Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives

Abstract Individuals make decisions under risk throughout daily life. Standard models of economic decision making typically assume that people evaluate choice options independently. There is, however, substantial evidence showing that this independence assumption is frequently violated in decision m...

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Main Authors: Peter N. C. Mohr, Hauke R. Heekeren, Jörg Rieskamp
Format: Article
Language:English
Published: Nature Portfolio 2017-08-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-06968-5
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author Peter N. C. Mohr
Hauke R. Heekeren
Jörg Rieskamp
author_facet Peter N. C. Mohr
Hauke R. Heekeren
Jörg Rieskamp
author_sort Peter N. C. Mohr
collection DOAJ
description Abstract Individuals make decisions under risk throughout daily life. Standard models of economic decision making typically assume that people evaluate choice options independently. There is, however, substantial evidence showing that this independence assumption is frequently violated in decision making without risk. The present study extends these findings to the domain of decision making under risk. To explain the independence violations, we adapted a sequential sampling model, namely Multialternative Decision Field Theory (MDFT), to decision making under risk and showed how this model can account for the observed preference shifts. MDFT not only better predicts choices compared with the standard Expected Utility Theory, but it also explains individual differences in the size of the observed context effect. Evidence in favor of the chosen option, as predicted by MDFT, was positively correlated with brain activity in the medial orbitofrontal cortex (mOFC) and negatively correlated with brain activity in the anterior insula (aINS). From a neuroscience perspective, the results of the present study show that specific brain regions, such as the mOFC and aINS, not only code the value or risk of a single choice option but also code the evidence in favor of the best option compared with other available choice options.
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spelling doaj.art-985561ac97154b3a9fdce0a5369a0f6d2022-12-21T22:59:31ZengNature PortfolioScientific Reports2045-23222017-08-017111010.1038/s41598-017-06968-5Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice AlternativesPeter N. C. Mohr0Hauke R. Heekeren1Jörg Rieskamp2Neuroeconomics, School of Business and Economics, Freie Universität BerlinCenter for Cognitive Neuroscience Berlin (CCNB), Freie Universität BerlinCenter for Economic Psychology, Department of Psychology, University of BaselAbstract Individuals make decisions under risk throughout daily life. Standard models of economic decision making typically assume that people evaluate choice options independently. There is, however, substantial evidence showing that this independence assumption is frequently violated in decision making without risk. The present study extends these findings to the domain of decision making under risk. To explain the independence violations, we adapted a sequential sampling model, namely Multialternative Decision Field Theory (MDFT), to decision making under risk and showed how this model can account for the observed preference shifts. MDFT not only better predicts choices compared with the standard Expected Utility Theory, but it also explains individual differences in the size of the observed context effect. Evidence in favor of the chosen option, as predicted by MDFT, was positively correlated with brain activity in the medial orbitofrontal cortex (mOFC) and negatively correlated with brain activity in the anterior insula (aINS). From a neuroscience perspective, the results of the present study show that specific brain regions, such as the mOFC and aINS, not only code the value or risk of a single choice option but also code the evidence in favor of the best option compared with other available choice options.https://doi.org/10.1038/s41598-017-06968-5
spellingShingle Peter N. C. Mohr
Hauke R. Heekeren
Jörg Rieskamp
Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
Scientific Reports
title Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_full Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_fullStr Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_full_unstemmed Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_short Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_sort attraction effect in risky choice can be explained by subjective distance between choice alternatives
url https://doi.org/10.1038/s41598-017-06968-5
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