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The impact of Robots on Labour market transitions in Europe

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  • Bachmann, Ronald
  • Gonschor, Myrielle
  • Lewandowski, Piotr
  • Madoń, Karol

Abstract

We study the effects of robot exposure on worker flows in 16 European countries between 2000 and 2017. Overall, we find small negative effects on job separations and no effects on job findings. We detect significant cross-country differences and find that labour costs are a major driver: the effects of robot exposure are generally larger in absolute terms in countries with relatively low or average levels of labour costs than in countries with high levels of labour costs. These effects are particularly pronounced for workers in occupations intensive in routine manual or routine cognitive tasks but are insignificant in occupations intensive in non-routine cognitive tasks. A counterfactual analysis suggests that robot adoption increased employment and reduced unemployment, especially in European countries with relatively low or average levels of labour costs, and that these effects were driven mainly by lower job separations.

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  • Bachmann, Ronald & Gonschor, Myrielle & Lewandowski, Piotr & Madoń, Karol, 2024. "The impact of Robots on Labour market transitions in Europe," Structural Change and Economic Dynamics, Elsevier, vol. 70(C), pages 422-441.
  • Handle: RePEc:eee:streco:v:70:y:2024:i:c:p:422-441
    DOI: 10.1016/j.strueco.2024.05.005
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    as
    1. Marco Vivarelli, 2014. "Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature," Journal of Economic Issues, Taylor & Francis Journals, vol. 48(1), pages 123-154.
    2. Baumgarten, Daniel & Geishecker, Ingo & Görg, Holger, 2013. "Offshoring, tasks, and the skill-wage pattern," European Economic Review, Elsevier, vol. 61(C), pages 132-152.
    3. Nikolova, Milena & Cnossen, Femke & Nikolaev, Boris, 2024. "Robots, meaning, and self-determination," Research Policy, Elsevier, vol. 53(5).
    4. Blanchard, Olivier & Wolfers, Justin, 2000. "The Role of Shocks and Institutions in the Rise of European Unemployment: The Aggregate Evidence," Economic Journal, Royal Economic Society, vol. 110(462), pages 1-33, March.
    5. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2021. "Threats and opportunities in the digital era: Automation spikes and employment dynamics," Research Policy, Elsevier, vol. 50(7).
    6. Daron Acemoglu & Claire Lelarge & Pascual Restrepo, 2020. "Competing with Robots: Firm-Level Evidence from France," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 383-388, May.
    7. Karina Doorley & Jan Gromadzki & Piotr Lewandowski & Dora Tuda & Philippe Van Kerm, 2023. "Automation and income inequality in Europe," LISER Working Paper Series 2023-11, Luxembourg Institute of Socio-Economic Research (LISER).
    8. Hyunbae Chun, 2003. "Information Technology and the Demand for Educated Workers: Disentangling the Impacts of Adoption versus Use," The Review of Economics and Statistics, MIT Press, vol. 85(1), pages 1-8, February.
    9. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum & Nicole Woessner, 2021. "The Adjustment of Labor Markets to Robots [“Skills, Tasks and Technologies: Implications for Employment and Earnings]," Journal of the European Economic Association, European Economic Association, vol. 19(6), pages 3104-3153.
    10. Avraham Ebenstein & Ann Harrison & Margaret McMillan & Shannon Phillips, 2022. "Estimating The Impact Of Trade And Offshoring On American Workers Using The Current Population Surveys," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 12, pages 275-289, World Scientific Publishing Co. Pte. Ltd..
    11. Fonseca, Tiago & Lima, Francisco & Pereira, Sonia C., 2018. "Job polarization, technological change and routinization: Evidence for Portugal," Labour Economics, Elsevier, vol. 51(C), pages 317-339.
