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Prediction Markets

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Author Info
Justin Wolfers
Eric Zitzewitz

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Abstract

We analyze the extent to which simple markets can be used to aggregate disperse information into efficient forecasts of uncertain future events. Drawing together data from a range of prediction contexts, we show that market-generated forecasts are typically fairly accurate, and that they outperform most moderately sophisticated benchmarks. Carefully designed contracts can yield insight into the market's expectations about probabilities, means and medians, and also uncertainty about these parameters. Moreover, conditional markets can effectively reveal the market's beliefs about regression coefficients, although we still have the usual problem of disentangling correlation from causation. We discuss a number of market design issues and highlight domains in which prediction markets are most likely to be useful.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 10504.

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Date of creation: May 2004
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Handle: RePEc:nbr:nberwo:10504

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D7 - Microeconomics - - Analysis of Collective Decision-Making
D8 - Microeconomics - - Information, Knowledge, and Uncertainty

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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. Ait-Sahalia, Yacine & Wang, Yubo & Yared, Francis, 2001. "Do option markets correctly price the probabilities of movement of the underlying asset?," Journal of Econometrics, Elsevier, vol. 102(1), pages 67-110, May. [Downloadable!] (restricted)
  2. Andrew Leigh & Justin Wolfers & Eric Zitzewitz, 2003. "What Do Financial Markets Think of War in Iraq?," NBER Working Papers 9587, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  3. Stefano Athanasoulis & Robert Shiller & Eric van Wincoop, 1999. "Macro markets and financial security," Economic Policy Review, Federal Reserve Bank of New York, issue Apr, pages 21-39. [Downloadable!]
  4. Plott, Charles R & Sunder, Shyam, 1982. "Efficiency of Experimental Security Markets with Insider Information: An Application of Rational-Expectations Models," Journal of Political Economy, University of Chicago Press, vol. 90(4), pages 663-98, August. [Downloadable!] (restricted)
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  5. Slemrod, Joel & Greimel, Timothy, 1999. "Did Steve Forbes scare the US municipal bond market?," Journal of Public Economics, Elsevier, vol. 74(1), pages 81-96, October. [Downloadable!] (restricted)
  6. Justin Wolfers & Eric Zitzewitz, 2004. "Prediction Markets," NBER Working Papers 10504, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  7. Bates, David S, 1991. " The Crash of '87: Was It Expected? The Evidence from Options Markets," Journal of Finance, American Finance Association, vol. 46(3), pages 1009-44, July. [Downloadable!] (restricted)
  8. Thaler, Richard H & Ziemba, William T, 1988. "Parimutuel Betting Markets: Racetracks and Lotteries," Journal of Economic Perspectives, American Economic Association, vol. 2(2), pages 161-74, Spring. [Downloadable!] (restricted)
  9. Shleifer, Andrei & Vishny, Robert W, 1997. " The Limits of Arbitrage," Journal of Finance, American Finance Association, vol. 52(1), pages 35-55, March. [Downloadable!] (restricted)
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  10. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January. [Downloadable!] (restricted)
  11. Plott, Charles R & Sunder, Shyam, 1988. "Rational Expectations and the Aggregation of Diverse Information in Laboratory Security Markets," Econometrica, Econometric Society, vol. 56(5), pages 1085-1118, September. [Downloadable!] (restricted)
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  12. Joel Slemrod & Timothy Greimel, 1998. "Did Steve Forbes Scare the Municipal Bond Market?," NBER Working Papers 6583, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  13. Paul W. Rhode & Koleman S. Strumpf, 2004. "Historical Presidential Betting Markets," Journal of Economic Perspectives, American Economic Association, vol. 18(2), pages 127-142, Spring. [Downloadable!] (restricted)
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