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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Main Authors: Thomas Ward Elston, Ian Grant Mackenzie, Victor Mittelstädt
Format: Article
Language:English
Published: The Royal Society 2021-10-01
Series:Royal Society Open Science
Subjects:
Online Access:https://royalsocietypublishing.org/doi/10.1098/rsos.210307
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author Thomas Ward Elston
Ian Grant Mackenzie
Victor Mittelstädt
author_facet Thomas Ward Elston
Ian Grant Mackenzie
Victor Mittelstädt
author_sort Thomas Ward Elston
collection DOAJ
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 doaj.art-2a3a088a67f2494581cf9d08f2f11f9c2022-12-21T21:26:16ZengThe Royal SocietyRoyal Society Open Science2054-57032021-10-0181010.1098/rsos.210307Outcome uncertainty influences probability perception and risk attitudesThomas Ward Elston0Ian Grant Mackenzie1Victor Mittelstädt2Animal Physiology Unit, Institute for Neurobiology, University of Tübingen, Tübingen 72070, GermanyDepartment of Biological Psychology, University of Tübingen, Tübingen 72070, GermanyDepartment of Biological Psychology, University of Tübingen, Tübingen 72070, GermanySubjective 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.https://royalsocietypublishing.org/doi/10.1098/rsos.210307description experience gapprobability perceptioninferencedecision makingrisk
spellingShingle Thomas Ward Elston
Ian Grant Mackenzie
Victor Mittelstädt
Outcome uncertainty influences probability perception and risk attitudes
Royal Society Open Science
description experience gap
probability perception
inference
decision making
risk
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 description experience gap
probability perception
inference
decision making
risk
url https://royalsocietypublishing.org/doi/10.1098/rsos.210307
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