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Ageing of routine jobs in Europe

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  • Lewandowski, Piotr
  • Keister, Roma
  • Hardy, Wojciech
  • Górka, Szymon

Abstract

We study how the de-routinisation of jobs affects workers at different ages in 12 European countries. We combine O*NET occupation content data with EU-LFS individual data for the 1998–2015 period to construct five task content measures: non-routine cognitive analytical, non-routine cognitive interpersonal, routine cognitive, routine manual, and non-routine manual physical. We find that the shift away from routine work and toward non-routine work occurred much faster among workers aged between 25 and 44 than among older workers. In the majority of countries, the ageing of the workforce occurred more quickly in occupations that were initially more routine-intensive, as the share of older workers in these occupations was rising and the share of young workers declining. At the same time, the unemployment risk related to the routine task intensity was increasing, especially among individuals between the ages of 15 and 34, and to a larger extent in countries with fast ICT capital growth and in countries not increasing their participation in global value chains.

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  • Lewandowski, Piotr & Keister, Roma & Hardy, Wojciech & Górka, Szymon, 2020. "Ageing of routine jobs in Europe," Economic Systems, Elsevier, vol. 44(4).
    • Handle: RePEc:eee:ecosys:v:44:y:2020:i:4:s0939362518303480
    DOI: 10.1016/j.ecosys.2020.100816
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    1. Omar S. Arias & Carolina Sánchez-Páramo & María E. Dávalos & Indhira Santos & Erwin R. Tiongson & Carola Gruen & Natasha de Andrade Falcão & Gady Saiovici & Cesar A. Cancho, 2014. "Back to Work : Growing with Jobs in Europe and Central Asia," World Bank Publications - Books, The World Bank Group, number 16570, December.
    2. Richard Desjardins & Arne Jonas Warnke, 2012. "Ageing and Skills: A Review and Analysis of Skill Gain and Skill Loss Over the Lifespan and Over Time," OECD Education Working Papers 72, OECD Publishing.
    3. David Autor & David Dorn, 2009. "This Job Is "Getting Old": Measuring Changes in Job Opportunities Using Occupational Age Structure," American Economic Review, American Economic Association, vol. 99(2), pages 45-51, May.
    4. Guy Michaels & Ashwini Natraj & John Van Reenen, 2010. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over 25 Years," CEP Discussion Papers dp0987, Centre for Economic Performance, LSE.
    5. Per-Anders Edin & Tiernan Evans & Georg Graetz & Sofia Hernnäs & Guy Michaels, 2023. "Individual Consequences of Occupational Decline," The Economic Journal, Royal Economic Society, vol. 133(654), pages 2178-2209.
    6. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    7. 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.
    8. Ronald Bachmann & Merve Cim & Colin Green, 2019. "Long‐Run Patterns of Labour Market Polarization: Evidence from German Micro Data," British Journal of Industrial Relations, London School of Economics, vol. 57(2), pages 350-376, June.
    9. Südekum, Jens & Dauth, Wolfgang & Findeisen, Sebastian & Woessner, Nicole, 2017. "German Robots – The Impact of Industrial Robots on Workers," CEPR Discussion Papers 12306, C.E.P.R. Discussion Papers.
    10. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    11. Siliverstovs, Boriss & Kholodilin, Konstantin A. & Thiessen, Ulrich, 2011. "Does aging influence structural change? Evidence from panel data," Economic Systems, Elsevier, vol. 35(2), pages 244-260, June.
    12. Bor-Yi Huang & Cho-Min Lin & Chien-Ming Huang, 2011. "The Influences of Ownership Structure: evidence from China," Journal of Developing Areas, Tennessee State University, College of Business, vol. 45(1), pages 209-227, July-Dece.
    13. Maya Eden & Paul Gaggl, 2020. "Do Poor Countries Really Need More IT?," The World Bank Economic Review, World Bank, vol. 34(1), pages 48-62.
    14. Andrea Salvatori, 2018. "The anatomy of job polarisation in the UK," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 52(1), pages 1-15, December.
    15. Jason M. Fletcher & Jody L. Sindelar, 2009. "Estimating Causal Effects of Early Occupational Choice on Later Health: Evidence Using the PSID," NBER Working Papers 15256, National Bureau of Economic Research, Inc.