    12. Lars Sondergaard & Mamta Murthi & Dina Abu-Ghaida & Christian Bodewig & Jan Rutkowski, 2012. "Skills, Not Just Diplomas : Managing Education for Results in Eastern Europe and Central Asia," World Bank Publications - Books, The World Bank Group, number 2368.
    13. Ronald Bachmann & Rahel Felder, 2021. "Correction to: Labour market transitions, shocks and institutions in turbulent times: a cross-country analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 48(3), pages 801-802, August.
    14. 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.
    15. Albinowski, Maciej & Lewandowski, Piotr, 2024. "The impact of ICT and robots on labour market outcomes of demographic groups in Europe," Labour Economics, Elsevier, vol. 87(C).
    16. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    17. Grodzicki, Maciej J. & Skrzypek, Jurand, 2020. "Cost-competitiveness and structural change in value chains – vertically-integrated analysis of the European automotive sector," Structural Change and Economic Dynamics, Elsevier, vol. 55(C), pages 276-287.
    18. Terry Gregory & Anna Salomons & Ulrich Zierahn, 2022. "Racing With or Against the Machine? Evidence on the Role of Trade in Europe," Journal of the European Economic Association, European Economic Association, vol. 20(2), pages 869-906.
    19. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    20. Michael J. Handel, 2012. "Trends in Job Skill Demands in OECD Countries," OECD Social, Employment and Migration Working Papers 143, OECD Publishing.
    21. Julián Messina & Giovanna Vallanti, 2007. "Job Flow Dynamics and Firing Restrictions: Evidence from Europe," Economic Journal, Royal Economic Society, vol. 117(521), pages 279-301, June.
    22. repec:ags:aaea22:335879 is not listed on IDEAS
    23. Fernández-Macías, Enrique & Klenert, David & Antón, José-Ignacio, 2021. "Not so disruptive yet? Characteristics, distribution and determinants of robots in Europe," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 76-89.
    24. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    25. Kostøl, Fredrik B. & Svarstad, Elin, 2023. "Trade Unions and the Process of Technological Change," Labour Economics, Elsevier, vol. 84(C).
    26. Costas Cavounidis & Kevin Lang, 2020. "Ben-Porath Meets Lazear: Microfoundations for Dynamic Skill Formation," Journal of Political Economy, University of Chicago Press, vol. 128(4), pages 1405-1435.
    27. Lewandowski, Piotr & Keister, Roma & Hardy, Wojciech & Górka, Szymon, 2020. "Ageing of routine jobs in Europe," Economic Systems, Elsevier, vol. 44(4).
    28. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    29. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
    30. de Vries, Gaaitzen J. & Gentile, Elisabetta & Miroudot, Sébastien & Wacker, Konstantin M., 2020. "The rise of robots and the fall of routine jobs," Labour Economics, Elsevier, vol. 66(C).
    31. David Klenert & Enrique Fernández-Macías & José-Ignacio Antón, 2023. "Do robots really destroy jobs? Evidence from Europe," Economic and Industrial Democracy, Department of Economic History, Uppsala University, Sweden, vol. 44(1), pages 280-316, February.
    32. Fillmore, Ian & Hall, Jonathan D., 2021. "Technological change and obsolete skills: Evidence from men’s professional tennis," Labour Economics, Elsevier, vol. 73(C).
    33. Daron Acemoglu & Pascual Restrepo, 2022. "Tasks, Automation, and the Rise in U.S. Wage Inequality," Econometrica, Econometric Society, vol. 90(5), pages 1973-2016, September.
    34. Piotr Lewandowski & Albert Park & Wojciech Hardy & Yang Du & Saier Wu, 2022. "Erratum to: Technology, Skills, and Globalization: Explaining International Differences in Routine and Nonroutine Work Using Survey Data," The World Bank Economic Review, World Bank, vol. 36(3), pages 801-801.
    35. Leibrecht, Markus & Scharler, Johann & Zhoufu, Yan, 2023. "Automation and unemployment: Does collective bargaining moderate their association?," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 264-276.
