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Robots, Meaning, and Self-Determination

Author

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  • Nikolova, Milena

    (University of Groningen)

  • Cnossen, Femke

    (University of Groningen)

  • Nikolaev, Boris

    (Colorado State University)

Abstract

This paper is the first to examine the impact of robotization on work meaningfulness and autonomy, competence, and relatedness, which are essential to motivation and well-being at work. Drawing on surveys from workers and industry-specific robotization data across 14 industries in 20 European countries from 2005 to 2021, our analysis reveals a consistent negative impact of robotization on perceived work meaningfulness and autonomy. Using instrumental variables, we find that doubling robotization correlates with a 0.9% decrease in work meaningfulness and a 1% decrease in autonomy. To put this in perspective, aligning the robotization intensity of the top five industry with the leading industry's robotization level in 2020—which would mean a 7.5-fold increase—would lead to a 6.8% reduction in work meaningfulness and a 7.5% reduction in autonomy. The link between robotization, competence, and relatedness is also negative but less robust. We also examine how tasks, skills, and socio-demographic characteristics moderate the relationship. We find that workers with routine tasks drive the negative effects of robotization on autonomy. However, we also discover that engaging in social tasks and utilizing computers as tools for independent work can help workers maintain a sense of autonomy in industries and job roles that adopt robots. Our results highlight that by deteriorating work meaningfulness and self-determination, robotization can impact work life above and beyond its consequences for employment and wages.

