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Help wanted: the drivers and implications of labour shortages

Author

Listed:
  • Groiss, Martin
  • Sondermann, David

Abstract

Labour shortages have become prevalent across advanced economies. Yet, little is known about which firms are more likely to face them and the impact they have on the labour market. We create a firm-level data set spanning 28 EU countries, 283 regions and 18 sectors, contributing to close this gap. We find that structural factors play the dominant role. Firms in regions with limited labour supply as well as innovative and fast-growing firms are particularly prone to face labour shortages. Moreover, shortages tend to aggravate at business cycle peaks. In a second stage, we empirically determine the impact of labour shortages on wages and hiring. Firms with higher shortages pay a wage growth premium to keep and attract workers, increasingly so if they face excess demand. At the same time, those are the firms that hire less than the average. JEL Classification: C36, E24, J20, J23, J30

Suggested Citation

  • Groiss, Martin & Sondermann, David, 2023. "Help wanted: the drivers and implications of labour shortages," Working Paper Series 2863, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20232863
    Note: 943715
    as

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    References listed on IDEAS

    as
    1. Adrjan, Pawel & Lydon, Reamonn, 2019. "Clicks and jobs: measuring labour market tightness using online data," Economic Letters 6/EL/19, Central Bank of Ireland.
    2. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    3. Gregori Baetschmann & Kevin E. Staub & Rainer Winkelmann, 2015. "Consistent estimation of the fixed effects ordered logit model," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 178(3), pages 685-703, June.
    4. Christopher A. Pissarides & Barbara Petrongolo, 2001. "Looking into the Black Box: A Survey of the Matching Function," Journal of Economic Literature, American Economic Association, vol. 39(2), pages 390-431, June.
    5. Frohm, Erik, 2020. "Labor shortages and wage growth," Working Paper Series 394, Sveriges Riksbank (Central Bank of Sweden).
    6. Laurence Ball & Sandeep Mazumder, 2011. "Inflation Dynamics and the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 337-405.
    7. Mok, Penny & Mason, Geoff & Stevens, Philip & Timmins, Jason, 2012. "A Good Worker is Hard to Find: Skills Shortages in New Zealand Firms," Occasional Papers 12/5, Ministry of Economic Development, New Zealand.
    8. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 229-299.
    9. Jordi Galí, 2011. "The Return Of The Wage Phillips Curve," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 436-461, June.
    10. Timothy J. Bartik, 1991. "Who Benefits from State and Local Economic Development Policies?," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wbsle, August.
    11. Michael W. L. Elsby & Ryan Michaels & David Ratner, 2015. "The Beveridge Curve: A Survey," Journal of Economic Literature, American Economic Association, vol. 53(3), pages 571-630, September.
    12. Haskel, Jonathan & Martin, Christopher, 1993. "The Causes of Skill Shortages in Britain," Oxford Economic Papers, Oxford University Press, vol. 45(4), pages 573-588, October.
    13. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    14. Bellmann, Lutz & Hübler, Olaf, 2014. "Skill Shortages in German Establishments," IZA Discussion Papers 8290, Institute of Labor Economics (IZA).
    15. Carrillo-Tudela, Carlos & Launov, Andrey & Robin, Jean-Marc, 2021. "The fall in german unemployment: A flow analysis," European Economic Review, Elsevier, vol. 132(C).
    16. Horbach, Jens, 2014. "Determinants of labor shortage - with particular focus on the German environmental sector," IAB-Discussion Paper 201422, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    17. Robert J. Gordon, 1997. "The Time-Varying NAIRU and Its Implications for Economic Policy," Journal of Economic Perspectives, American Economic Association, vol. 11(1), pages 11-32, Winter.
    18. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    19. Dickerson, Andy & Hole, Arne Risa & Munford, Luke A., 2014. "The relationship between well-being and commuting revisited: Does the choice of methodology matter?," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 321-329.
    20. Şebnem Kalemli- Özcan & Bent E. Sørensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yeşiltaş, 2024. "How to Construct Nationally Representative Firm-Level Data from the Orbis Global Database: New Facts on SMEs and Aggregate Implications for Industry Concentration," American Economic Journal: Macroeconomics, American Economic Association, vol. 16(2), pages 353-374, April.
    21. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    22. Mortensen, Dale & Pissarides, Christopher, 2011. "Job Creation and Job Destruction in the Theory of Unemployment," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 1-19.
    23. Francis Green & Stephen Machin & David Wilkinson, 1998. "The Meaning and Determinants of Skills Shortages," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 60(2), pages 165-187, May.
    24. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 45(1 (Spring), pages 229-299.
    25. Mr. Romain A Duval & Yi Ji & Longji Li & Myrto Oikonomou & Carlo Pizzinelli & Mr. Ippei Shibata & Alessandra Sozzi & Kirsi Silvennoinen & Ms. Marina Mendes Tavares, 2022. "Labor Market Tightness in Advanced Economies," IMF Staff Discussion Notes 2022/001, International Monetary Fund.
    26. Régis Barnichon & Luiz E. Oliveira & Adam Hale Shapiro, 2021. "Is the American Rescue Plan Taking Us Back to the ’60s?," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, vol. 2021(27), pages 1-06, October.
    27. Joshua Healy & Kostas Mavromaras & Peter J. Sloane, 2015. "Adjusting to skill shortages in Australian SMEs," Applied Economics, Taylor & Francis Journals, vol. 47(24), pages 2470-2487, May.
    28. Alex Domash & Lawrence H. Summers, 2022. "How Tight are U.S. Labor Markets?," NBER Working Papers 29739, National Bureau of Economic Research, Inc.
    29. Maximilian Riedl & Ingo Geishecker, 2014. "Keep it simple: estimation strategies for ordered response models with fixed effects," Journal of Applied Statistics, Taylor & Francis Journals, vol. 41(11), pages 2358-2374, November.
    30. Gad Levanon & Ben Cheng & Michael Paterra, 2014. "The Risk of Future Labor Shortages in Different Occupations and Industries in the United States," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 49(4), pages 227-243, October.
    31. Ada Ferrer-i-Carbonell & Paul Frijters, 2004. "How Important is Methodology for the estimates of the determinants of Happiness?," Economic Journal, Royal Economic Society, vol. 114(497), pages 641-659, July.
    32. Tomaz Cajner & John Coglianese & Joshua Montes, 2021. "The Long-Lived Cyclicality of the Labor Force Participation Rate," Finance and Economics Discussion Series 2021-047, Board of Governors of the Federal Reserve System (U.S.).
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    More about this item

    Keywords

    labour shortages; matching; shift-share instrument; tightness;
    All these keywords.

    JEL classification:

    • C36 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Instrumental Variables (IV) Estimation
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J20 - Labor and Demographic Economics - - Demand and Supply of Labor - - - General
    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General

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