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The Effect of Learning on Ambiguity Attitudes

Author

Listed:
  • Aurélien Baillon

    (Erasmus School of Economics, 3062 PA Rotterdam, Netherlands)

  • Han Bleichrodt

    (Erasmus School of Economics, 3062 PA Rotterdam, Netherlands)

  • Umut Keskin

    (Istanbul Bilgi University, 34060 Eyup Istanbul, Turkey)

  • Olivier l’Haridon

    (University of Rennes 1-Crem, 35000 Rennes, France)

  • Chen Li

    (Erasmus School of Economics, 3062 PA Rotterdam, Netherlands)

Abstract

This paper studies the effect of learning information on people’s attitudes toward ambiguity. We propose a method to separate ambiguity attitudes from subjective probabilities and to decompose ambiguity attitudes into two components. Under models like prospect theory that represent ambiguity through nonadditive decision weights, these components reflect pessimism and likelihood insensitivity. Under multiple priors models, they reflect ambiguity aversion and perceived ambiguity. We apply our method in an experiment where we elicit the ask prices of options with payoffs depending on the returns of initial public offerings (IPOs) on the New York Stock Exchange. IPOs are a natural context to study the effect of learning, as prior information about their returns is unavailable. Subjects perceived substantial ambiguity and they were insensitive to likelihood information. We observed only little pessimism and ambiguity aversion. Subjective probabilities were well calibrated and close to the true frequencies. Subjects’ behavior moved toward expected utility with more information, but substantial deviations remained even in the maximum information condition. Keywords: ambiguity; learning; updating; neo-additive weighting

Suggested Citation

  • Aurélien Baillon & Han Bleichrodt & Umut Keskin & Olivier l’Haridon & Chen Li, 2018. "The Effect of Learning on Ambiguity Attitudes," Management Science, INFORMS, vol. 64(5), pages 2181-2198, May.
  • Handle: RePEc:inm:ormnsc:v:64:y:2018:i:5:p:2181-2198
    DOI: mnsc.2016.2700
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    2. Kathleen Ngangoué, M., 2021. "Learning under ambiguity: An experiment in gradual information processing," Journal of Economic Theory, Elsevier, vol. 195(C).
    3. Dmitri Vinogradov & Yousef Makhlouf, 2021. "Signaling probabilities in ambiguity: who reacts to vague news?," Theory and Decision, Springer, vol. 90(3), pages 371-404, May.
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    5. Peijnenburg, Kim & Anantanasuwong, Kanin & Kouwenberg, Roy & Mitchell, Olivia S, 2019. "Ambiguity Attitudes about Investments: Evidence from the Field," CEPR Discussion Papers 13518, C.E.P.R. Discussion Papers.
    6. Kemel, Emmanuel & Paraschiv, Corina, 2023. "Risking the future? Measuring risk attitudes towards delayed consequences," Journal of Economic Behavior & Organization, Elsevier, vol. 208(C), pages 325-344.
    7. Charles Bellemare & Sabine Kröger & Kouamé Marius Sossou, 2018. "Reporting probabilistic expectations with dynamic uncertainty about possible distributions," Journal of Risk and Uncertainty, Springer, vol. 57(2), pages 153-176, October.
    8. Corgnet, Brice & Hernán-González, Roberto & Kujal, Praveen, 2020. "On booms that never bust: Ambiguity in experimental asset markets with bubbles," Journal of Economic Dynamics and Control, Elsevier, vol. 110(C).
    9. Emmanuel Kemel & Corina Paraschiv, 2023. "Risking the future? Measuring risk attitudes towards delayed consequences," Post-Print hal-04385738, HAL.
    10. Christoph Bühren & Fabian Meier & Marco Pleßner, 2023. "Ambiguity aversion: bibliometric analysis and literature review of the last 60 years," Management Review Quarterly, Springer, vol. 73(2), pages 495-525, June.
    11. Dmitri Vinogradov & Yousef Makhlouf, 2017. "Signaling Probabilities in Ambiguity: on the impact of vague news," Working Papers 2017_12, Business School - Economics, University of Glasgow.
    12. Hill, Brian, 2022. "Updating confidence in beliefs," Journal of Economic Theory, Elsevier, vol. 199(C).
    13. Emmanuel Kemel & Corina Paraschiv, 2018. "Deciding about human lives: an experimental measure of risk attitudes under prospect theory," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 51(1), pages 163-192, June.
    14. Nicole Bauerle & Antje Mahayni, 2023. "Optimal investment in ambiguous financial markets with learning," Papers 2303.08521, arXiv.org, revised Feb 2024.
    15. Nicolas Lampach & Kene Boun My & Sandrine Spaeter, 2016. "Risk, Ambiguity and Efficient Liability Rules: An experiment," Working Papers of BETA 2016-30, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    16. Vafadarnikjoo, Amin & Chalvatzis, Konstantinos & Botelho, Tiago & Bamford, David, 2023. "A stratified decision-making model for long-term planning: Application in flood risk management in Scotland," Omega, Elsevier, vol. 116(C).
    17. Roxane Bricet, 2018. "The price for instrumentally valuable information," THEMA Working Papers 2018-10, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    18. Aljoscha Minnich & Hauke Roggenkamp & Andreas Lange, 2023. "Ambiguity Attitudes and Surprises: Experimental Evidence on Communicating New Information within a Large Population Sample," CESifo Working Paper Series 10783, CESifo.
    19. Gao, Yongling & Driouchi, Tarik, 2018. "Accounting for ambiguity and trust in partial outsourcing: A behavioral real options perspective," Journal of Business Research, Elsevier, vol. 92(C), pages 93-104.
    20. Chen Li, 2017. "Are the poor worse at dealing with ambiguity?," Journal of Risk and Uncertainty, Springer, vol. 54(3), pages 239-268, June.
    21. Martín Egozcue & Luis Fuentes García & Ričardas Zitikis, 2023. "The Slicing Method: Determining Insensitivity Regions of Probability Weighting Functions," Computational Economics, Springer;Society for Computational Economics, vol. 61(4), pages 1369-1402, April.
    22. Stephen Dimmock & Roy Kouwenberg & Olivia Mitchell & Kim Peijnenburg, 2015. "Estimating ambiguity preferences and perceptions in multiple prior models: Evidence from the field," Journal of Risk and Uncertainty, Springer, vol. 51(3), pages 219-244, December.

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