Deconstructing risk: Separable encoding of variance and skewness in the brain

Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals’ choice behaviour is sensitive to both dispersion (var...

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Published inNeuroImage (Orlando, Fla.) Vol. 58; no. 4; pp. 1139 - 1149
Main Authors Symmonds, Mkael, Wright, Nicholas D., Bach, Dominik R., Dolan, Raymond J.
Format Journal Article
LanguageEnglish
Published United States Elsevier Inc 15.10.2011
Elsevier Limited
Academic Press
Subjects
Online AccessGet full text
ISSN1053-8119
1095-9572
1095-9572
DOI10.1016/j.neuroimage.2011.06.087

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Abstract Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals’ choice behaviour is sensitive to both dispersion (variance) and asymmetry (skewness) of outcomes. Using a novel behavioural paradigm in humans, we independently manipulated these ‘summary statistics’ while scanning subjects with fMRI. We show that a behavioural sensitivity to variance and skewness is mirrored in neuroanatomically dissociable representations of these quantities, with parietal cortex showing sensitivity to the former and prefrontal cortex and ventral striatum to the latter. Furthermore, integration of these objective risk metrics with subjective risk preference is expressed in a subject-specific coupling between neural activity and choice behaviour in anterior insula. Our findings show that risk is neither monolithic from a behavioural nor neural perspective and its decomposition is evident both in distinct behavioural preferences and in segregated underlying brain representations. ► Behavioural influence of variance and skewness (asymmetry) of risky decisions. ► Posterior parietal cortex is sensitive to variance. ► Distributed skewness representation in striatum, prefrontal and insular cortex. ► Integration of decision statistics and individual risk preferences in anterior insula.
AbstractList Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals' choice behaviour is sensitive to both dispersion (variance) and asymmetry (skewness) of outcomes. Using a novel behavioural paradigm in humans, we independently manipulated these 'summary statistics' while scanning subjects with fMRI. We show that a behavioural sensitivity to variance and skewness is mirrored in neuroanatomically dissociable representations of these quantities, with parietal cortex showing sensitivity to the former and prefrontal cortex and ventral striatum to the latter. Furthermore, integration of these objective risk metrics with subjective risk preference is expressed in a subject-specific coupling between neural activity and choice behaviour in anterior insula. Our findings show that risk is neither monolithic from a behavioural nor neural perspective and its decomposition is evident both in distinct behavioural preferences and in segregated underlying brain representations.
Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals’ choice behaviour is sensitive to both dispersion (variance) and asymmetry (skewness) of outcomes. Using a novel behavioural paradigm in humans, we independently manipulated these ‘summary statistics’ while scanning subjects with fMRI. We show that a behavioural sensitivity to variance and skewness is mirrored in neuroanatomically dissociable representations of these quantities, with parietal cortex showing sensitivity to the former and prefrontal cortex and ventral striatum to the latter. Furthermore, integration of these objective risk metrics with subjective risk preference is expressed in a subject-specific coupling between neural activity and choice behaviour in anterior insula. Our findings show that risk is neither monolithic from a behavioural nor neural perspective and its decomposition is evident both in distinct behavioural preferences and in segregated underlying brain representations. ► Behavioural influence of variance and skewness (asymmetry) of risky decisions. ► Posterior parietal cortex is sensitive to variance. ► Distributed skewness representation in striatum, prefrontal and insular cortex. ► Integration of decision statistics and individual risk preferences in anterior insula.
Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals' choice behaviour is sensitive to both dispersion (variance) and asymmetry (skewness) of outcomes. Using a novel behavioural paradigm in humans, we independently manipulated these 'summary statistics' while scanning subjects with fMRI. We show that a behavioural sensitivity to variance and skewness is mirrored in neuroanatomically dissociable representations of these quantities, with parietal cortex showing sensitivity to the former and prefrontal cortex and ventral striatum to the latter. Furthermore, integration of these objective risk metrics with subjective risk preference is expressed in a subject-specific coupling between neural activity and choice behaviour in anterior insula. Our findings show that risk is neither monolithic from a behavioural nor neural perspective and its decomposition is evident both in distinct behavioural preferences and in segregated underlying brain representations.Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified solely by statistical variance of outcomes, but here we provide evidence that individuals' choice behaviour is sensitive to both dispersion (variance) and asymmetry (skewness) of outcomes. Using a novel behavioural paradigm in humans, we independently manipulated these 'summary statistics' while scanning subjects with fMRI. We show that a behavioural sensitivity to variance and skewness is mirrored in neuroanatomically dissociable representations of these quantities, with parietal cortex showing sensitivity to the former and prefrontal cortex and ventral striatum to the latter. Furthermore, integration of these objective risk metrics with subjective risk preference is expressed in a subject-specific coupling between neural activity and choice behaviour in anterior insula. Our findings show that risk is neither monolithic from a behavioural nor neural perspective and its decomposition is evident both in distinct behavioural preferences and in segregated underlying brain representations.
Author Wright, Nicholas D.
Bach, Dominik R.
Symmonds, Mkael
Dolan, Raymond J.
AuthorAffiliation Wellcome Trust Centre for Neuroimaging, Institute of Neurology, University College London, 12 Queen Square, London WC1N 3BG, UK
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  givenname: Raymond J.
  surname: Dolan
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/21763444$$D View this record in MEDLINE/PubMed
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Issue 4
Keywords fMRI
Risk
Decision making
Variance
Skewness
Language English
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PublicationCentury 2000
PublicationDate 2011-10-15
PublicationDateYYYYMMDD 2011-10-15
PublicationDate_xml – month: 10
  year: 2011
  text: 2011-10-15
  day: 15
PublicationDecade 2010
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: Amsterdam
PublicationTitle NeuroImage (Orlando, Fla.)
PublicationTitleAlternate Neuroimage
PublicationYear 2011
Publisher Elsevier Inc
Elsevier Limited
Academic Press
Publisher_xml – name: Elsevier Inc
– name: Elsevier Limited
– name: Academic Press
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Snippet Risky choice entails a need to appraise all possible outcomes and integrate this information with individual risk preference. Risk is frequently quantified...
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SubjectTerms Adult
Algorithms
Anatomy
Asymmetry
Brain
Brain - physiology
Choice Behavior - physiology
Corpus Striatum - physiology
Decision making
Decision Making - physiology
Expected utility
Expected values
Female
fMRI
Gambling - psychology
Houses
Humans
Image Processing, Computer-Assisted
Individuality
Linear Models
Magnetic Resonance Imaging
Male
Medical imaging
Models, Psychological
Models, Statistical
Neural networks
Parietal Lobe - physiology
Preferences
Prefrontal Cortex - physiology
Psychomotor Performance - physiology
Risk
Risk-Taking
Skewness
Software
Statistics
Studies
Taste
Utility functions
Variance
Young Adult
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