IDEAS home Printed from https://ideas.repec.org/p/zbw/zewdip/22031.html
   My bibliography  Save this paper

Adjustments of local labour markets to the COVID-19 crisis: The role of digitalisation and working-from-home

Author

Listed:
  • Ben Yahmed, Sarra
  • Berlingieri, Francesco
  • Brüll, Eduard

Abstract

Employment responses to the COVID-19 crisis differed widely across German local labour markets at the beginning of the pandemic, with differences in short-time work rates of up to 20 percentage points. We show that digital capital, and to a lesser extent working-from-home, were essential for the resilience of local labour markets. Using an empirical strategy that combines a difference-in-differences approach with propensity score weighting, we find that local exposure to digital capital reduced short-time work usage by up to 4 percentage points and the effect lasted for about 8 months. Working-from-home potential lowered short-time work rates, but only in local labour markets exposed to digital capital, and in the first four months of the pandemic when a strict lockdown was in place. Differences in unemployment rates across local labour markets were at most 2 percentage points and did not depend on digital capital or working-from-home potential.

Suggested Citation

  • Ben Yahmed, Sarra & Berlingieri, Francesco & Brüll, Eduard, 2022. "Adjustments of local labour markets to the COVID-19 crisis: The role of digitalisation and working-from-home," ZEW Discussion Papers 22-031, ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:22031
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/262377/1/1814271406.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Nicola Pierri & Yannick Timmer, 2020. "IT Shields: Technology Adoption and Economic Resilience during the Covid-19 Pandemic," CESifo Working Paper Series 8720, CESifo.
    2. Barrero, Jose Maria & Bloom, Nick & Davis, Steven J., 2020. "Why Working From Home Will Stick," SocArXiv wfdbe, Center for Open Science.
    3. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    4. Peter Gal & Giuseppe Nicoletti & Theodore Renault & Stéphane Sorbe & Christina Timiliotis, 2019. "Digitalisation and productivity: In search of the holy grail – Firm-level empirical evidence from EU countries," OECD Economics Department Working Papers 1533, OECD Publishing.
    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. Atif Mian & Amir Sufi, 2012. "The Effects of Fiscal Stimulus: Evidence from the 2009 Cash for Clunkers Program," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1107-1142.
    7. David Card, 1992. "Using Regional Variation in Wages to Measure the Effects of the Federal Minimum Wage," ILR Review, Cornell University, ILR School, vol. 46(1), pages 22-37, October.
    8. Irlacher Michael & Koch Michael, 2021. "Working from Home, Wages, and Regional Inequality in the Light of COVID-19," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 241(3), pages 373-404, June.
    9. Danny Yagan, 2019. "Employment Hysteresis from the Great Recession," Journal of Political Economy, University of Chicago Press, vol. 127(5), pages 2505-2558.
    10. Chris Forman & Avi Goldfarb & Shane Greenstein, 2012. "The Internet and Local Wages: A Puzzle," American Economic Review, American Economic Association, vol. 102(1), pages 556-575, February.
    11. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jan 2024.
    12. David Card, 1992. "Using Regional Variation in Wages to Measure the Effects of the Federal Minimum Wage," Working Papers 680, Princeton University, Department of Economics, Industrial Relations Section..
    13. Michael C. Burda & Jennifer Hunt, 2011. "What Explains the German Labor Market Miracle in the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 273-335.
    14. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    15. David Berger & Nicholas Turner & Eric Zwick, 2020. "Stimulating Housing Markets," Journal of Finance, American Finance Association, vol. 75(1), pages 277-321, February.
