Are Prediction
Markets Underestimating Extent of Obama’s Tail Risk?
Prediction markets like
InTrade have proven to be good predictors of electoral outcome over the past
several election cycles. But the view
six weeks prior to an election is not necessarily a good predictor. In the last three weeks, there has been a
frenzy of reporting on the momentum of the Obama campaign and the supposedly
collapsing campaigns of Mitt Romney and several candidates for the United
States Senate.
It is important to remember
that prediction markets are just that – markets. In the same way that polling provides a
snapshot of where a particular race stands under a particular pollster’s
assumptions, the market prices represent a snapshot of the prediction
market’s collective wisdom at a particular point in time. Just like markets for stocks and residential
real estate, prediction markets are subject to what Alan Greenspan in 1996
referred to as “irrational exuberance.”
In that famous speech at the American Enterprise Institute preceding the
bursting of the internet bubble and the housing bubble in the next decade,
Greenspan asked “how do we know when irrational exuberance has unduly escalated
asset values, which then become subject to unexpected and prolonged
contractions …?” Prediction markets generate important “wisdom of crowds” type data, but they are also subject to the “herd mentality” that can substitute objective analysis of underlying fundamentals with an “irrational exuberance.” Just witness the reaction to rumors of leaked exit polls or unreported precincts and you will understand my point.
I am not saying that the current
prices in the InTrade markets will be proven wrong. I am suggesting that they may be driven by
faulty assumptions about the fundamentals of the race. Traders in these markets are avid followers
of polls, rumors and blogs that purport to provide the latest wisdom and
narrative.
Perhaps the most pervasive
impact on prediction markets come from a poll driven narrative. That means that polling failures, especially
in endemic, will create significant market in the same manner that bad mortgage
underwriting led to bad mortgages on over-valued homes or faulty corporate
earnings reports led to inflated stock prices. Let’s face facts. It’s less likely that the polling data is wrong than it is that the pollsters’ models are wrong in the same way that bad underlying assumptions led S&P and Moody’s to rate packages of subprime mortgages as AAA.
The accuracy of polling in this cycle comes down to their accuracy in projecting the demographic makeup of the electorate. And this is not just a question of looking at partisan divisions within a particular poll. It comes down to an even broader set of demographic assumptions about age, sex, marital status, etc.
If you believe that the electorate in 2012 will be more demographically tilted toward President Obama than the 2008 election, then put your money on an Obama victory. If you think the electorate will look like an average of the 2004 and 2008 electorate then you should be putting your money on Mitt Romney at this point in time.
And as an aside, you should be extraordinarily skeptical of pollsters that just give the top lines from their poll and weave a narrative about the data, but don’t provide you with enough data to evaluate the degree to which their polling tilts one way or the other.
For instance, let’s examine the implications of how you answer the question of what the partisan makeup of the electorate. The guinea pig for this exercise will be a recent NYT/CBS/Q poll of likely voters gives President Obama a 50%-46% lead in the battle for Virginia’s 13 electoral votes. The poll numbers contribute to a media and pundit narrative that Mitt Romney is slipping badly or failing to gain traction in the Commonwealth.
A closer look at the polls internals suggest that Democrats could well end up having to call the Virginia electorate stupid. The poll is based upon a likely voter composition that gives Democrats an 11 point advantage (35D 24R 36 I). The pollsters could be right, but I’m skeptical. In 2008, according to exit polls, Democrats enjoyed a partisan advantage of six points (39D 33R 27I). So if you buy into the argument that the electorate in Virginia will be even more Democrat leaning than in 2008, trust the polls message, because that is what their likely voter sample is saying.
If you don’t buy that assumption, then consider the following table and chart. The table illustrates what result would be generated using the poll’s internal partisan voting intentions and applying various electoral composition possibilities. It looks at the 2008 and 2004 electoral compositions and the three points in between. The result is that President Obama needs an electorate that is significantly more Democratic than the average of 2004 and 2008 to carry Virginia.
A rough calculation suggests that
in order for the President to carry Virginia he need a four points or better
Democratic advantage in the electorate.
Why? In this poll, Virginia
independents favor Romney by 53%-42% -- an 11 point margin. It’s pretty tough for anyone to win an election
in Virginia if you lose independents by that margin.
The 2006 Senate exit polls
gave Republicans a plus three advantage.
Democratic Senator Jim Webb won narrowly while carrying Independents by
a 12 point margin. I am hard pressed to
recall any election in Virginia that was won by someone who lost Independents
by double digits. I’ll be really
surprised if that happens in 2012.State of the Races
Our micro model that examines State level data has President Obama winning a total of 312 electoral votes to Mitt Romney’s 236. The macro level model gives President Obama a smaller margin of 302 – 236.
The Republican prospects of
taking control of the Senate have declined with the micro model presently
projecting a median outcome of 49 seats for the Republicans. The following chart shows the current
probability distribution of Senate outcomes.
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