The Marketcast Method for Aggregating Prediction Market Forecasts

We describe a hybrid forecasting method called marketcast. Marketcasts are based on bid and ask orders from prediction markets, aggregated using techniques associated with survey methods, rather than market matching algorithms. We discuss the process of conversion from market orders to probability estimates, and simple aggregation methods. The performance of marketcasts is compared to a traditional prediction market and a traditional opinion poll. Overall, marketcasts perform approximately as well as prediction markets and opinion poll methods on most questions, and performance is stable across model specifications.

[1]  David M. Pennock A dynamic pari-mutuel market for hedging, wagering, and information aggregation , 2004, EC '04.

[2]  H. Zou,et al.  Regularization and variable selection via the elastic net , 2005 .

[3]  David M. Pennock,et al.  Prediction Markets: Does Money Matter? , 2004, Electron. Mark..

[4]  Robin Hanson,et al.  Combinatorial Information Market Design , 2003, Inf. Syst. Frontiers.

[5]  G. Brier VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY , 1950 .

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

[7]  Lionel Page,et al.  Do Prediction Markets Produce Well�?Calibrated Probability Forecasts? , 2013 .

[8]  Jonathan Baron,et al.  Combining multiple probability predictions using a simple logit model , 2014 .

[9]  D. Cliff,et al.  Zero is Not Enough: On The Lower Limit of Agent Intelligence For Continuous Double Auction Markets† , 1997 .

[10]  Jonathan Baron,et al.  Two Reasons to Make Aggregated Probability Forecasts More Extreme , 2014, Decis. Anal..

[11]  David Rothschild,et al.  Forecasting Elections Comparing Prediction Markets, Polls, and Their Biases , 2009 .

[12]  J. D. Christiansen,et al.  Prediction Markets: Practical Experiments in Small Markets and Behaviours Observed , 2012 .

[13]  R. Rosenfeld Nature , 2009, Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery.

[14]  Abraham Othman,et al.  Zero-intelligence agents in prediction markets , 2008, AAMAS.