Edinburgh Research Explorer Optimism as a Prior Belief about the Probability of Future Reward

Optimists hold positive a priori beliefs about the future. In Bayesian statistical theory, a priori beliefs can be overcome by experience. However, optimistic beliefs can at times appear surprisingly resistant to evidence, suggesting that optimism might also influence how new information is selected and learned. Here, we use a novel Pavlovian conditioning task, embedded in a normative framework, to directly assess how trait optimism, as classically measured using self-report questionnaires, influences choices between visual targets, by learning about their association with reward progresses. We find that trait optimism relates to an a priori belief about the likelihood of rewards, but not losses, in our task. Critically, this positive belief behaves like a probabilistic prior, i.e. its influence reduces with increasing experience. Contrary to findings in the literature related to unrealistic optimism and self-beliefs, it does not appear to influence the iterative learning process directly.

[1]  T. Sharot The optimism bias , 2011, Current Biology.

[2]  S. Sereika,et al.  Optimism and its relationship to depression, coping, anger, and life events in rural adolescents. , 1999, Issues in mental health nursing.

[3]  Bryan Gibson,et al.  Optimism, Pessimism, and Gambling: The Downside of Optimism , 2004, Personality & social psychology bulletin.

[4]  P. Costa,et al.  Revised NEO Personality Inventory (NEO-PI-R) and NEO-Five-Factor Inventory (NEO-FFI) , 1992 .

[5]  M. Mendl,et al.  Animal behaviour: Cognitive bias and affective state , 2004, Nature.

[6]  D H Brainard,et al.  The Psychophysics Toolbox. , 1997, Spatial vision.

[7]  E. Barratt,et al.  Anxiety and Impulsiveness Related to Psychomotor Efficiency , 1959 .

[8]  Jürgen Hoyer,et al.  Separating Optimism and Pessimism: a Robust Psychometric Analysis of the Revised Life Orientation Test (lot–r) the Internal Structure of the Revised Life Orientation Test (lot , 2022 .

[9]  D G Pelli,et al.  The VideoToolbox software for visual psychophysics: transforming numbers into movies. , 1997, Spatial vision.

[10]  Justin M. Rao,et al.  The Good News-Bad News Effect: Asymmetric Processing of Objective Information about Yourself , 2011 .

[11]  R. Dolan,et al.  How Dopamine Enhances an Optimism Bias in Humans , 2012, Current Biology.

[12]  Andrew W. Moore,et al.  Reinforcement Learning: A Survey , 1996, J. Artif. Intell. Res..

[13]  Richard M A Parker,et al.  Cognitive bias as an indicator of animal emotion and welfare: Emerging evidence and underlying mechanisms , 2009 .

[14]  D. Kahneman,et al.  Delusions of success. How optimism undermines executives' decisions. , 2003, Harvard business review.

[15]  F. Bryant,et al.  Distinguishing Hope and Optimism: Two Sides of a Coin, or Two Separate Coins? , 2004 .

[16]  M. Scheier,et al.  Personality and quality of life: The importance of optimism and goal adjustment , 2004, Quality of Life Research.

[17]  Christoph W Korn,et al.  How unrealistic optimism is maintained in the face of reality , 2011, Nature Neuroscience.

[18]  Jameson K. Hirsch,et al.  Psychometric Evaluation of the Life Orientation Test—Revised in Treated Opiate Dependent Individuals , 2010, International Journal of Mental Health and Addiction.

[19]  T. S. Adams,et al.  National Bureau of Economic Research, Inc. , 1920, Quarterly Publications of the American Statistical Association.

[20]  Neil D Weinstein,et al.  Taking Stock of Unrealistic Optimism , 2013, Perspectives on psychological science : a journal of the Association for Psychological Science.

[21]  K. Kendler,et al.  Expanding the domain of the understandable in psychiatric illness: an updating of the Jasperian framework of explanation and understanding , 2013, Psychological Medicine.

[22]  D. G. Williams Dispositional optimism, neuroticism, and extraversion , 1992 .

[23]  Matthew Wiswall,et al.  Belief updating among college students: Evidence from experimental variation in information , 2011 .

[24]  R. J. Dolan,et al.  Depression is related to an absence of optimistically biased belief updating about future life events , 2013, Psychological Medicine.

[25]  M. Mobius,et al.  Managing Self-Confidence: Theory and Experimental Evidence , 2011, Manag. Sci..

[26]  E. Phelps,et al.  Neural mechanisms mediating optimism bias , 2007, Nature.

[27]  Andrew G. Barto,et al.  Reinforcement learning , 1998 .

[28]  R. DeRubeis,et al.  Depressive symptoms are associated with unrealistic negative predictions of future life events. , 2006, Behaviour research and therapy.

[29]  D. Sheehan,et al.  The Mini-International Neuropsychiatric Interview (M.I.N.I.): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. , 1998, The Journal of clinical psychiatry.

[30]  T. Hergueta,et al.  The mini international neuropsychiatric interview , 1998, European Psychiatry.

[31]  Michael W. Bridges,et al.  Distinguishing optimism from neuroticism (and trait anxiety, self-mastery, and self-esteem): a reevaluation of the Life Orientation Test. , 1994, Journal of personality and social psychology.

[32]  Richard S. Sutton,et al.  Reinforcement Learning , 1992, Handbook of Machine Learning.