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Experimental evidence of behavioral improvement by learning and intermediate advice

Author

Listed:
  • Daniela Di Cagno

    (LUISS University)

  • Werner Güth

    (LUISS University
    Max Planck Institute for Research on Collective Goods)

  • Noemi Pace

    (University of Teramo)

Abstract

This paper attempts to empirically assess how advice may reduce suboptimality in a portfolio choice experiment with risk-neutral participants induced via binary-lottery incentives. Previous studies (Theory Decis 83:195–243, 2017 and Theory Decis 85:151–177, 2018) with a larger set of choice tasks report overwhelming evidence of suboptimality and how it is slightly reduced by learning and experience. Participants confront 15 randomly ordered portfolio choices, which they experience again in 2 successive phases. Intermediate advice between phases alerts participants that less-risky investments can improve the outcome for at least one chance event without harming their success chances in the other random event. Compared to the pure choice treatment, another cognitively more demanding treatment additionally asks participants to form event-specific success aspirations that allow us to test satisficing and its optimality. The results show that intermediate advice increases the share of satisficing but not of optimal behavior beyond learning through experience. However, it significantly lowers the average distance from optimality.

Suggested Citation

  • Daniela Di Cagno & Werner Güth & Noemi Pace, 2021. "Experimental evidence of behavioral improvement by learning and intermediate advice," Theory and Decision, Springer, vol. 91(2), pages 173-187, September.
  • Handle: RePEc:kap:theord:v:91:y:2021:i:2:d:10.1007_s11238-020-09799-5
    DOI: 10.1007/s11238-020-09799-5
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    1. Apesteguia, Jose & Huck, Steffen & Oechssler, Jorg, 2007. "Imitation--theory and experimental evidence," Journal of Economic Theory, Elsevier, vol. 136(1), pages 217-235, September.
    2. Richard H. Thaler & Shlomo Benartzi, 2004. "Save More Tomorrow (TM): Using Behavioral Economics to Increase Employee Saving," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 164-187, February.
    3. Reinhard Selten & Abdolkarim Sadrieh & Klaus Abbink, 1999. "Money Does Not Induce Risk Neutral Behavior, but Binary Lotteries Do even Worse," Theory and Decision, Springer, vol. 46(3), pages 213-252, June.
    4. Robson, Arthur J. & Vega-Redondo, Fernando, 1996. "Efficient Equilibrium Selection in Evolutionary Games with Random Matching," Journal of Economic Theory, Elsevier, vol. 70(1), pages 65-92, July.
    5. Y. Gómez & V. Martínez-Molés & J. Vila, 2016. "Spanish regulation for labeling of financial products: a behavioral-experimental analysis," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 33(3), pages 355-378, December.
    6. Ben Greiner, 2015. "Subject pool recruitment procedures: organizing experiments with ORSEE," Journal of the Economic Science Association, Springer;Economic Science Association, vol. 1(1), pages 114-125, July.
    7. Daniela Cagno & Arianna Galliera & Werner Güth & Noemi Pace, 2018. "Behavioral patterns and reduction of sub-optimality: an experimental choice analysis," Theory and Decision, Springer, vol. 85(2), pages 151-177, August.
    8. John D. Hey & Yudistira Permana & Nuttaporn Rochanahastin, 2018. "When and how to satisfice: an experimental investigation," World Scientific Book Chapters, in: Experiments in Economics Decision Making and Markets, chapter 5, pages 121-137, World Scientific Publishing Co. Pte. Ltd..
    9. Sumit Agarwal & John C. Driscoll & Xavier Gabaix & David Laibson, 2009. "The Age of Reason: Financial Decisions over the Life Cycle and Implications for Regulation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 40(2 (Fall)), pages 51-117.
    10. Sumit Agarwal & Souphala Chomsisengphet & Neale Mahoney & Johannes Stroebel, 2015. "Regulating Consumer Financial Products: Evidence from Credit Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(1), pages 111-164.
    11. Werner Güth & Matteo Ploner, 2017. "Mentally perceiving how means achieve ends," Rationality and Society, , vol. 29(2), pages 203-225, May.
    12. Fernando Vega-Redondo, 1997. "The Evolution of Walrasian Behavior," Econometrica, Econometric Society, vol. 65(2), pages 375-384, March.
    13. James J. Choi, 2015. "Contributions to Defined Contribution Pension Plans," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 161-178, December.
    14. Charles F. Manski, 2017. "Optimize, satisfice, or choose without deliberation? A simple minimax-regret assessment," Theory and Decision, Springer, vol. 83(2), pages 155-173, August.
    15. Selten, Reinhard, 1998. "Features of experimentally observed bounded rationality," European Economic Review, Elsevier, vol. 42(3-5), pages 413-436, May.
    16. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
    17. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    18. John Conlisk, 1996. "Why Bounded Rationality?," Journal of Economic Literature, American Economic Association, vol. 34(2), pages 669-700, June.
    19. Katherine Baicker & Sendhil Mullainathan & Joshua Schwartzstein, 2015. "Behavioral Hazard in Health Insurance," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1623-1667.
    20. Daniela Di Cagno & Arianna Galliera & Werner Güth & Francesca Marzo & Noemi Pace, 2017. "(Sub) Optimality and (non) optimal satisficing in risky decision experiments," Theory and Decision, Springer, vol. 83(2), pages 195-243, August.
    21. Elise Payzan-LeNestour & Peter Bossaerts, 2015. "Learning About Unstable, Publicly Unobservable Payoffs," Review of Financial Studies, Society for Financial Studies, vol. 28(7), pages 1874-1913.
    22. Iain P. Embrey, 2020. "States of nature and states of mind: a generalized theory of decision-making," Theory and Decision, Springer, vol. 88(1), pages 5-35, February.
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