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Risk and Rationality: Uncovering Heterogeneity in Probability Distortion

Year: 2010
Type: article
Abstract: It has long been recognized that there is considerable heterogeneity in individual risk taking behavior, but little is known about the distribution of risk taking types. We present a parsimonious characterization of risk taking behavior by estimating a finite mixture model for three different experimental data sets, two Swiss and one Chinese, over a large number of real gains and losses. We find two major types of individuals: In all three data sets, the choices of roughly 80% of the subjects exhibit significant deviations from linear probability weighting of varying strength, consistent with prospect theory. Twenty percent of the subjects weight probabilities near linearly and behave essentially as expected value maximizers. Moreover, individuals are cleanly assigned to one type with probabilities close to unity. The reliability and robustness of our classification suggest using a mix of preference theories in applied economic modeling.
Source: Econometrica
Language: English
Open Access status: green
OpenAlex ID: W3123379619
FWCI: 13.35
Cites: 56
Cited by: 500
Related to: 10