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A reassessment of the potential for loss-framed incentive contracts to increase productivity: a meta-analysis and a real-effort experiment

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Listed:
  • Paul J. Ferraro

    (arey Business School & Whiting School of Engineering, Johns Hopkins University)

  • J. Dustin Tracy

    (Economic Science Institute, Chapman University)

Abstract

Substantial productivity increases have been reported when incentives are framed as losses rather than gains. Loss-framed contracts have also been reported to be preferred by workers. The results from our meta-analysis and real-effort experiment challenge these claims. The meta-analysis’ summary effect size of loss framing is a 0.16 SD increase in productiv-ity. Whereas the summary effect size in laboratory experiments is a 0.33 SD, the summary effect size from ï¬ eld experiments is 0.02 SD. We de-tect evidence of publication biases among laboratory experiments. In a new laboratory experiment that addresses prior design weaknesses, we estimate an effect size of 0.12 SD. This result, in combination with the meta-analysis, suggests that the difference between the effect size esti-mates in laboratory and ï¬ eld experiments does not stem from the limited external validity of laboratory experiments, but may instead stem from a mix of underpowered laboratory designs and publication biases. More-over, in our experiment, most workers preferred the gain-framed contract and the increase in average productivity is only detectable in the subgroup of workers (∼20%) who preferred the loss-framed contracts. Based on the results from our experiment and meta-analysis, we believe that behav-ioral scientists should better assess preferences for loss-framed contracts and the magnitude of their effects on productivity before advocating for greater use of such contracts among private and public sector actors.

Suggested Citation

  • Paul J. Ferraro & J. Dustin Tracy, 2021. "A reassessment of the potential for loss-framed incentive contracts to increase productivity: a meta-analysis and a real-effort experiment," Working Papers 21-20, Chapman University, Economic Science Institute.
  • Handle: RePEc:chu:wpaper:21-20
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    File URL: https://digitalcommons.chapman.edu/esi_working_papers/357/
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    2. Cadsby, C. Bram & Song, Fei & Zubanov, Nick, 2024. "Working more for more and working more for less: Labor supply in the gain and loss domains," Labour Economics, Elsevier, vol. 88(C).
    3. Rotem Dvir, 2024. "Nudging citizens co-production: Assessing multiple behavioral strategies," Policy Sciences, Springer;Society of Policy Sciences, vol. 57(4), pages 719-743, December.
    4. Hauser, David & Bregulla, Daniel, 2024. "Saving the world voluntarily: Experimental evidence of gain-loss framing on voluntary pro-environmental behavior," Ecological Economics, Elsevier, vol. 226(C).
    5. Beam, Emily A. & Masatioglu, Yusufcan & Watson, Tara & Yang, Dean, 2023. "Loss aversion or lack of trust: Why does loss framing work to encourage preventive health behaviors?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 104(C).
    6. Balew, Solomon & Bulte, Erwin & Abro, Zewdu & Asale, Abebe & Mutero, Clifford & Kassie, Menale, 2025. "A tale of framing and screening: How health messaging and house screening affect malaria transmission in Ethiopia," Journal of Development Economics, Elsevier, vol. 172(C).
    7. Andrea Essl & Kathrin Friedrich & Stefanie Schumacher & Frauke Bieberstein, 2024. "Penalty contracts: is it all about paying the cash upfront?," Review of Managerial Science, Springer, vol. 18(1), pages 161-180, January.
    8. Nakamoto, Yasuhiro, 2025. "The effect of an increase in unit price on self-set goals in a success-based fee system: Gain and loss domains," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 118(C).

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    Keywords

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    JEL classification:

    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J33 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Compensation Packages; Payment Methods

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