Decomposing loss aversion from gaze allocation and pupil dilation
Open Access
- 8 May 2020
- journal article
- research article
- Published by Proceedings of the National Academy of Sciences in Proceedings of the National Academy of Sciences
- Vol. 117 (21), 11356-11363
- https://doi.org/10.1073/pnas.1919670117
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 physiologically grounded 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 toward 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 demonstrate 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.Keywords
All Related Versions
Funding Information
- HHS | NIH | National Institute of Mental Health (P50-MH-113840)
- Brain and Behavior Research Foundation (27649)
- HHS | NIH | NIH Office of the Director (R37-MH-109728-01)
- HHS | NIH | NIH Office of the Director (R01-MH-108627-01)
- Simons Foundation (304935)
This publication has 48 references indexed in Scilit:
- HDDM: Hierarchical Bayesian estimation of the Drift-Diffusion Model in PythonFrontiers in Neuroscience, 2013
- Norepinephrine in the brain is associated with aversion to financial lossMolecular Psychiatry, 2012
- The Attentional Drift-Diffusion Model Extends to Simple Purchasing DecisionsFrontiers in Psychology, 2012
- Amygdala damage eliminates monetary loss aversionProceedings of the National Academy of Sciences, 2010
- Thinking like a trader selectively reduces individuals' loss aversionProceedings of the National Academy of Sciences, 2009
- The Neural Basis of Loss Aversion in Decision-Making Under RiskScience, 2007
- Gaze bias both reflects and influences preferenceNature Neuroscience, 2003
- Inference from Iterative Simulation Using Multiple SequencesStatistical Science, 1992
- Contingent weighting in judgment and choice.Psychological Review, 1988
- Contingent weighting in judgment and choice.Psychological Review, 1988