    16. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2006. "The Polarization of the U.S. Labor Market," American Economic Review, American Economic Association, vol. 96(2), pages 189-194, May.
    17. 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.
    18. Manoli, Dayanand & Weber, Andrea, 2016. "The Effects of the Early Retirement Age on Retirement Decisions," IZA Discussion Papers 10154, Institute of Labor Economics (IZA).
    19. 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, November.
    20. Guido Matias Cortes, 2016. "Where Have the Middle-Wage Workers Gone? A Study of Polarization Using Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 34(1), pages 63-105.
    21. Andrea Bassanini & Romain Duval, 2009. "Unemployment, institutions, and reform complementarities: re-assessing the aggregate evidence for OECD countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 25(1), pages 40-59, Spring.
    22. 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.
    23. Oesch, Daniel, 2013. "Occupational Change in Europe: How Technology and Education Transform the Job Structure," OUP Catalogue, Oxford University Press, number 9780199680962, Decembrie.
    24. Vahagn Jerbashian, 2019. "Automation and Job Polarization: On the Decline of Middling Occupations in Europe," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 81(5), pages 1095-1116, October.
    25. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    26. 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.
    27. 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.
    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. Michael J. Handel, 2012. "Trends in Job Skill Demands in OECD Countries," OECD Social, Employment and Migration Working Papers 143, OECD Publishing.
    30. Alexandra Spitz-Oener, 2006. "Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 235-270, April.
    31. repec:iab:iabjlr:v:52:i:1:p:art.8 is not listed on IDEAS
    32. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    33. 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.
    34. Aedo, Cristian & Hentschel, Jesko & Luque, Javier & Moreno, Martin, 2013. "From occupations to embedded skills : a cross-country comparison," Policy Research Working Paper Series 6560, The World Bank.
    35. Andrea Salvatori, 2018. "The anatomy of job polarisation in the UK," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 52(1), pages 1-15, December.
    36. Dicarlo, Emanuele & Lo Bello, Salvatore & Monroy-Taborda, Sebastian & Oviedo, Ana Maria & Sanchez Puerta, Maria Laura & Santos, Indhira, 2016. "The Skill Content of Occupations across Low and Middle Income Countries: Evidence from Harmonized Data," IZA Discussion Papers 10224, Institute of Labor Economics (IZA).
    37. Maurizio Bussolo & Maria E. Davalos & Vito Peragine & Ramya Sundaram, 2018. "Toward a New Social Contract," World Bank Publications - Books, The World Bank Group, number 30393, December.
    38. Dauth, Wolfgang & Findeisen, Sebastian & Südekum, Jens & Wößner, Nicole, 2017. "German robots - the impact of industrial robots on workers," IAB-Discussion Paper 201730, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
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    3. Bachmann, Ronald & Gonschor, Myrielle & Lewandowski, Piotr & Madoń, Karol, 2022. "The impact of robots on labour market transitions in Europe," Ruhr Economic Papers 933, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen, revised 2022.
    4. Albinowski, Maciej & Lewandowski, Piotr, 2022. "The Impact of ICT and Robots on Labour Market Outcomes of Demographic Groups in Europe," IZA Discussion Papers 15752, Institute of Labor Economics (IZA).
    5. Piotr Lewandowski & Katarzyna Lipowska & Mateusz Smoter, 2022. "Mismatch in preferences for working from home – evidence from discrete choice experiments with workers and employers," IBS Working Papers 05/2022, Instytut Badan Strukturalnych.
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    More about this item

    Keywords

    Task content of jobs; Deroutinisation; Occupational change; Technological change; O*NET;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • 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

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