Aggregation of Information and Beliefs in Prediction Markets

We analyze a binary prediction market in which traders have heterogeneous prior beliefs and private information. Realistically, we assume that traders are allowed to invest a limited amount of money (or have decreasing absolute risk aversion). We show that the rational expectations equilibrium price underreacts to information. When favorable information to an event is available and is revealed by the market, the price increases and this forces optimists to reduce the number of assets they can (or want to) buy. For the market to equilibrate, the price must increase less than a posterior belief of an outside observer.

[1]  C. Manski Interpreting the Predictions of Prediction Markets , 2004 .

[2]  R. Thaler,et al.  Anomalies Parimutuel Betting Markets: Racetracks and Lotteries , 1988 .

[3]  Joel Hasbrouck,et al.  Measuring the Information Content of Stock Trades , 1991 .

[4]  David M. Kreps,et al.  Speculative Investor Behavior in a Stock Market with Heterogeneous Expectations , 1978 .

[5]  Russell J. Lundholm,et al.  Information Aggregation in an Experimental Market. , 1990 .

[6]  Polly S Nichols,et al.  Agreeing to disagree. , 2005, General dentistry.

[7]  J. Stein,et al.  Disagreement and the Stock Market , 2007 .

[8]  C. Plott,et al.  Efficiency of Experimental Security Markets with Insider Information: An Application of Rational-Expectations Models , 1982, Journal of Political Economy.

[9]  Trading and Voting , 2003, Journal of Political Economy.

[10]  S. Morris Speculative Investor Behavior and Learning , 1996 .

[11]  Leonard J. Mirman,et al.  The Informational Role of Prices , 2017, The Scandinavian Journal of Economics.

[12]  S. Morris The Common Prior Assumption in Economic Theory , 1995, Economics and Philosophy.

[13]  M. Harris,et al.  Differences of Opinion Make a Horse Race , 1993 .

[14]  Mukhtar M. Ali Probability and Utility Estimates for Racetrack Bettors , 1977, Journal of Political Economy.

[15]  E. Miller Risk, Uncertainty, and Divergence of Opinion , 1977 .

[16]  P. Sørensen,et al.  OUTCOME MANIPULATION IN CORPORATE PREDICTION MARKETS , 2007 .

[17]  Thomas A. Rietz,et al.  Results from a Dozen Years of Election Futures Markets Research , 2008 .

[18]  J. Wolfers,et al.  Prediction Markets , 2003 .

[19]  The,et al.  DIFFERENCES OF OPINION IN FINANCIAL MARKETS , 2022 .

[20]  Wei Xiong,et al.  Heterogeneous Beliefs, Speculation and Trading in Financial Markets , 2004 .

[21]  Nancy L. Stokey,et al.  Information, Trade, and Common Knowledge , 1982 .

[22]  Paul C. Tetlock,et al.  Using Information Markets to Improve Public Decision Making , 2005 .

[23]  Hyun Song Shin,et al.  PRICES OF STATE CONTINGENT CLAIMS WITH INSIDER TRADERS, AND THE FAVOURITE- LONGSHOT BIAS* , 1992 .

[24]  P. Sørensen,et al.  Noise, Information and the Favorite-Longshot Bias , 2006 .

[25]  Steven Gjerstad Risk Aversion, Beliefs, and Prediction Market Equilibrium , 2004 .

[26]  Neil D. Pearson,et al.  Differential Interpretation of Public Signals and Trade in Speculative Markets , 1995, Journal of Political Economy.

[27]  Hal R. Varian,et al.  Differences of Opinion in Financial Markets , 1989 .

[28]  C. Gollier Who Should we Believe? Collective Risk-Taking Decisions with Heterogeneous Beliefs , 2003 .

[29]  Stephen Morris,et al.  Justifying Rational Expectations , 1995 .

[30]  Stephen Morris,et al.  TRADE WITH HETEROGENEOUS PRIOR BELIEFS AND ASYMMETRIC INFORMATION , 1994 .

[31]  J. Tirole On the Possibility of Speculation under Rational Expectations , 1982 .

[32]  Robert Forsythe,et al.  Anatomy of an Experimental Political Stock Market , 1992 .

[33]  Stephen Morris,et al.  Risk, uncertainty and hidden information , 1997 .

[34]  C. Plott,et al.  Rational Expectations and the Aggregation of Diverse Information in Laboratory Security Markets , 1988 .

[35]  Robert B. Wilson THE THEORY OF SYNDICATES , 1968 .

[36]  R. Radner Rational Expectations Equilibrium: Generic Existence and the Information Revealed by Prices , 1979 .

[37]  Mark Rubinstein,et al.  An aggregation theorem for securities markets , 1974 .

[38]  Hyun Song Shin,et al.  Optimal Betting Odds against Insider Traders , 1991 .

[39]  Sanford J. Grossman ON THE EFFICIENCY OF COMPETITIVE STOCK MARKETS WHERE TRADES HAVE DIVERSE INFORMATION , 1976 .

[40]  Kenneth J. Arrow,et al.  Aspects of the Theory of Risk Bearing--Yrjo Jahnsson Lectures , 1969 .

[41]  M. Rothschild,et al.  Increasing risk: I. A definition , 1970 .