and Institute for Fiscal Studies)

Abstract

Despite widespread recognition that the aggregate labour market is composed of a number of heterogeneous submarkets, there is little guidance on how to appropriately delineate such submarkets when conducting economic research. This paper contributes to a small but growing body of work addressing this issue by exploring the potential for community detection algorithms to delineate labour submarkets using observed patterns of labour market mobility. Two alternative approaches to community detection – modularity maximisation and stochastic block model estimation – are compared from a theoretical perspective and implemented on network data formed by worker transitions observed in the UK between 2011 and 2019. The theoretical comparison shows the two approaches implement very di?erent de?nitions of labour submarkets, while the empirical application ?nds they also produce di?erent submarket partitions in practice. This highlights that future research using community detection methods to delineate labour submarkets should ideally implement both approaches and examine whether any subsequent results are robust to the choice between them. Additional analysis looks at how occupational skill requirements change following worker transitions and how they vary within labour submarkets. This provides preliminary evidence that di?erences in manual skill requirements are a greater impediment to occupational changes that are made involuntarily than di?erences in non-manual skill requirements.

Suggested Citation

  • Agnes Norris Keiller, 2020. "Detecting labour submarkets from worker-mobility networks: a preliminary study," IFS Working Papers W20/30, Institute for Fiscal Studies.
  • Handle: RePEc:ifs:ifsewp:20/30
    as

    Download full text from publisher

    File URL: https://ifs.org.uk/uploads/WP2030-Detecting-labour-submarkets-from-worker-mobility-networks-a-preliminary-study.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Guido Menzio & Irina Telyukova & Ludo Visschers, 2016. "Directed Search over the Life Cycle," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 19, pages 38-62, January.
    2. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    3. Alan Manning & Barbara Petrongolo, 2017. "How Local Are Labor Markets? Evidence from a Spatial Job Search Model," American Economic Review, American Economic Association, vol. 107(10), pages 2877-2907, October.
    4. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    5. Schmutte, Ian M., 2014. "Free to Move? A Network Analytic Approach for Learning the Limits to Job Mobility," Labour Economics, Elsevier, vol. 29(C), pages 49-61.
    6. Reich, Michael & Gordon, David M & Edwards, Richard C, 1973. "A Theory of Labor Market Segmentation," American Economic Review, American Economic Association, vol. 63(2), pages 359-365, May.
    7. Ariel Burstein & Eduardo Morales & Jonathan Vogel, 2019. "Changes in Between-Group Inequality: Computers, Occupations, and International Trade," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(2), pages 348-400, April.
    8. Albrecht Glitz, 2012. "The Labor Market Impact of Immigration: A Quasi-Experiment Exploiting Immigrant Location Rules in Germany," Journal of Labor Economics, University of Chicago Press, vol. 30(1), pages 175-213.
    9. Thorben Funke & Till Becker, 2019. "Stochastic block models: A comparison of variants and inference methods," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-40, April.
    Full references (including those not matched with items on IDEAS)

    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. Pahontu, Raluca L., 2022. "Divisive jobs: three facets of risk, precarity, and redistribution," LSE Research Online Documents on Economics 111593, London School of Economics and Political Science, LSE Library.
    2. Ferdinando Monte & Stephen J. Redding & Esteban Rossi-Hansberg, 2018. "Commuting, Migration, and Local Employment Elasticities," American Economic Review, American Economic Association, vol. 108(12), pages 3855-3890, December.
    3. Joan Monras, 2020. "Immigration and Wage Dynamics: Evidence from the Mexican Peso Crisis," Journal of Political Economy, University of Chicago Press, vol. 128(8), pages 3017-3089.
    4. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    5. Jordy Meekes & Wolter H. J. Hassink, 2023. "Endogenous local labour markets, regional aggregation and agglomeration economies," Regional Studies, Taylor & Francis Journals, vol. 57(1), pages 13-25, January.
    6. Baumgarten, Daniel & Irlacher, Michael & Koch, Michael, 2020. "Offshoring and non-monotonic employment effects across industries in general equilibrium," European Economic Review, Elsevier, vol. 130(C).
    7. Axtell, Robert L. & Guerrero, Omar A. & López, Eduardo, 2016. "The Network Composition of Aggregate Unemployment," MPRA Paper 68962, University Library of Munich, Germany.
    8. Efraim Benmelech & Nittai K. Bergman & Hyunseob Kim, 2022. "Strong Employers and Weak Employees: How Does Employer Concentration Affect Wages?," Journal of Human Resources, University of Wisconsin Press, vol. 57(S), pages 200-250.
    9. Rodrigo Adão & Costas Arkolakis & Federico Esposito, 2019. "General Equilibrium Effects in Space: Theory and Measurement," NBER Working Papers 25544, National Bureau of Economic Research, Inc.
    10. Petra E. Todd & Weilong Zhang, 2022. "Distributional Effects of Local Minimum Wages: A Spatial Job Search Approach," PIER Working Paper Archive 22-027, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    11. Zabek, Mike, 2018. "Local Ties in Spatial Equilibrium," SocArXiv rpq5z, Center for Open Science.
    12. Gaetano Basso & Salvatore Lo Bello & Francesca Subioli, 2023. "Labor market dynamics and geographical reallocations," Temi di discussione (Economic working papers) 1430, Bank of Italy, Economic Research and International Relations Area.
    13. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum, 2014. "The Rise Of The East And The Far East: German Labor Markets And Trade Integration," Journal of the European Economic Association, European Economic Association, vol. 12(6), pages 1643-1675, December.
    14. Amior, Michael & Manning, Alan, 2019. "Commuting, migration and local joblessness," LSE Research Online Documents on Economics 102745, London School of Economics and Political Science, LSE Library.
    15. Axtell, Robert L. & Guerrero, Omar A. & López, Eduardo, 2019. "Frictional unemployment on labor flow networks," Journal of Economic Behavior & Organization, Elsevier, vol. 160(C), pages 184-201.
    16. repec:hal:wpspec:info:hdl:2441/31alui3q4c913als7a73udp5dv is not listed on IDEAS
    17. Leonard Bocquet, 2022. "The Network Origin of Slow Labor Reallocation," Working Papers halshs-03703862, HAL.
    18. Goos, Maarten & Rademakers, Emilie & Salomons, Anna & Willekens, Bert, 2019. "Markets for jobs and their task overlap," Labour Economics, Elsevier, vol. 61(C).
    19. Eggenberger, Christian & Janssen, Simon & Backes-Gellner, Uschi, 2022. "The value of specific skills under shock: High risks and high returns," Labour Economics, Elsevier, vol. 78(C).
    20. Laura A Harvey & James Rockey, 2020. "The declining fortunes of (most) American workers," University of East Anglia School of Economics Working Paper Series 2020-04, School of Economics, University of East Anglia, Norwich, UK..
    21. Carsten Ochsen, 2021. "Age cohort effects on unemployment in the USA: Evidence from the regional level," Papers in Regional Science, Wiley Blackwell, vol. 100(4), pages 1025-1053, August.

    More about this item

    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:ifs:ifsewp:20/30. 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: Emma Hyman (email available below). General contact details of provider: https://edirc.repec.org/data/ifsssuk.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.