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Updated: Feb 21, 2026

Measuring the Subjective Value of Risky and Ambiguous Options using Experimental Economics and Functional MRI Methods
Published on: September 19, 2012
Risk preference shares the psychometric structure of major psychological traits
Renato Frey1,2, Andreas Pedroni3,4, Rui Mata1
1Center for Cognitive and Decision Sciences, Department of Psychology, University of Basel, Basel, Switzerland.
A general factor of risk preference (R) exists and is a stable psychological trait, similar to intelligence (g). This factor influences real-world risky behaviors, demonstrating its broad applicability.
Area of Science:
- Psychology
- Behavioral Economics
- Psychometrics
Background:
- The existence of a general factor of risk preference (R) and its stability as a psychological trait remain debated.
- Previous research has not adequately integrated diverse risk-taking measures from different traditions (self-report, behavioral, frequency).
- Understanding risk preference is crucial for various fields, including economics, psychology, and public health.
Purpose of the Study:
- To investigate the extent to which a general factor of risk preference (R) exists.
- To determine if risk preference can be considered a stable psychological trait.
- To integrate multiple risk-taking measures from distinct measurement traditions.
Main Methods:
- A comprehensive psychometric approach was employed with 1507 healthy adults.
- Participants completed 39 distinct risk-taking measures, encompassing stated preferences, revealed preferences, and actual risky activities.
- A subsample (n=109) underwent retesting after 6 months to assess temporal stability.
Main Results:
- Correlations between self-reported propensity measures and behavioral measures of risk-taking were weak.
- A general factor of risk preference (R) emerged, generalizing from stated preferences to specific and real-world risky activities (e.g., smoking).
- The general factor of risk preference (R) demonstrated high reliability across time, indicating its stability as a trait.
Conclusions:
- A general factor of risk preference (R) exists and is a stable psychological trait.
- This study provides an empirical foundation for mapping the construct of risk preference, including general and domain-specific components.
- Findings have significant implications for assessing risk preference in both laboratory and real-world settings.
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