Suggested Citation

  • Nikolova, Milena & Cnossen, Femke & Nikolaev, Boris, 2023. "Robots, Meaning, and Self-Determination," IZA Discussion Papers 16656, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp16656
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    1. Jurkat Anne & Klump Rainer & Schneider Florian, 2022. "Tracking the Rise of Robots: The IFR Database," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 242(5-6), pages 669-689, December.
    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. Gorny, Paul M. & Woodard, Ritchie C., 2020. "Don't Fear the Robots: Automatability and Job Satisfaction," MPRA Paper 103424, University Library of Munich, Germany.
    4. Reichert, Arndt R. & Tauchmann, Harald, 2017. "Workforce reduction, subjective job insecurity, and mental health," Journal of Economic Behavior & Organization, Elsevier, vol. 133(C), pages 187-212.
    5. Autor, David H., 2013. "The "task approach" to labor markets : an overview," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 185-199.
    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. Milena Nikolova & Boris Nikolaev & Olga Popova, 2021. "The perceived well-being and health costs of exiting self-employment," Small Business Economics, Springer, vol. 57(4), pages 1819-1836, December.
    8. Nikolova, Milena & Cnossen, Femke, 2020. "What makes work meaningful and why economists should care about it," Labour Economics, Elsevier, vol. 65(C).
    9. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    10. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    11. repec:hal:spmain:info:hdl:2441/170cd4sul89ddpnfuomvfm0jc0 is not listed on IDEAS
    12. 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.
    13. Christopher Huckfeldt, 2022. "Understanding the Scarring Effect of Recessions," American Economic Review, American Economic Association, vol. 112(4), pages 1273-1310, April.
    14. 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.
    15. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    16. Gihleb, Rania & Giuntella, Osea & Stella, Luca & Wang, Tianyi, 2022. "Industrial robots, Workers’ safety, and health," Labour Economics, Elsevier, vol. 78(C).
    17. 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.
    18. Lordan, Grace & Stringer, Eliza-Jane, 2022. "People versus machines: The impact of being in an automatable job on Australian worker’s mental health and life satisfaction," Economics & Human Biology, Elsevier, vol. 46(C).
    19. Philippe Aghion & Céline Antonin & Simon Bunel & Xavier Jaravel, 2020. "What Are the Labor and Product Market Effects of Automation? New Evidence from France," SciencePo Working papers Main hal-03403062, HAL.
    20. 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.
    21. Aksoy, Cevat Giray & Özcan, Berkay & Philipp, Julia, 2021. "Robots and the gender pay gap in Europe," European Economic Review, Elsevier, vol. 134(C).
    22. Belloc, Filippo & Burdin, Gabriel & Cattani, Luca & Ellis, William & Landini, Fabio, 2022. "Coevolution of job automation risk and workplace governance," Research Policy, Elsevier, vol. 51(3).
    23. Henrik Schwabe & Fulvio Castellacci, 2020. "Automation, workers’ skills and job satisfaction," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-26, November.
    24. Castellacci, Fulvio & Tveito, Vegard, 2018. "Internet use and well-being: A survey and a theoretical framework," Research Policy, Elsevier, vol. 47(1), pages 308-325.
    25. Uri Simonsohn & Joseph P. Simmons & Leif D. Nelson, 2020. "Specification curve analysis," Nature Human Behaviour, Nature, vol. 4(11), pages 1208-1214, November.
    26. Michael Barrett & Eivor Oborn & Wanda J. Orlikowski & JoAnne Yates, 2012. "Reconfiguring Boundary Relations: Robotic Innovations in Pharmacy Work," Organization Science, INFORMS, vol. 23(5), pages 1448-1466, October.
    27. Bekhtiar, Karim & Bittschi, Benjamin & Sellner, Richard, 2021. "Robots at Work? Pitfalls of Industry Level Data," IHS Working Paper Series 30, Institute for Advanced Studies.
    28. O'Brien, Rourke & Bair, Elizabeth F. & Venkataramani, Atheendar S., 2022. "Death by Robots? Automation and Working-Age Mortality in the United States," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 59(2), pages 607-628.
    29. Christian Gunadi & Hanbyul Ryu, 2021. "Does the rise of robotic technology make people healthier?," Health Economics, John Wiley & Sons, Ltd., vol. 30(9), pages 2047-2062, September.
    30. Diego Anzoategui & Diego Comin & Mark Gertler & Joseba Martinez, 2019. "Endogenous Technology Adoption and R&D as Sources of Business Cycle Persistence," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(3), pages 67-110, July.
    31. Patel, Pankaj C. & Devaraj, Srikant & Hicks, Michael J. & Wornell, Emily J., 2018. "County-level job automation risk and health: Evidence from the United States," Social Science & Medicine, Elsevier, vol. 202(C), pages 54-60.
    32. 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).
    33. Uri Simonsohn & Joseph P. Simmons & Leif D. Nelson, 2020. "Publisher Correction: Specification curve analysis," Nature Human Behaviour, Nature, vol. 4(11), pages 1215-1215, November.
    34. 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.
    35. Ariely, Dan & Kamenica, Emir & Prelec, Drazen, 2008. "Man's search for meaning: The case of Legos," Journal of Economic Behavior & Organization, Elsevier, vol. 67(3-4), pages 671-677, September.
    36. Melanie Arntz & Terry Gregory & Ulrich Zierahn, 2016. "The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis," OECD Social, Employment and Migration Working Papers 189, OECD Publishing.
    37. Milena Nikolova & Sinem H. Ayhan, 2019. "Your spouse is fired! How much do you care?," Journal of Population Economics, Springer;European Society for Population Economics, vol. 32(3), pages 799-844, July.
    38. Kenneth A. Couch & Dana W. Placzek, 2010. "Earnings Losses of Displaced Workers Revisited," American Economic Review, American Economic Association, vol. 100(1), pages 572-589, March.
    39. Lea Cassar & Stephan Meier, 2018. "Nonmonetary Incentives and the Implications of Work as a Source of Meaning," Journal of Economic Perspectives, American Economic Association, vol. 32(3), pages 215-238, Summer.
    40. Janine Berg & Francis Green & Laura Nurski & David A Spencer, 2023. "Risks to job quality from digital technologies: Are industrial relations in Europe ready for the challenge?," European Journal of Industrial Relations, , vol. 29(4), pages 347-365, December.
    41. Battisti, Michele & Gravina, Antonio Francesco, 2021. "Do robots complement or substitute for older workers?," Economics Letters, Elsevier, vol. 208(C).
    42. Patel, Pankaj C. & Wolfe, Marcus T., 2020. "Not all paths lead to Rome: Self-employment, wellness beliefs, and well-being," Journal of Business Venturing Insights, Elsevier, vol. 14(C).
    43. Spencer, David A., 2023. "Technology and work: Past lessons and future directions," Technology in Society, Elsevier, vol. 74(C).
    44. Erik Brynjolfsson & Tom Mitchell & Daniel Rock, 2018. "What Can Machines Learn, and What Does It Mean for Occupations and the Economy?," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 43-47, May.
    45. Marc F. Bellemare & Casey J. Wichman, 2020. "Elasticities and the Inverse Hyperbolic Sine Transformation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(1), pages 50-61, February.
    46. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    47. Andrew E. Clark, 2015. "What makes a good job? Job quality and job satisfaction," IZA World of Labor, Institute of Labor Economics (IZA), pages 215-215, December.
    48. Kesternich, Iris & Schumacher, Heiner & Siflinger, Bettina & Schwarz, Stefan, 2021. "Money or meaning? Labor supply responses to work meaning of employed and unemployed individuals," European Economic Review, Elsevier, vol. 137(C).
    49. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2017. "Revisiting the risk of automation," Economics Letters, Elsevier, vol. 159(C), pages 157-160.
    50. repec:hal:spmain:info:hdl:2441/3n1gbsj6rs80ipqv9d42nfd0ge is not listed on IDEAS
    51. Pajarinen, Mika & Rouvinen, Petri, 2014. "Computerization Threatens One Third of Finnish Employment," ETLA Brief 22, The Research Institute of the Finnish Economy.
    52. 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.
    53. Alexandre Georgieff & Anna Milanez, 2021. "What happened to jobs at high risk of automation?," OECD Social, Employment and Migration Working Papers 255, OECD Publishing.
    54. James Bessen & Maarten Goos & Anna Salomons & Wiljan van den Berge, 2020. "Firm-Level Automation: Evidence from the Netherlands," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 389-393, May.
    55. Joel Mokyr & Chris Vickers & Nicolas L. Ziebarth, 2015. "The History of Technological Anxiety and the Future of Economic Growth: Is This Time Different?," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 31-50, Summer.
    56. Ljubica Nedelkoska & Glenda Quintini, 2018. "Automation, skills use and training," OECD Social, Employment and Migration Working Papers 202, OECD Publishing.
    57. Osea Giuntella & Yi Lu & Tianyi Wang, 2022. "How do Workers and Households Adjust to Robots? Evidence from China," NBER Working Papers 30707, National Bureau of Economic Research, Inc.
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    Cited by:

