Loss aversion and learning to bid

TitleLoss aversion and learning to bid
Publication TypeManuscript
Year of Publication2005
AuthorsDittrich, Dennis A. V., Werner Gueth, Martin Kocher, and Paul Pezanis-Christou
Collection TitlePapers on Strategic Interaction
Date Published02/2005
Library/ArchiveMax Planck Institute of Economics
Type of WorkWorking Paper
Abstract

Bidding challenges learning theories since experiences for the same bid vary stochastically: the same choice can result in a gain or a loss. In such an environment the question arises how the nearly universally documented phenomenon of loss aversion affects the adaptive dynamics. We analyze the impact of loss aversion in a simple auction for different learning theories. Our experimental results suggest that a version of reinforcement learning which accounts for loss aversion fares as well as more sophisticated alternatives.

URLftp://papers.econ.mpg.de/esi/discussionpapers/2005-03.pdf