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Risk and rationality: The relative importance of probability weighting and choice set dependence

Adrian Bruhin (), Maha Manai and Luis Santos-Pinto ()
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Adrian Bruhin: University of Lausanne
Maha Manai: University of Lausanne

Journal of Risk and Uncertainty, 2022, vol. 65, issue 2, No 2, 139-184

Abstract: Abstract The literature suggests that probability weighting and choice set dependence influence risky choices. However, their relative importance remains an open question. We present a joint test that uses binary choices between lotteries provoking Common Consequence and Common Ratio Allais Paradoxes and manipulates their joint payoff distribution. We show non-parametrically that probability weighting and choice set dependence both play a role at describing aggregate choices. To parsimoniously account for heterogeneity, we also estimate a structural model using a finite mixture approach. The model uncovers substantial heterogeneity and classifies subjects into three types: 38% Prospect Theory types whose choices are predominantly driven by probability weighting, 34% Salience Theory types whose choices are predominantly driven by choice set dependence, and 28% Expected Utility Theory types. The model predicts type-specific differences in the frequency of preference reversals out-of-sample, i.e., in choices with a different context than the ones used for estimating the model. Moreover, the out-of-sample predictions indicate that the choice context shapes the influence of choice set dependence.

Keywords: Choice under risk; Choice set dependence; Probability weighting; Salience theory; Prospect theory; Preference reversals; D81; C91; C49 (search for similar items in EconPapers)
Date: 2022
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Citations: View citations in EconPapers (1)

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Related works:
Working Paper: Risk and Rationality:The Relative Importance of Probability Weighting and Choice Set Dependence (2019) Downloads
Working Paper: Risk and Rationality:The Relative Importance of Probability Weighting and Choice Set Dependence (2018) Downloads
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DOI: 10.1007/s11166-022-09392-x

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