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Are more automatable jobs less satisfying?

Author

Listed:
  • Arthur Jacobs
  • Elsy Verhofstadt
  • Luc Van Ootegem

Abstract

We investigate whether the characteristics which render a job more likely to disappear due to automation also make that job less satisfying. The literature on automation offers convincing reasons infavour of this hypothesis, but it has not been empirically tested before. We use a widely-established, occupation-level measure of automatability and find that more automatable jobs are indeed significantly less satisfying using data from the European Working Conditions Survey. The effect is sizeableand robust to controlling for a wide range of individual-level variables and job-context variables. Our finding suggests that more automatable occupations are less satisfying because of their inherent nature (i.e. the nature of the tasks required for the performance of that occupation). We conduct a mediation analysis and find that the smaller creative intelligence requirement related to automatable occupations is the most important reason for their lower job satisfaction. We discuss to what extent these economy-wide findings translate to the level of the individual worker, in the context of a labor market segmented by education level.

Suggested Citation

  • Arthur Jacobs & Elsy Verhofstadt & Luc Van Ootegem, 2023. "Are more automatable jobs less satisfying?," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 23/1059, Ghent University, Faculty of Economics and Business Administration.
  • Handle: RePEc:rug:rugwps:23/1059
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    References listed on IDEAS

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    1. Peter-Cookey, Mayowa Abiodun & Janyam, Kanda, 2017. "Reaping just what is sown: Low-skills and low-productivity of informal economy workers and the skill acquisition process in developing countries," International Journal of Educational Development, Elsevier, vol. 56(C), pages 11-27.
    2. Maya Eden & Paul Gaggl, 2018. "On the Welfare Implications of Automation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 29, pages 15-43, July.
    3. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    4. 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.
    5. Kim, Ji-Hyun, 2003. "Assessing practical significance of the proportional odds assumption," Statistics & Probability Letters, Elsevier, vol. 65(3), pages 233-239, November.
    6. Jaimovich, Nir & Saporta-Eksten, Itay & Siu, Henry & Yedid-Levi, Yaniv, 2021. "The macroeconomics of automation: Data, theory, and policy analysis," Journal of Monetary Economics, Elsevier, vol. 122(C), pages 1-16.
    7. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    8. Dario Cords & Klaus Prettner, 2022. "Technological unemployment revisited: automation in a search and matching framework [The future of work: meeting the global challenges of demographic change and automation]," Oxford Economic Papers, Oxford University Press, vol. 74(1), pages 115-135.
    9. E. Keith Smith & Michael G. Lacy & Adam Mayer, 2019. "Performance simulations for categorical mediation: Analyzing khb estimates of mediation in ordinal regression models," Stata Journal, StataCorp LLC, vol. 19(4), pages 913-930, December.
    10. Nunzia Nappo, 2019. "Is there an association between working conditions and health? An analysis of the Sixth European Working Conditions Survey data," PLOS ONE, Public Library of Science, vol. 14(2), pages 1-15, February.
    11. 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.
    12. Bresnahan, Timothy F, 1999. "Computerisation and Wage Dispersion: An Analytical Reinterpretation," Economic Journal, Royal Economic Society, vol. 109(456), pages 390-415, June.
    13. Stenberg, Anders, 2011. "Using longitudinal data to evaluate publicly provided formal education for low skilled," Economics of Education Review, Elsevier, vol. 30(6), pages 1262-1280.
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    Keywords

    Automation; Job Satisfaction; Occupational Task Content; European Working Conditions Survey;
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