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Learning to deal with risk: what does reinforcement learning tell us about risk attitudes?

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Author Info
Albert Burgos () (Universidad de Murcia)
Abstract

People are generally reluctant to accept risk. In particular, people overvalue sure gains, relative to outcomes which are merely probable. At the same time, people are also more willing to accept bets when payoffs involve losses rather than gains. I consider how far adaptive learning can go in explaining these phenomena. I report simulations in which adaptive learners of the kind studied in Roth & Erev (1995, 1998) and Borgers & Sarin (1997, 2000) deal with a problem of repeated choice under risk where alternatives differ by a mean preserving spread. The simulations show that adaptive learning induces (on average) risk averse choices. This learning bias is stronger for gains than for losses. Also, risk averse choices are much more likely when one of the alternatives is a certain prospect. The implications of a learning interpretation of risk taking are explored.

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Publisher Info
Article provided by Economics Bulletin in its journal Economics Bulletin.

Volume (Year): 4 (2002)
Issue (Month): ()
Pages: 1-13
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Handle: RePEc:ebl:ecbull:eb-02d80010

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Related research
Keywords: Allais paradox reflection effect reinforcement learning

Find related papers by JEL classification:
D8 - Microeconomics - - Information, Knowledge, and Uncertainty

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

  1. Selten, Reinhard, Abdolkarim Sadrieh, and Klaus Abbink, 1995. "Money does Not Induce Risk Neutral Behavior, but Binary Lotteries Do even Worse," Discussion Paper Serie B 343, University of Bonn, Germany.
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Carlos Oyarzun & Rajiv Sarin, 2005. "Learning and Risk Aversion," Levine's Bibliography 784828000000000482, UCLA Department of Economics. [Downloadable!]
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This page was last updated on 2008-7-12.


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