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Will robot replace workers? Assessing the impact of robots on employment and wages with meta-analysis

Author

Listed:
  • Dario Guarascio
  • Alessandro Piccirillo
  • Jelena Reljic

Abstract

This study conducts a meta-analysis to assess the effects of robotization on employment and wages, compiling data from 33 studies with 644 estimates on employment and a subset of 19 studies with 195 estimates on wages. We identify a publication bias towards negative outcomes, especially concerning wages. After correcting for this bias, the actual impact appears minimal. Thus, concerns about the disruptive effects of robots on employment and the risk of widespread technological unemployment may be exaggerated or not yet empirically supported. While this does not preclude that robots will be capable of gaining greater disruptive potential in the future or that they are not already disruptive in specific contexts, the evidence to date suggests their aggregate effect is negligible.

Suggested Citation

  • Dario Guarascio & Alessandro Piccirillo & Jelena Reljic, 2024. "Will robot replace workers? Assessing the impact of robots on employment and wages with meta-analysis," CIMEO Working Paper Series 182, Centre for Investigation and Modelling of Experimental Observations (CIMEO).
  • Handle: RePEc:ter:wpaper:00182
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    References listed on IDEAS

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    1. Jay Dixon & Bryan Hong & Lynn Wu, 2021. "The Robot Revolution: Managerial and Employment Consequences for Firms," Management Science, INFORMS, vol. 67(9), pages 5586-5605, September.
    2. 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.
    3. John P. A. Ioannidis & T. D. Stanley & Hristos Doucouliagos, 2017. "The Power of Bias in Economics Research," Economic Journal, Royal Economic Society, vol. 127(605), pages 236-265, October.
    4. Tiago Neves Sequeira & Susana Garrido & Marcelo Santos, 2021. "Robots are not always bad for employment and wages," International Economics, CEPII research center, issue 167, pages 108-119.
    5. Stefan Jestl, 2022. "Industrial Robots, and Information and Communication Technology: The Employment Effects in EU Labour Markets," wiiw Working Papers 215, The Vienna Institute for International Economic Studies, wiiw.
    6. Georgios Petropoulos & David Pichler & Francesco Chiacchio, 2018. "The impact of industrial robots on EU employment and wages- A local labour market approach," Bruegel Working Papers 25186, Bruegel.
    7. David Card & Jochen Kluve & Andrea Weber, 2018. "What Works? A Meta Analysis of Recent Active Labor Market Program Evaluations," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 894-931.
    8. Jasmine Mondolo, 2022. "The composite link between technological change and employment: A survey of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1027-1068, September.
    9. Jung, Jin Hwa & Lim, Dong-Geon, 2020. "Industrial robots, employment growth, and labor cost: A simultaneous equation analysis," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    10. Tang, Chengjian & Huang, Keqi & Liu, Qiren, 2021. "Robots and skill-biased development in employment structure: Evidence from China," Economics Letters, Elsevier, vol. 205(C).
    11. Sotiris Blanas & Gino Gancia & Sang Yoon (Tim) Lee, 2019. "Who is afraid of machines?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 34(100), pages 627-690.
    12. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    13. Laura Barbieri & Chiara Mussida & Mariacristina Piva & Marco Vivarelli, 2019. "Testing the employment impact of automation, robots and AI: A survey and some methodological issues," DISCE - Working Papers del Dipartimento di Politica Economica dipe0006, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    14. 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).
    15. Bogliacino, Francesco & Pianta, Mario, 2010. "Innovation and Employment: a Reinvestigation using Revised Pavitt classes," Research Policy, Elsevier, vol. 39(6), pages 799-809, July.
    16. Dekle, Robert, 2020. "Robots and industrial labor: Evidence from Japan," Journal of the Japanese and International Economies, Elsevier, vol. 58(C).
    17. Krenz, Astrid & Prettner, Klaus & Strulik, Holger, 2021. "Robots, reshoring, and the lot of low-skilled workers," European Economic Review, Elsevier, vol. 136(C).
    18. Faber, Marius, 2020. "Robots and reshoring: Evidence from Mexican labor markets," Journal of International Economics, Elsevier, vol. 127(C).
    19. Doucouliagos, Hristos (Chris), 2011. "How large is large? Preliminary and relative guidelines for interpreting partial correlations in economics," Working Papers eco_2011_5, Deakin University, Department of Economics.
    20. Katja Mann & Lukas Püttmann, 2023. "Benign Effects of Automation: New Evidence from Patent Texts," The Review of Economics and Statistics, MIT Press, vol. 105(3), pages 562-579, May.
    21. Davide Dottori, 2021. "Robots and employment: evidence from Italy," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(2), pages 739-795, July.
    22. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    23. Finkelstein Shapiro, Alan & Mandelman, Federico S., 2021. "Digital adoption, automation, and labor markets in developing countries," Journal of Development Economics, Elsevier, vol. 151(C).
    24. Carbonero, Francesco. & Ernst, Ekkehard & Weber, Enzo., 2018. "Robots worldwide the impact of automation on employment and trade," ILO Working Papers 995008793402676, International Labour Organization.