    36. Mirella Damiani & Fabrizio Pompei & Alfred Kleinknecht, 2023. "Robots, skills and temporary jobs: evidence from six European countries," Industry and Innovation, Taylor & Francis Journals, vol. 30(8), pages 1060-1109, September.
    37. Shigeru Fujita & Garey Ramey, 2009. "The Cyclicality Of Separation And Job Finding Rates," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(2), pages 415-430, May.
    38. Piotr Lewandowski & Albert Park & Wojciech Hardy & Yang Du & Saier Wu, 2022. "Technology, Skills, and Globalization: Explaining International Differences in Routine and Nonroutine Work Using Survey Data," The World Bank Economic Review, World Bank, vol. 36(3), pages 687-708.
    39. Fana, Marta & Villani, Davide, 2022. "Decomposing the Automotive Supply Chain: Employment, Value Added and Occupational Structure," Structural Change and Economic Dynamics, Elsevier, vol. 62(C), pages 407-419.
    40. Zhi Wang & Shang-Jin Wei & Xinding Yu & Kunfu Zhu, 2017. "Measures of Participation in Global Value Chains and Global Business Cycles," NBER Working Papers 23222, National Bureau of Economic Research, Inc.
    41. Bellak, Christian & Leibrecht, Markus & Riedl, Aleksandra, 2008. "Labour costs and FDI flows into Central and Eastern European Countries: A survey of the literature and empirical evidence," Structural Change and Economic Dynamics, Elsevier, vol. 19(1), pages 17-37, March.
    42. Flavio Calvino & Maria Enrica Virgillito, 2018. "The Innovation†Employment Nexus: A Critical Survey Of Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 83-117, February.
    43. Ronald Bachmann & Daniel Baumgarten & Joel Stiebale, 2014. "Foreign direct investment, heterogeneous workers and employment security: Evidence from Germany," Canadian Journal of Economics, Canadian Economics Association, vol. 47(3), pages 720-757, August.
    44. Ronald Bachmann & Rahel Felder, 2021. "Labour market transitions, shocks and institutions in turbulent times: a cross-country analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 48(2), pages 329-352, May.
    45. Wolfgang Lechthaler, 2013. "Downwards Wage Rigidity, Endogenous Separations And Firm Training," Bulletin of Economic Research, Wiley Blackwell, vol. 65(4), pages 389-404, October.
    46. Duan, Dingyun & Chen, Shaojian & Feng, Zongxian & Li, Jun, 2023. "Industrial robots and firm productivity," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 388-406.
    47. Wojciech Hardy & Roma Keister & Piotr Lewandowski, 2018. "Educational upgrading, structural change and the task composition of jobs in Europe," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 26(2), pages 201-231, April.
    48. Krzywdzinski, Martin, 2017. "Automation, skill requirements and labour-use strategies: high-wage and low-wage approaches to high-tech manufacturing in the automotive industry," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 32(3), pages 247-267.
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    Cited by:

    1. Albinowski, Maciej & Lewandowski, Piotr, 2024. "The impact of ICT and robots on labour market outcomes of demographic groups in Europe," Labour Economics, Elsevier, vol. 87(C).
    2. Anna Matysiak & Daniela Bellani & Honorata Bogusz, 2023. "Industrial Robots and Regional Fertility in European Countries," European Journal of Population, Springer;European Association for Population Studies, vol. 39(1), pages 1-36, December.
    3. Fabien Petit & Florencia Jaccoud & Tommaso Ciarli, 2023. "Heterogeneous Adjustments of Labor Markets to Automation Technologies," CESifo Working Paper Series 10237, CESifo.
    4. Anna Matysiak & Daniela Bellani & Honorata Bogusz, 2022. "Industrial robots and fertility in European countries," Working Papers 2022-26, Faculty of Economic Sciences, University of Warsaw.

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    More about this item

    Keywords

    Robots; Technological change; Tasks; Labour market effects; Europe;
    All these keywords.

    JEL classification:

    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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