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The impact of process automation on performance

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  • Strobel, Christina

Abstract

This paper explores how process automation affects performance, particularly in bonus-related evaluations. Using a principal–agent framework, we study the impact of predefined criteria set during system design. Specifically, we examine two scenarios in which the performance threshold for bonus payments is set either ex-ante (before performance is known) or ex-post (after performance is known). Worker performance is measured using the chosen-effort method. Our design emphasizes the role of the decision-maker in the automation process, while also considering the influence of process fairness, trust in the process, and expectations. We find that performance is significantly lower when an automated process is used, but there is no difference in performance based on who makes the decision to automate. Furthermore, we observe no variation in perceived fairness or trust between the two processes, although expectations differ. Our results suggest that while automation impacts performance, the decision-maker’s role and perceptions of fairness and trust do not significantly affect the performance, but expectations do.

Suggested Citation

  • Strobel, Christina, 2025. "The impact of process automation on performance," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 117(C).
  • Handle: RePEc:eee:soceco:v:117:y:2025:i:c:s2214804325000448
    DOI: 10.1016/j.socec.2025.102377
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    1. Jordi Brandts & Gary Charness, 2011. "The strategy versus the direct-response method: a first survey of experimental comparisons," Experimental Economics, Springer;Economic Science Association, vol. 14(3), pages 375-398, September.
    2. Chiara Longoni & Andrea Bonezzi & Carey K Morewedge, 2019. "Resistance to Medical Artificial Intelligence," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 46(4), pages 629-650.
    3. Jean Tirole & Roland Bénabou, 2006. "Incentives and Prosocial Behavior," American Economic Review, American Economic Association, vol. 96(5), pages 1652-1678, December.
    4. Ernst Fehr & Klaus M. Schmidt, 2007. "Adding a Stick to the Carrot? The Interaction of Bonuses and Fines," American Economic Review, American Economic Association, vol. 97(2), pages 177-181, May.
    5. Bing Bai & Hengchen Dai & Dennis J. Zhang & Fuqiang Zhang & Haoyuan Hu, 2022. "The Impacts of Algorithmic Work Assignment on Fairness Perceptions and Productivity: Evidence from Field Experiments," Manufacturing & Service Operations Management, INFORMS, vol. 24(6), pages 3060-3078, November.
    6. Raveendhran, Roshni & Fast, Nathanael J., 2021. "Humans judge, algorithms nudge: The psychology of behavior tracking acceptance," Organizational Behavior and Human Decision Processes, Elsevier, vol. 164(C), pages 11-26.
    7. Ernst Fehr & Bettina Rockenbach, 2003. "Detrimental effects of sanctions on human altruism," Nature, Nature, vol. 422(6928), pages 137-140, March.
    8. Gogoll, Jan & Uhl, Matthias, 2018. "Rage against the machine: Automation in the moral domain," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 74(C), pages 97-103.
    9. Fumagalli, Elena & Rezaei, Sarah & Salomons, Anna, 2022. "OK computer: Worker perceptions of algorithmic recruitment," Research Policy, Elsevier, vol. 51(2).
    10. Dufwenberg, Martin & Kirchsteiger, Georg, 2004. "A theory of sequential reciprocity," Games and Economic Behavior, Elsevier, vol. 47(2), pages 268-298, May.
    11. Ernst Fehr & Alexander Klein & Klaus M Schmidt, 2007. "Fairness and Contract Design," Econometrica, Econometric Society, vol. 75(1), pages 121-154, January.
    12. Marie Claire Villeval, 2020. "Performance Feedback and Peer Effects," Working Papers 2009, Groupe d'Analyse et de Théorie Economique Lyon St-Étienne (GATE Lyon St-Étienne), Université de Lyon.
    13. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    14. Charness, Gary & Gneezy, Uri & Henderson, Austin, 2018. "Experimental methods: Measuring effort in economics experiments," Journal of Economic Behavior & Organization, Elsevier, vol. 149(C), pages 74-87.
    15. Ernst Fehr & Klaus M. Schmidt, 1999. "A Theory of Fairness, Competition, and Cooperation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 817-868.
    16. Konow, James, 1996. "A positive theory of economic fairness," Journal of Economic Behavior & Organization, Elsevier, vol. 31(1), pages 13-35, October.
    17. Falk, Armin & Fischbacher, Urs, 2006. "A theory of reciprocity," Games and Economic Behavior, Elsevier, vol. 54(2), pages 293-315, February.
    18. Schniter, E. & Shields, T.W. & Sznycer, D., 2020. "Trust in humans and robots: Economically similar but emotionally different," Journal of Economic Psychology, Elsevier, vol. 78(C).
    19. Dargnies, Marie-Pierre & Hakimov, Rustamdjan & Kübler, Dorothea, 2022. "Aversion to hiring algorithms: Transparency, gender profiling, and self-confidence," Discussion Papers, Research Unit: Market Behavior SP II 2022-202, WZB Berlin Social Science Center.
    20. Marie Claire Villeval, 2020. "Performance Feedback and Peer Effects," Working Papers halshs-02488913, HAL.
    21. Chugunova, Marina & Sele, Daniela, 2022. "We and It: An interdisciplinary review of the experimental evidence on how humans interact with machines," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 99(C).
    22. Ernst Fehr & John A. List, 2004. "The Hidden Costs and Returns of Incentives-Trust and Trustworthiness Among CEOs," Journal of the European Economic Association, MIT Press, vol. 2(5), pages 743-771, September.
    23. Axel Ockenfels & Gary E. Bolton, 2000. "ERC: A Theory of Equity, Reciprocity, and Competition," American Economic Review, American Economic Association, vol. 90(1), pages 166-193, March.
    24. Michael Kosfeld & Armin Falk, 2006. "The Hidden Costs of Control," American Economic Review, American Economic Association, vol. 96(5), pages 1611-1630, December.
    25. Burdin, Gabriel & Halliday, Simon & Landini, Fabio, 2018. "The hidden benefits of abstaining from control," Journal of Economic Behavior & Organization, Elsevier, vol. 147(C), pages 1-12.
    26. James Andreoni & B. Douglas Bernheim, 2009. "Social Image and the 50-50 Norm: A Theoretical and Experimental Analysis of Audience Effects," Econometrica, Econometric Society, vol. 77(5), pages 1607-1636, September.
    27. Bruggen, Alexander & Strobel, Martin, 2007. "Real effort versus chosen effort in experiments," Economics Letters, Elsevier, vol. 96(2), pages 232-236, August.
    28. Marie Claire Villeval, 2020. "Performance Feedback and Peer Effects," Post-Print halshs-02909726, HAL.
    29. Rabin, Matthew, 1993. "Incorporating Fairness into Game Theory and Economics," American Economic Review, American Economic Association, vol. 83(5), pages 1281-1302, December.
    30. Mallory Avery & Andreas Leibbrandt & Joseph Vecci, 2023. "Does Artificial Intelligence Help or Hurt Gender Diversity? Evidence from Two Field Experiments on Recruitment in Tech," Monash Economics Working Papers 2023-09, Monash University, Department of Economics.
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    JEL classification:

    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General

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