_Andrew Leigh's Archived Blog  2004-2010_ 
(http://previousleigh.wordpress.com/)  
 
 
A Better Crystal Ball
Posted on  _May 19, 2009_ 
(http://previousleigh.wordpress.com/2009/05/19/a-better-crystal-ball/)  by 
_andrewleigh_ 
(http://previousleigh.wordpress.com/author/andrewleigh/)  
 
My oped today is on prediction markets. You can’t put acknowledgements on  
opeds, but if you could, this one would have read “Thanks to Nicholas Gruen 
and  Robin Hanson for valuable comments on an earlier draft.” Not sure what 
my  Methodist forebears would have said about it, though. 
Full text over the fold. 

Predictions on the Money, Australian Financial Review, 19  May 2009 
With economic forecasters now about as well-respected as astrologers and  
tarot card readers, it is little surprise that the federal government’s  
official projections for economic growth have been greeted with some  
scepticism. Yet the fact that predicting the future is difficult does not make  
it any 
less important. In tumultuous times, policymakers cannot afford to  drive 
by watching only the rear-vision mirror. 
One way to get a better sense of the future is to turn to prediction  
markets, which have proven surprisingly accurate in forecasting election  
results. Such markets aggregate information from a large number of  
individuals, 
weighting it in proportion to each person’s degree of certainty  about the 
outcome. Ask experts what they think will happen, and you’ll  discover that 
talk can be pretty cheap. But ask those experts how much money  they’d wager 
that the predicted event will come to pass, and you’ll find out  how confident 
they really are. 
Over the past decade, a wealth of evidence has accumulated on the power of  
prediction markets. In the _words of_ 
(http://hanson.gmu.edu/insiderbet.pdf)  George Mason  University’s Robin 
Hanson: ‘in every known head to head 
field comparison  between speculative markets and other social institutions 
that forecast, the  markets have been no less, and usually more, accurate. 
Orange Juice futures  improve National Weather Service forecasts, horse race 
markets beat horse race  experts, Oscar markets beat columnist forecasts, gas 
demand markets beat gas  demand experts’. And many firms – including 
General Electric, Google, Hewlett  Packard, Nokia and Pfizer – have established 
internal prediction markets to  shape their decision-making. 
For policymakers, two of the greatest unknowns are the state of the economy 
 next year, and the likely trajectory of the H1N1 flu virus. On both 
counts,  there is strong evidence that prediction markets can do a good job of  
forecasting the future. In an analysis of futures markets in economic  
indicators such as employment and retail sales, Refet Gurkaynak (Bilkent  
University) and Justin Wolfers (University of Pennsylvania) _found_ 
(http://bpp.wharton.upenn.edu/jwolfers/Papers/EconomicDerivatives.pdf)   that 
these ‘macro 
derivatives’ performed at least as well as the average from  a panel of 
professional forecasters. Right now, online bookmaker _Intrade_ 
(http://www.intrade.com/)  estimates a 70 percent chance that  US unemployment 
will top 10 
percent by December 2009. 
Influenza prediction markets have been the subject of a _careful  study_ 
(http://www.journals.uchicago.edu/doi/pdf/10.1086/510427)  by University of 
Iowa researchers Philip Polgreen, Forrest Nelson  and George Neumann. Under 
the auspices of a new _‘Iowa Electronic Health Market’_ 
(http://iehm.uiowa.edu/) , they found  that a market on future flu outbreaks 
(in which the 
traders are health care  professionals) was able to accurately forecast flu 
activity up to one month in  advance. These markets now provide estimates of 
the 
mortality rate for H1N1  swine influenza in the US by the end of July (a 93 
percent chance that it will  be below 1 in 100), the number of countries with 
at least one confirmed case  by the end of July (the shortest odds are on “
101 or more”), and when the US  will be able to vaccinate 50 million or more 
people (most probably not until  December 2009). 
What do prediction markets say about unemployment and swine flu in  
Australia? Unfortunately, we don’t know, because such markets do not currently  
exist. Part of the problem is regulatory – gambling laws treat a bet on an  
important event the same way they treat a bet on two flies crawling up a wall.  
This ignores the fact that there is a public benefit to improving our  
knowledge about future macroeconomic and disease events. Governments should  
lightly regulate – if not subsidise – prediction markets. 
Prediction markets are not perfect, but many of the early critiques turn  
out to have been overblown. Trading volumes are generally thick enough to  
provide good estimates, and arbitrage opportunities are rare. Market  
manipulation is difficult, and prices generally revert to their true value as  
smart 
money happily soaks up ideological wagers. Structural details – such as  
whether the markets are run as betting markets or futures exchanges – do not  
seem to matter much. 
At risk of undermining my own status, the strongest argument for prediction 
 markets is the abysmal record of expert commentators in forecasting the  
future. _One  study_ 
(http://www.amazon.com/Expert-Political-Judgment-Good-Know/dp/0691123020)  that 
followed up the forecasts of several hundred 
political and  economic pundits concluded that their forecasts were about as 
accurate as  would have been produced by a team of dart-throwing monkeys. Armed 
with grand  theories, experts are often too slow to adapt their ideas to fit 
the  facts. 
Allowing betting on future events will create greater competition in the  
forecasting market, and increase the precision with which we can anticipate  
coming events. In a volatile world, a little more certainty about the future 
 has substantial value. Time for policymakers to take a bet on prediction  
markets? 
Andrew Leigh is an economist in the Research School of Social Sciences  at 
the Australian National  University

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