    1. Doorley, Karina & Gromadzki, Jan & Lewandowski, Piotr & Tuda, Dora & Van Kerm, Philippe, 2023. "Automation and Income Inequality in Europe," IZA Discussion Papers 16499, Institute of Labor Economics (IZA).
    2. Nikolova, Milena & Lepinteur, Anthony & Cnossen, Femke, 2023. "Just Another Cog in the Machine? A Worker-Level View of Robotization and Tasks," IZA Discussion Papers 16610, Institute of Labor Economics (IZA).
    3. Cnossen, Femke & Nikolova, Milena, 2024. "Work Meaningfulness and Effort," GLO Discussion Paper Series 1476, Global Labor Organization (GLO).
    4. Piotr Lewandowski & Wojciech Szymczak, 2024. "Automation, Trade Unions and Involuntary Atypical Employment," IBS Working Papers 02/2024, Instytut Badan Strukturalnych.

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    More about this item

    Keywords

    work meaningfulness; self-determination theory; robotization; automation;
    All these keywords.

    JEL classification:

    • J01 - Labor and Demographic Economics - - General - - - Labor Economics: General
    • J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General
    • J32 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Nonwage Labor Costs and Benefits; Retirement Plans; Private Pensions
    • J81 - Labor and Demographic Economics - - Labor Standards - - - Working Conditions
    • I30 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - General
    • I31 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - General Welfare, Well-Being
    • M50 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Personnel Economics - - - General

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