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Outcome uncertainty influences probability perception and risk attitudes

Subjective inferences of probability play a critical role in decision-making. How we learn about choice options, through description or experience, influences how we perceive their likelihoods, an effect known as the description–experience (DE) gap. Classically, the DE gap details how low probabilit...

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Detalles Bibliográficos
Autores principales: Elston, Thomas Ward, Mackenzie, Ian Grant, Mittelstädt, Victor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8493193/
https://www.ncbi.nlm.nih.gov/pubmed/34754492
http://dx.doi.org/10.1098/rsos.210307
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author Elston, Thomas Ward
Mackenzie, Ian Grant
Mittelstädt, Victor
author_facet Elston, Thomas Ward
Mackenzie, Ian Grant
Mittelstädt, Victor
author_sort Elston, Thomas Ward
collection PubMed
description Subjective inferences of probability play a critical role in decision-making. How we learn about choice options, through description or experience, influences how we perceive their likelihoods, an effect known as the description–experience (DE) gap. Classically, the DE gap details how low probability described options are perceptually inflated as compared to equiprobable experience ones. However, these studies assessed probability perception relative to a ‘sure-bet’ option, and it remained unclear whether the DE gap occurs when humans directly trade-off equiprobable description and experience options and whether choice patterns are influenced by the prospects of gain and loss. We addressed these questions through two experiments where humans chose between description and experience options with equal probabilities of either winning or losing points. Contrary to early studies, we found that gain-seeking participants preferred experience options across all probability levels and, by contrast, loss-mitigating participants avoided the experience options across all probability levels, with a maximal effect at 50%. Our results suggest that the experience options were perceived as riskier than descriptive options due to the greater uncertainty associated with their outcomes. We conclude by outlining a novel theory of probabilistic inference where outcome uncertainty modulates probability perception and risk attitudes.
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spelling pubmed-84931932021-11-08 Outcome uncertainty influences probability perception and risk attitudes Elston, Thomas Ward Mackenzie, Ian Grant Mittelstädt, Victor R Soc Open Sci Psychology and Cognitive Neuroscience Subjective inferences of probability play a critical role in decision-making. How we learn about choice options, through description or experience, influences how we perceive their likelihoods, an effect known as the description–experience (DE) gap. Classically, the DE gap details how low probability described options are perceptually inflated as compared to equiprobable experience ones. However, these studies assessed probability perception relative to a ‘sure-bet’ option, and it remained unclear whether the DE gap occurs when humans directly trade-off equiprobable description and experience options and whether choice patterns are influenced by the prospects of gain and loss. We addressed these questions through two experiments where humans chose between description and experience options with equal probabilities of either winning or losing points. Contrary to early studies, we found that gain-seeking participants preferred experience options across all probability levels and, by contrast, loss-mitigating participants avoided the experience options across all probability levels, with a maximal effect at 50%. Our results suggest that the experience options were perceived as riskier than descriptive options due to the greater uncertainty associated with their outcomes. We conclude by outlining a novel theory of probabilistic inference where outcome uncertainty modulates probability perception and risk attitudes. The Royal Society 2021-10-06 /pmc/articles/PMC8493193/ /pubmed/34754492 http://dx.doi.org/10.1098/rsos.210307 Text en © 2021 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited.
spellingShingle Psychology and Cognitive Neuroscience
Elston, Thomas Ward
Mackenzie, Ian Grant
Mittelstädt, Victor
Outcome uncertainty influences probability perception and risk attitudes
title Outcome uncertainty influences probability perception and risk attitudes
title_full Outcome uncertainty influences probability perception and risk attitudes
title_fullStr Outcome uncertainty influences probability perception and risk attitudes
title_full_unstemmed Outcome uncertainty influences probability perception and risk attitudes
title_short Outcome uncertainty influences probability perception and risk attitudes
title_sort outcome uncertainty influences probability perception and risk attitudes
topic Psychology and Cognitive Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8493193/
https://www.ncbi.nlm.nih.gov/pubmed/34754492
http://dx.doi.org/10.1098/rsos.210307
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