Blueberry comments on Arbitrage of prediction markets - Less Wrong
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Find another prediction market, or another person, willing to make the bet with you at the true (1%, say) odds. Then you buy one and hedge by selling the other. Arbitrage usually requires two different bets.
For instance, if you sell the Intrade prediction, but make a $1 bet at 99:1 odds that Paul will win the Republican nomination (god forbid), you win $3.50 - $1.00 when Paul loses, and $99.00 - $96.50 when he wins.
[Edited to fix math]
Arbitrage always requires more than one bet, but it usually requires more than two bets.
Another approach is to diversify. This is in fact how arbitrage is often used by hedge funds and the like - they attempt to identify many such opportunities which they believe (hope) are uncorrelated and spread their bets across them. On average they expect to make a positive return and they also are protected against the occasional low probability large loss. If they turn out to be wrong in their assumption of the various bets being independent you get an LTCM.
Hm, but isn't bgrah449 using the strong definition of arbitrage, where you cannot lose, period?