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

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  • 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
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    References listed on IDEAS

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    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. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    Full references (including those not matched with items on IDEAS)

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