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Decomposing Loss Aversion from Gaze Allocation and Pupil Dilation

Feng Sheng, View ORCID ProfileArjun Ramakrishnan, Darsol Seok, Wenjia Joyce Zhao, Samuel Thelaus, Puti Cen, Michael Louis Platt
doi: https://doi.org/10.1101/2020.02.27.967711
Feng Sheng
aWharton Neuroscience Initiative, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104
bMarketing Department, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104.
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  • For correspondence: fsheng@wharton.upenn.edu arjunr@iitk.ac.in mplatt@pennmedicine.upenn.edu
Arjun Ramakrishnan
aWharton Neuroscience Initiative, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104
cDepartment of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104
eDepartment of Biological Sciences and Bioengineering, Indian Institute of Technology, Kanpur, UP, India, 208016
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  • For correspondence: fsheng@wharton.upenn.edu arjunr@iitk.ac.in mplatt@pennmedicine.upenn.edu
Darsol Seok
cDepartment of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104
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Wenjia Joyce Zhao
dDepartment of Psychology, University of Pennsylvania, Philadelphia, PA, 19104
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Samuel Thelaus
cDepartment of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104
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Puti Cen
aWharton Neuroscience Initiative, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104
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Michael Louis Platt
aWharton Neuroscience Initiative, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104
bMarketing Department, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104.
cDepartment of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104
dDepartment of Psychology, University of Pennsylvania, Philadelphia, PA, 19104
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  • For correspondence: fsheng@wharton.upenn.edu arjunr@iitk.ac.in mplatt@pennmedicine.upenn.edu
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Abstract

Loss-averse decisions, in which one avoids losses at the expense of gains, are highly prevalent. However, the underlying mechanisms remain controversial. The prevailing account highlights a valuation bias that overweighs losses relative to gains, but an alternative view stresses a response bias to avoid choices involving potential losses. Here we couple a computational process model with eye-tracking and pupillometry to develop a physiologicallygrounded framework for the decision process leading to accepting or rejecting gambles with equal odds of winning and losing money. Overall, loss-averse decisions were accompanied by preferential gaze towards losses and increased pupil dilation for accepting gambles. Using our model, we found gaze allocation selectively indexed valuation bias, and pupil dilation selectively indexed response bias. Finally, we demonstrated that our computational model and physiological biomarkers can identify distinct types of loss-averse decision-makers who would otherwise be indistinguishable using conventional approaches. Our study provides an integrative framework for the cognitive processes that drive loss-averse decisions and highlights the biological heterogeneity of loss aversion across individuals.

Significance Statement We revisit the concept of loss aversion by synthesizing distinct views into an integrative framework and by probing physiological biomarkers associated with the behavior. The framework decomposes loss aversion into a valuation bias, which weighs losses over gains, and a response bias, which avoids loss-related choices altogether. Further, we revealed a double dissociation in physiology underlying the decision process. Valuation bias was associated with preferential gaze allocation to losses whereas response bias was associated with pupillary dilation. Our framework exposed biological heterogeneity underlying loss aversion and distinguishes different loss-averse decision makers who are otherwise indistinguishable using conventional approaches. Our integrative approach provides a deeper analysis of the mechanisms underlying loss aversion and incorporates distinct views within a unified biological framework.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Include Supplementary Text. Some minor revisions to the Introduction and Discussion. The main findings and the interpretations remain the same.

  • https://osf.io/yz9e6/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted May 05, 2020.
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Decomposing Loss Aversion from Gaze Allocation and Pupil Dilation
Feng Sheng, Arjun Ramakrishnan, Darsol Seok, Wenjia Joyce Zhao, Samuel Thelaus, Puti Cen, Michael Louis Platt
bioRxiv 2020.02.27.967711; doi: https://doi.org/10.1101/2020.02.27.967711
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Decomposing Loss Aversion from Gaze Allocation and Pupil Dilation
Feng Sheng, Arjun Ramakrishnan, Darsol Seok, Wenjia Joyce Zhao, Samuel Thelaus, Puti Cen, Michael Louis Platt
bioRxiv 2020.02.27.967711; doi: https://doi.org/10.1101/2020.02.27.967711

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