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An overall probability of winning heuristic for complex risky decisions: Choice and eye fixation evidence

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  • Venkatraman, Vinod
  • Payne, John W.
  • Huettel, Scott A.

Abstract

When faced with multi-outcome gambles involving possibilities of both gains and losses, people often use a simple heuristic that maximizes the overall probability of winning (Pwin). Across three different studies, using choice data as well as process data from eye tracking, we demonstrate that the Pwin heuristic is a frequently used strategy for decisions involving complex (multiple outcome) mixed gambles. Crucially, we show systematic contextual and individual differences in the use of Pwin heuristic. We discuss the implication of these findings in the context of the broader debate about single versus multiple strategies in risky choice, and the need to extend the study of risky decision making from simple to more complex gambles.

Suggested Citation

  • Venkatraman, Vinod & Payne, John W. & Huettel, Scott A., 2014. "An overall probability of winning heuristic for complex risky decisions: Choice and eye fixation evidence," Organizational Behavior and Human Decision Processes, Elsevier, vol. 125(2), pages 73-87.
  • Handle: RePEc:eee:jobhdp:v:125:y:2014:i:2:p:73-87
    DOI: 10.1016/j.obhdp.2014.06.003
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    1. repec:cup:judgdm:v:3:y:2008:i::p:304-316 is not listed on IDEAS
    2. Peter Brooks & Horst Zank, 2005. "Loss Averse Behavior," Journal of Risk and Uncertainty, Springer, vol. 31(3), pages 301-325, December.
    3. Lohse, Gerald L. & Johnson, Eric J., 1996. "A Comparison of Two Process Tracing Methods for Choice Tasks," Organizational Behavior and Human Decision Processes, Elsevier, vol. 68(1), pages 28-43, October.
    4. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    5. Andreas Glöckner & Tilmann Betsch, 2008. "Do People Make Decisions Under Risk Based on Ignorance? An Empirical Test of the Priority Heuristic against Cumulative Prospect Theory," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2008_05, Max Planck Institute for Research on Collective Goods.
    6. repec:cup:judgdm:v:4:y:2009:i:5:p:335-354 is not listed on IDEAS
    7. 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.
    8. Nina Horstmann & Andrea Ahlgrimm & Andreas Glöckner, 2009. "How Distinct are Intuition and Deliberation? An Eye-Tracking Analysis of Instruction-Induced Decision Modes," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2009_10, Max Planck Institute for Research on Collective Goods.
    9. Enrico Diecidue & Jeroen van de Ven, 2008. "Aspiration Level, Probability Of Success And Failure, And Expected Utility," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(2), pages 683-700, May.
    10. Yuval Salant, 2011. "Procedural Analysis of Choice Rules with Applications to Bounded Rationality," American Economic Review, American Economic Association, vol. 101(2), pages 724-748, April.
    11. Glöckner, Andreas & Betsch, Tilmann, 2008. "Do people make decisions under risk based on ignorance? An empirical test of the priority heuristic against cumulative prospect theory," Organizational Behavior and Human Decision Processes, Elsevier, vol. 107(1), pages 75-95, September.
    12. John W. Payne & Dan J. Laughhunn & Roy Crum, 1981. "Note---Further Tests of Aspiration Level Effects in Risky Choice Behavior," Management Science, INFORMS, vol. 27(8), pages 953-958, August.
    13. John W. Payne & Dan J. Laughhunn & Roy Crum, 1980. "Translation of Gambles and Aspiration Level Effects in Risky Choice Behavior," Management Science, INFORMS, vol. 26(10), pages 1039-1060, October.
    14. John Payne, 2005. "It is Whether You Win or Lose: The Importance of the Overall Probabilities of Winning or Losing in Risky Choice," Journal of Risk and Uncertainty, Springer, vol. 30(1), pages 5-19, January.
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    3. Giorgio Coricelli & Enrico Diecidue & Francesco D. Zaffuto, 2018. "Evidence for multiple strategies in choice under risk," Journal of Risk and Uncertainty, Springer, vol. 56(2), pages 193-210, April.
    4. Neszveda, G., 2019. "Essays on behavioral finance," Other publications TiSEM 05059039-5236-42a3-be1b-3, Tilburg University, School of Economics and Management.
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    8. Sangil Lee & Chris M. Glaze & Eric T. Bradlow & Joseph W. Kable, 2020. "Flexible Utility Function Approximation via Cubic Bezier Splines," Psychometrika, Springer;The Psychometric Society, vol. 85(3), pages 716-737, September.
    9. Michal Krol & Magdalena Krol, 2017. "A novel approach to studying strategic decisions with eye-tracking and machine learning," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 12(6), pages 596-609, November.
    10. repec:cup:judgdm:v:12:y:2017:i:6:p:596-609 is not listed on IDEAS
    11. Enrico Diecidue & Moshe Levy & Jeroen Ven, 2015. "No aspiration to win? An experimental test of the aspiration level model," Journal of Risk and Uncertainty, Springer, vol. 51(3), pages 245-266, December.
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