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Underweighting rare events in experience based decisions: Beyond sample error

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  • Barron, Greg
  • Ursino, Giovanni

Abstract

Recent research has focused on the “description-experience gap”: while rare events are overweighted in description based decisions, people tend to behave as if they underweight rare events in decisions based on experience. Barron and Erev (2003) and Hertwig, Barron, Weber and Elke (2004) argue that such findings are substantive and call for a theory of decision making under risk other than Prospect Theory for decisions from experience. Fox and Hadar (2006) suggest that the discrepancy is due to sampling error: people are likely to sample rare events less often than objective probability implies, especially if their samples are small. A strand of papers has responded examining the necessity of sample error in the underweighting of rare events. The current paper extends the results of such contributions and further strengthens the evidence on underweighting. The first experiment shows that the discrepancy persists even when people sample the entire population of outcomes and make a decision under risk rather than under uncertainty. A reanalysis of Barron and Erev (2003) further reveals that the gap persists even when subjects observe the expected frequency of rare events. The second experiment shows that the gap exists in a repeated decision making paradigm that controls for sample biases and the “hot stove” effect. Moreover, while underweighting persists in actual choices, overweighting is observed in judged probabilities. The results of the two experiments strengthen the suggestion that descriptive theories of choice that assume overweighting of small probabilities are not useful in describing decisions from experience. This is true even when there is no sample error, for both decisions under risk and for repeated choices.

Suggested Citation

  • Barron, Greg & Ursino, Giovanni, 2013. "Underweighting rare events in experience based decisions: Beyond sample error," Journal of Economic Psychology, Elsevier, vol. 39(C), pages 278-286.
  • Handle: RePEc:eee:joepsy:v:39:y:2013:i:c:p:278-286
    DOI: 10.1016/j.joep.2013.09.002
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    References listed on IDEAS

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    1. 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.
    2. Jerker Denrell & James G. March, 2001. "Adaptation as Information Restriction: The Hot Stove Effect," Organization Science, INFORMS, vol. 12(5), pages 523-538, October.
    3. Ido Erev & Ira Glozman & Ralph Hertwig, 2008. "What impacts the impact of rare events," Journal of Risk and Uncertainty, Springer, vol. 36(2), pages 153-177, April.
    4. Rakow, Tim & Demes, Kali A. & Newell, Ben R., 2008. "Biased samples not mode of presentation: Re-examining the apparent underweighting of rare events in experience-based choice," Organizational Behavior and Human Decision Processes, Elsevier, vol. 106(2), pages 168-179, July.
    5. Mohammed Abdellaoui & Olivier L'Haridon & Corina Paraschiv, 2011. "Experienced vs. Described Uncertainty: Do We Need Two Prospect Theory Specifications?," Management Science, INFORMS, vol. 57(10), pages 1879-1895, October.
    6. Starmer, Chris & Sugden, Robert, 1991. "Does the Random-Lottery Incentive System Elicit True Preferences? An Experimental Investigation," American Economic Review, American Economic Association, vol. 81(4), pages 971-978, September.
    7. Craig R. Fox & Amos Tversky, 1998. "A Belief-Based Account of Decision Under Uncertainty," Management Science, INFORMS, vol. 44(7), pages 879-895, July.
    8. Holt, Charles A, 1986. "Preference Reversals and the Independence Axiom," American Economic Review, American Economic Association, vol. 76(3), pages 508-515, June.
    9. Eldad Yechiam & Greg Barron & Ido Erev, 2005. "The Role of Personal Experience in Contributing to Different Patterns of Response to Rare Terrorist Attacks," Journal of Conflict Resolution, Peace Science Society (International), vol. 49(3), pages 430-439, June.
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    Cited by:

    1. Robin Cubitt & Orestis Kopsacheilis & Chris Starmer, 2022. "An inquiry into the nature and causes of the Description - Experience gap," Journal of Risk and Uncertainty, Springer, vol. 65(2), pages 105-137, October.
    2. 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.
    3. Di Guida, Sibilla & Erev, Ido & Marchiori, Davide, 2015. "Cross cultural differences in decisions from experience: Evidence from Denmark, Israel, and Taiwan," Journal of Economic Psychology, Elsevier, vol. 49(C), pages 47-58.
    4. Emmanuel Kemel & Muriel Travers, 2016. "Comparing attitudes toward time and toward money in experience-based decisions," Theory and Decision, Springer, vol. 80(1), pages 71-100, January.
    5. Ayton, Peter & Bernile, Gennaro & Bucciol, Alessandro & Zarri, Luca, 2020. "The impact of life experiences on risk taking," Journal of Economic Psychology, Elsevier, vol. 79(C).
    6. Hanan Shteingart & Yonatan Loewenstein, 2016. "Heterogeneous Suppression of Sequential Effects in Random Sequence Generation, but not in Operant Learning," Discussion Paper Series dp701, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.
    7. Caballero, Adrián & López-Pérez, Raúl, 2022. "Heterogeneous primacy and recency effects in frequency estimation," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 182-203.

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    More about this item

    Keywords

    Experience-based decisions; Prospect Theory; Rare event; Overweighting; Underweighting;
    All these keywords.

    JEL classification:

    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior

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