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Beware of black swans: Taking stock of the description–experience gap in decision under uncertainty

Author

Listed:
  • André Palma
  • Mohammed Abdellaoui
  • Giuseppe Attanasi
  • Moshe Ben-Akiva
  • Ido Erev
  • Helga Fehr-Duda
  • Dennis Fok
  • Craig Fox
  • Ralph Hertwig
  • Nathalie Picard
  • Peter Wakker
  • Joan Walker
  • Martin Weber

Abstract

Uncertainty pervades most aspects of life. From selecting a new technology to choosing a career, decision makers rarely know in advance the exact outcomes of their decisions. Whereas the consequences of decisions in standard decision theory are explicitly described (the decision from description (DFD) paradigm), the consequences of decisions in the recent decision from experience (DFE) paradigm are learned from experience. In DFD, decision makers typically overrespond to rare events. That is, rare events have more impact on decisions than their objective probabilities warrant (overweighting). In DFE, decision makers typically exhibit the opposite pattern, underresponding to rare events. That is, rare events may have less impact on decisions than their objective probabilities warrant (underweighting). In extreme cases, rare events are completely neglected, a pattern known as the “Black Swan effect.” This contrast between DFD and DFE is known as a description–experience gap. In this paper, we discuss several tentative interpretations arising from our interdisciplinary examination of this gap. First, while a source of underweighting of rare events in DFE may be sampling error, we observe that a robust description–experience gap remains when these factors are not at play. Second, the residual description–experience gap is not only about experience per se but also about the way in which information concerning the probability distribution over the outcomes is learned in DFE. Econometric error theories may reveal that different assumed error structures in DFD and DFE also contribute to the gap. Copyright Springer Science+Business Media New York 2014

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  • André Palma & Mohammed Abdellaoui & Giuseppe Attanasi & Moshe Ben-Akiva & Ido Erev & Helga Fehr-Duda & Dennis Fok & Craig Fox & Ralph Hertwig & Nathalie Picard & Peter Wakker & Joan Walker & Martin We, 2014. "Beware of black swans: Taking stock of the description–experience gap in decision under uncertainty," Marketing Letters, Springer, vol. 25(3), pages 269-280, September.
  • Handle: RePEc:kap:mktlet:v:25:y:2014:i:3:p:269-280
    DOI: 10.1007/s11002-014-9316-z
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    2. Epper, Thomas & Fehr-Duda, Helga, 2017. "A Tale of Two Tails: On the Coexistence of Overweighting and Underweighting of Rare Extreme Events," Economics Working Paper Series 1705, University of St. Gallen, School of Economics and Political Science.
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    5. Ilke Aydogan & Yu Gao, 2020. "Experience and rationality under risk: re-examining the impact of sampling experience," Experimental Economics, Springer;Economic Science Association, vol. 23(4), pages 1100-1128, December.
    6. Pindard-Lejarraga, Maud & Lejarraga, José, 2024. "Information source and entrepreneurial performance expectations: Experience-based versus description-based opportunity evaluations," Journal of Business Research, Elsevier, vol. 172(C).
    7. Christoph M. Rheinberger & James K. Hammitt, 2018. "Dinner with Bayes: On the revision of risk beliefs," Journal of Risk and Uncertainty, Springer, vol. 57(3), pages 253-280, December.
    8. Ilke Aydogan, 2021. "Prior Beliefs and Ambiguity Attitudes in Decision from Experience," Management Science, INFORMS, vol. 67(11), pages 6934-6945, November.
    9. Marco Alifano & Giuseppe Attanasi & Fabio Iannelli & Faredj Cherikh & Antonio Iannelli, 2020. "COVID-19 pandemic: a European perspective on health economic policies," Journal of Behavioral Economics for Policy, Society for the Advancement of Behavioral Economics (SABE), vol. 4(S), pages 35-43, June.
    10. Emily K. M. Moylan & Michiel C. J. Bliemer & Taha Hossein Rashidi, 2022. "Travellers’ perceptions of travel time reliability in the presence of rare events," Transportation, Springer, vol. 49(4), pages 1157-1181, August.
    11. Giuseppe Attanasi & Laura Concina & Caroline Kamaté & Valentina Rotondi, 2020. "Firm’s protection against disasters: are investment and insurance substitutes or complements?," Theory and Decision, Springer, vol. 88(1), pages 121-151, February.

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