    16. Alipour, Jean-Victor & Falck, Oliver & Schüller, Simone, 2020. "Germany's Capacities to Work from Home," IZA Discussion Papers 13152, Institute of Labor Economics (IZA).
    17. repec:fth:prinin:300 is not listed on IDEAS
    18. Wang, Zhi & Wei, Shang-Jin & Yu, Xinding & Zhu, Kunfu, 2022. "Global value chains over business cycles," Journal of International Money and Finance, Elsevier, vol. 126(C).
    19. Brad J. Hershbein & Bryan A. Stuart, 2020. "Recessions and Local Labor Market Hysteresis," Upjohn Working Papers 20-325, W.E. Upjohn Institute for Employment Research.
    20. Alipour, Jean-Victor & Fadinger, Harald & Schymik, Jan, 2021. "My home is my castle – The benefits of working from home during a pandemic crisis," Journal of Public Economics, Elsevier, vol. 196(C).
    21. Forsythe, Eliza & Kahn, Lisa B. & Lange, Fabian & Wiczer, David, 2020. "Labor demand in the time of COVID-19: Evidence from vacancy postings and UI claims," Journal of Public Economics, Elsevier, vol. 189(C).
    22. Irene Bertschek & Michael Polder & Patrick Schulte, 2019. "ICT and resilience in times of crisis: evidence from cross-country micro moments data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(8), pages 759-774, November.
    23. Thomas Lemieux & Kevin Milligan & Tammy Schirle & Mikal Skuterud, 2020. "Initial Impacts of the COVID-19 Pandemic on the Canadian Labour Market," Canadian Public Policy, University of Toronto Press, vol. 46(S1), pages 55-65, July.
    24. Lesley Chiou & Catherine Tucker, 2020. "Social Distancing, Internet Access and Inequality," NBER Working Papers 26982, National Bureau of Economic Research, Inc.
    25. Kosuke Imai & Marc Ratkovic, 2014. "Covariate balancing propensity score," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 76(1), pages 243-263, January.
    26. Alipour, Jean-Victor & Falck, Oliver & Schüller, Simone, 2023. "Germany’s capacity to work from home," European Economic Review, Elsevier, vol. 151(C).
    27. Lutz Bellmann & Pauline Bourgeon & Christina Gathmann & Christian Kagerl & David Marguerit & Ludivine Martin & Laura Pohlan & Duncan Roth, 2021. "Digitalisierungsschub in Firmen während der Corona-Pandemie [Digitalisation in Companies: The COVID-19 Pandemic as a Push Factor]," Wirtschaftsdienst, Springer;ZBW - Leibniz Information Centre for Economics, vol. 101(9), pages 713-718, September.
    28. John (Jianqiu) Bai & Erik Brynjolfsson & Wang Jin & Sebastian Steffen & Chi Wan, 2021. "Digital Resilience: How Work-From-Home Feasibility Affects Firm Performance," NBER Working Papers 28588, National Bureau of Economic Research, Inc.
    29. Kong, Edward & Prinz, Daniel, 2020. "Disentangling policy effects using proxy data: Which shutdown policies affected unemployment during the COVID-19 pandemic?," Journal of Public Economics, Elsevier, vol. 189(C).
    30. Alexander Herzog-Stein & Patrick Nuess & Lennert Peede & Ulrike Stein, 2021. "Germanys Labour Market in Coronavirus Distress New Challenges to Safeguarding Employment," IMK Working Paper 209-2021, IMK at the Hans Boeckler Foundation, Macroeconomic Policy Institute.
    31. Per Kropp & Barbara Schwengler, 2016. "Three-Step Method for Delineating Functional Labour Market Regions," Regional Studies, Taylor & Francis Journals, vol. 50(3), pages 429-445, March.
    32. Juliana Oliveira-Cunha & Capucine Riom & Anna Valero, 2021. "The business response to Covid-19 one year on: findings from the second wave of the CEP-CBI survey on technology adoption," CEP Covid-19 Analyses cepcovid-19-024, Centre for Economic Performance, LSE.
    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. Axenbeck, Janna & Bertschek, Irene & Breithaupt, Patrick & Erdsiek, Daniel, 2023. "Firm digitalisation and mobility - Do Covid-19-related changes persist?," ZEW Discussion Papers 23-011, ZEW - Leibniz Centre for European Economic Research.
    2. Gathmann, Christina & Kagerl, Christian & Pohlan, Laura & Roth, Duncan H.W., 2023. "The Pandemic Push: Digital Technologies and Workforce Adjustments," IZA Discussion Papers 16062, Institute of Labor Economics (IZA).