    25. Fabiano Compagnucci & Andrea Gentili & Enzo Valentini & Mauro Gallegati, 2019. "Robotization and labour dislocation in the manufacturing sectors of OECD countries: a panel VAR approach," Applied Economics, Taylor & Francis Journals, vol. 51(57), pages 6127-6138, December.
    26. Armanda Cetrulo & Valeria Cirillo & Dario Guarascio, 2019. "Weaker jobs, weaker innovation. Exploring the effects of temporary employment on new products," Applied Economics, Taylor & Francis Journals, vol. 51(59), pages 6350-6375, December.
    27. José-Ignacio Antón & David Klenert & Enrique Fernández-Macías & Maria Cesira Urzì Brancati & Georgios Alaveras, 2022. "The labour market impact of robotisation in Europe," European Journal of Industrial Relations, , vol. 28(3), pages 317-339, September.
    28. Ge, Suqin & Zhou, Yu, 2020. "Robots, computers, and the gender wage gap," Journal of Economic Behavior & Organization, Elsevier, vol. 178(C), pages 194-222.
    29. Adriana D. Kugler & Maurice Kugler & Laura Ripani & Rodimiro Rodrigo, 2020. "U.S. Robots and their Impacts in the Tropics: Evidence from Colombian Labor Markets," NBER Working Papers 28034, National Bureau of Economic Research, Inc.
    30. Tomas Havranek & Zuzana Irsova & Olesia Zeynalova, 2018. "Tuition Fees and University Enrolment: A Meta‐Regression Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 80(6), pages 1145-1184, December.
    31. Heimberger, Philipp, 2021. "Corporate tax competition: A meta-analysis," European Journal of Political Economy, Elsevier, vol. 69(C).
    32. George J. Borjas & Richard B. Freeman, 2019. "From Immigrants to Robots: The Changing Locus of Substitutes for Workers," NBER Working Papers 25438, National Bureau of Economic Research, Inc.
    33. Gechert, Sebastian & Heimberger, Philipp, 2022. "Do corporate tax cuts boost economic growth?," European Economic Review, Elsevier, vol. 147(C).
    34. Gravina, Antonio Francesco & Pappalardo, Maria Rosaria, 2022. "Are robots in rich countries a threat for employment in emerging economies?," Economics Letters, Elsevier, vol. 221(C).
    35. (Maggie) Fu, Xiaoqing & Bao, Qun & Xie, Hongjun & Fu, Xiaolan, 2021. "Diffusion of industrial robotics and inclusive growth: Labour market evidence from cross country data," Journal of Business Research, Elsevier, vol. 122(C), pages 670-684.
    36. Cazachevici, Alina & Havranek, Tomas & Horvath, Roman, 2020. "Remittances and economic growth: A meta-analysis," World Development, Elsevier, vol. 134(C).
    37. Balsmeier, Benjamin & Woerter, Martin, 2019. "Is this time different? How digitalization influences job creation and destruction," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    38. Reljic, Jelena & Cirillo, Valeria & Guarascio, Dario, 2023. "Regimes of robotization in Europe," Economics Letters, Elsevier, vol. 232(C).
    39. 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).
    40. Nancey Green Leigh & Benjamin Kraft & Heonyeong Lee, 2020. "Robots, skill demand and manufacturing in US regional labour markets," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 13(1), pages 77-97.
    41. 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.
    42. Fabien Petit & Florencia Jaccoud & Tommaso Ciarli, 2023. "Heterogeneous Adjustments of Labor Markets to Automation Technologies," CESifo Working Paper Series 10237, CESifo.
    43. 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.
    44. Rodimiro Rodrigo, 2022. "Robot Adoption, Organizational Capital and the Productivity Paradox," Working Papers gueconwpa~22-22-03, Georgetown University, Department of Economics.
    45. 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.
    46. Dosi, G. & Piva, M. & Virgillito, M.E. & Vivarelli, M., 2021. "Embodied and disembodied technological change: The sectoral patterns of job-creation and job-destruction," Research Policy, Elsevier, vol. 50(4).
    47. Ballestar, María Teresa & Díaz-Chao, Ángel & Sainz, Jorge & Torrent-Sellens, Joan, 2020. "Knowledge, robots and productivity in SMEs: Explaining the second digital wave," Journal of Business Research, Elsevier, vol. 108(C), pages 119-131.
    48. Pouliakas, Konstantinos, 2018. "Determinants of Automation Risk in the EU Labour Market: A Skills-Needs Approach," IZA Discussion Papers 11829, IZA Network @ LISER.
    49. Philipp Heimberger, 2022. "Does economic globalisation promote economic growth? A meta‐analysis," The World Economy, Wiley Blackwell, vol. 45(6), pages 1690-1712, June.
    50. Schmidpeter, Bernhard & Winter-Ebmer, Rudolf, 2021. "Automation, unemployment, and the role of labor market training," European Economic Review, Elsevier, vol. 137(C).
    51. Philipp Heimberger, 2023. "Do higher public debt levels reduce economic growth?," Journal of Economic Surveys, Wiley Blackwell, vol. 37(4), pages 1061-1089, September.
    52. Chris Doucouliagos & T.D. Stanley, 2013. "Are All Economic Facts Greatly Exaggerated? Theory Competition And Selectivity," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 316-339, April.
    53. Stemmler, Henry, 2023. "Automated Deindustrialization: How Global Robotization Affects Emerging Economies—Evidence from Brazil," World Development, Elsevier, vol. 171(C).
    54. 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.
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    Keywords

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    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
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • 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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