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Cognitive abilities affect decision errors but not risk preferences: A meta-analysis

When making risky decisions, people should evaluate the consequences and the chances of the outcome occurring. We examine the risk-preference hypothesis, which states that people’s cognitive abilities affect their evaluation of choice options and consequently their risk-taking behavior. We compared...

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Autores principales: Mechera-Ostrovsky, Tehilla, Heinke, Steven, Andraszewicz, Sandra, Rieskamp, Jörg
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568496/
https://www.ncbi.nlm.nih.gov/pubmed/35352289
http://dx.doi.org/10.3758/s13423-021-02053-1
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author Mechera-Ostrovsky, Tehilla
Heinke, Steven
Andraszewicz, Sandra
Rieskamp, Jörg
author_facet Mechera-Ostrovsky, Tehilla
Heinke, Steven
Andraszewicz, Sandra
Rieskamp, Jörg
author_sort Mechera-Ostrovsky, Tehilla
collection PubMed
description When making risky decisions, people should evaluate the consequences and the chances of the outcome occurring. We examine the risk-preference hypothesis, which states that people’s cognitive abilities affect their evaluation of choice options and consequently their risk-taking behavior. We compared the risk-preference hypothesis against a parsimonious error hypothesis, which states that lower cognitive abilities increase decision errors. Increased decision errors can be misinterpreted as more risk-seeking behavior because in most risk-taking tasks, random choice behavior is often misclassified as risk-seeking behavior. We tested these two competing hypotheses against each other with a systematic literature review and a Bayesian meta-analysis summarizing the empirical correlations. Results based on 30 studies and 62 effect sizes revealed no credible association between cognitive abilities and risk aversion. Apparent correlations between cognitive abilities and risk aversion can be explained by biased risk-preference-elicitation tasks, where more errors are misinterpreted as specific risk preferences. In sum, the reported associations between cognitive abilities and risk preferences are spurious and mediated by a misinterpretation of erroneous choice behavior. This result also has general implications for any research area in which treatment effects, such as decreased cognitive attention or motivation, could increase decision errors and be misinterpreted as specific preference changes.
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spelling pubmed-95684962022-10-16 Cognitive abilities affect decision errors but not risk preferences: A meta-analysis Mechera-Ostrovsky, Tehilla Heinke, Steven Andraszewicz, Sandra Rieskamp, Jörg Psychon Bull Rev Theoretical/Review When making risky decisions, people should evaluate the consequences and the chances of the outcome occurring. We examine the risk-preference hypothesis, which states that people’s cognitive abilities affect their evaluation of choice options and consequently their risk-taking behavior. We compared the risk-preference hypothesis against a parsimonious error hypothesis, which states that lower cognitive abilities increase decision errors. Increased decision errors can be misinterpreted as more risk-seeking behavior because in most risk-taking tasks, random choice behavior is often misclassified as risk-seeking behavior. We tested these two competing hypotheses against each other with a systematic literature review and a Bayesian meta-analysis summarizing the empirical correlations. Results based on 30 studies and 62 effect sizes revealed no credible association between cognitive abilities and risk aversion. Apparent correlations between cognitive abilities and risk aversion can be explained by biased risk-preference-elicitation tasks, where more errors are misinterpreted as specific risk preferences. In sum, the reported associations between cognitive abilities and risk preferences are spurious and mediated by a misinterpretation of erroneous choice behavior. This result also has general implications for any research area in which treatment effects, such as decreased cognitive attention or motivation, could increase decision errors and be misinterpreted as specific preference changes. Springer US 2022-03-30 2022 /pmc/articles/PMC9568496/ /pubmed/35352289 http://dx.doi.org/10.3758/s13423-021-02053-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Theoretical/Review
Mechera-Ostrovsky, Tehilla
Heinke, Steven
Andraszewicz, Sandra
Rieskamp, Jörg
Cognitive abilities affect decision errors but not risk preferences: A meta-analysis
title Cognitive abilities affect decision errors but not risk preferences: A meta-analysis
title_full Cognitive abilities affect decision errors but not risk preferences: A meta-analysis
title_fullStr Cognitive abilities affect decision errors but not risk preferences: A meta-analysis
title_full_unstemmed Cognitive abilities affect decision errors but not risk preferences: A meta-analysis
title_short Cognitive abilities affect decision errors but not risk preferences: A meta-analysis
title_sort cognitive abilities affect decision errors but not risk preferences: a meta-analysis
topic Theoretical/Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568496/
https://www.ncbi.nlm.nih.gov/pubmed/35352289
http://dx.doi.org/10.3758/s13423-021-02053-1
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