    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. Hansen, Stephen & Lambert, Peter John & Bloom, Nicholas & Davis, Steven J. & Sadun, Raffaella & Taska, Bledi, 2023. "Remote Work across Jobs, Companies, and Space," IZA Discussion Papers 15980, Institute of Labor Economics (IZA).
    2. 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).
    3. Alipour, Jean-Victor & Fadinger, Harald & Schymik, Jan, 2021. "My home is my castle – The benefits of working from home during a pandemic crisis," Journal of Public Economics, Elsevier, vol. 196(C).
    4. Bamieh, Omar & Ziegler, Lennart, 2022. "Are remote work options the new standard? Evidence from vacancy postings during the COVID-19 crisis," Labour Economics, Elsevier, vol. 76(C).
    5. Jean-Victor Alipour & Harald Fadinger & Jan Schymik, 2020. "My Home Is my Castle – The Benefits of Working from Home During a Pandemic Crisis Evidence from Germany," ifo Working Paper Series 329, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    6. Oikonomou, Myrto & Pierri, Nicola & Timmer, Yannick, 2023. "IT shields: Technology adoption and economic resilience during the COVID-19 pandemic," Labour Economics, Elsevier, vol. 81(C).
    7. 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.
    8. Blanas, Sotiris & Oikonomou, Rigas, 2023. "COVID-induced economic uncertainty, tasks and occupational demand," Labour Economics, Elsevier, vol. 81(C).
    9. Coskun, Sena & Dauth, Wolfgang & Gartner, Hermann & Stops, Michael & Weber, Enzo, 2024. "Working from Home Increases Work-Home Distances," IZA Discussion Papers 16855, Institute of Labor Economics (IZA).
    10. Diego Rodríguez Rodríguez, 2020. "Teletrabajo, acceso a Internet y apoyo a la digitalización en el contexto del Covid-19," Fedea Economy Notes 2020-08, FEDEA.
    11. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    12. KITAGAWA Ritsu & KURODA Sachiko & OKUDAIRA Hiroko & OWAN Hideo, 2021. "Working from Home: Its Effects on Productivity and Mental Health," Discussion papers 21024, Research Institute of Economy, Trade and Industry (RIETI).
    13. Alexander Bick & Adam Blandin & Karel Mertens, 2023. "Work from Home before and after the COVID-19 Outbreak," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(4), pages 1-39, October.
    14. Pouliakas, Konstantinos, 2020. "Working at Home in Greece: Unexplored Potential at Times of Social Distancing?," IZA Discussion Papers 13408, Institute of Labor Economics (IZA).
    15. Nicola Pierri & Yannick Timmer, 2020. "IT Shields: Technology Adoption and Economic Resilience during the Covid-19 Pandemic," CESifo Working Paper Series 8720, CESifo.
    16. Jean-Victor Alipour & Oliver Falck & Simon Krause & Carla Krolage & Sebastian Wichert, 2022. "The Future of Work and Consumption in Cities after the Pandemic: Evidence from Germany," CESifo Working Paper Series 10000, CESifo.
    17. Gordon Betcherman & Nicholas Giannakopoulos & Ioannis Laliotis & Ioanna Pantelaiou & Mauro Testaverde & Giannis Tzimas, 2023. "The short-term impact of the 2020 pandemic lockdown on employment in Greece," Empirical Economics, Springer, vol. 65(3), pages 1273-1307, September.
    18. José Azar & Emiliano Huet-Vaughn & Ioana Marinescu & Bledi Taska & Till von Wachter, 2019. "Minimum Wage Employment Effects and Labor Market Concentration," NBER Working Papers 26101, National Bureau of Economic Research, Inc.
    19. Joshua D. Gottlieb & Avi Zenilman, 2020. "When Workers Travel: Nursing Supply During COVID-19 Surges," NBER Working Papers 28240, National Bureau of Economic Research, Inc.
    20. Holgersen, Henning & Jia, Zhiyang & Svenkerud, Simen, 2021. "Who and how many can work from home? Evidence from task descriptions," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 55, pages 1-4.

    More about this item

    Keywords

    COVID-19 crisis; Digitalisation; Employment; Information and communication technologies; Local labour markets; Short-time work; Working-from-home;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

    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:zbw:zewdip:22031. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/zemande.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.