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David Schneider-Joseph

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Thu Sep 25, 2008

Price Discrepancies and Presidential Election Odds

Nate over at FiveThirtyEight has observed a discrepancy between the prices for Obama over at Intrade (52.3 at the time of his writing) and at Betfair (61.7). I was pleased to see that he made none of the amateur errors I usually find when reading analyses of idea futures prices. Importantly, he recognizes that it is non-trvial to translate individual state odds into electoral vote victory odds.1

However, he misses one possible explanation for the price discrepancy between the two markets which would not involve an arbitrage opportunity. His key oversight rests in the following statement:

Right now, Obama is trading at 52.3 points. That is, Intrade implies that he has a 52.3 percent chance to become the next President.

In fact, one cannot directly infer probabilities from prices. I detailed many of the complicating factors during the last presidential election, but there is one which I did not discuss then and which is key here, and that is the possibility that the currency being traded may be correlated in value with the probability of the contract itself! Since Intrade pays out in dollars, and Betfair in pounds, this could theoretically be the explanation for the price discrepancy. Let me elaborate:

Suppose there is a contract which pays out if the value of the dollar declines by 10% (as determined by, say, the Consumer Price Index) in six months' time. Suppose further that it is widely agreed that the probability of this event occurring is 50%. What should the market price of this contract be? A naïve answer is $0.50, but in fact the answer is $0.45! This is because, conditional on the contract paying out, the currency with which it pays out has declined in value by 10%, so in today's dollars it is worth 0.9 x Probability = $0.45.

Now, if the market were in pounds, then there may be little to no correlation between the odds of the contract paying out and the value of the payout. In that case, you may see prices closer to £0.50.

Bringing this back to the matter at hand, it may be the case that Obama trades at a discount on Intrade relative to his odds of election if that event is perceived as having potentially negative consequences for the value of the U.S. dollar. There may be little to no expected effect on the value of the British pound, so Betfair does not see a similar discount. This would explain the price discrepancy in a way that allows no opportunity for arbitrage.

So, is this explanation correct? I don't know; I suspect there's something to it, simply because a Democratic White House can be expected to spend more than a Republican White House while Democrats control Congress, which would drive inflation. It may not be enough to account for an 18% difference (12% as of this writing), and Nate did note some other trade anomalies which might account for some of the discrepancy as well, but it is important to be aware of all possible causes before making assertions about market inefficiencies.

1. There are two naïve models for calculating victory odds from individual state odds, both of which are wrong:

The first methodology is to assign the electoral votes of each state to the candidate perceived as having an edge in that state (as determined by polls or market prices), and then to assign some sort of imprecise advantage to the candidate with a greater number of assigned electors. Besides its imprecision, the main problem with this approach is that it treats large advantages equivalently to small advantages, meaning that the expected sum of your electoral votes will be over-estimated if you have a slight edge in a large number of states (since you are unlikely to win all of those states), and conversely, under-estimated if you have a large edge in a small number of states.

The second methdology is to assume that each state is an independent variable and infer from the odds in those individual states the likelihood of every possible winning combination of electors, the sum of which gives you the winning odds for your candidate. The flaw here is simply that the results in each state are far from independent of each other, so you tend to way overestimate the degree to which the variables cancel each other out, and as a result, you overestimate the odds of the leading candidate.

The best known model turns out to be an idealized one which (for the sake of simplicity) treats as 0 the possibility that a candidate could win state A but not state B, if his probability of winning B was seen to be greater than A prior to the election. This model can be said to have "perfect correlation" between states, and yields a candidate's election likelihood as being equivalent to the likelihood of the Nth state in a list of all states ranked by likelihood, where that Nth state would be the one to put it over the top.



9/25/2008 12:34 am | Comments (3) | #

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Fri Nov 10, 2006

Nominatibility and Electability

Jason Briggeman over at Productivity Shock observed that the frontrunners for the Democratic and Republican 2008 presidential nominations, Hillary and McCain, seem to have lower electability (as implied by TradeSports/Intrade) than some of the other contenders, such as Gore and Rudy. He measures this electability by dividing their odds of becoming elected by their odds of becoming nominated (R / D). But this is a naïve calculation of electability (even disregarding the important market distortions that result from a contract with a two year duration).

At the time of this writing, the prices are as follows:

NominationElection
McCain54.029.6
Clinton52.125.5
Giuliani12.69.1
Gore11.48.0


This suggests, according to the naïve calculation method, electability measures (in percent likelihood) of:

Electability
McCain54.8
Clinton48.9
Giuliani72.2
Gore70.2


In other words, it looks as if the parties are likely to nominate precisely the candidates who would be less likely to get elected! (In the Democratic case, this couldn't even be explained by appealing to their base, as Gore is clearly more dear to the Democratic base than Hillary Clinton.)

But here's the thing. It's possible that, at this stage two years before the election, the market thinks that (for example) McCain and Giuliani are, on balance, just as electable, but that circumstances could make either one less electable, and that Giuliani would be less likely to be nominated given those circumstances than McCain would be.

This is a subtle point, so I'll explain it again. Electability is not a simple number. Rather, it is an average of numbers, given various possibilities. Perhaps Giuliani is more electable against some opponents than others. For example, perhaps Giuliani would handily beat Barack Obama, but have a tough time facing Al Gore. Or, perhaps, Giuliani would be very electable if certain issues were at the forefront of national attention at the time of the election (like, say, terrorism), but not other issues (like gay marriage?). How do we measure real electibility? To do so, we have to imagine a hypothetical scenario in which Giuliani were the only candidate for the Republican nomination. In other words, the price of 2008.GOP.NOM.GIULIANI would be equal to 100.0. In that hypothetical scenario, what then would be the price of 2008.PRES.GIULIANI (his election)? Maybe it would be close to 72.2, or maybe it would be closer to 50. Hard to say.

The fact that, in the real world, 2008.PRES.GIULIANI divided by 2008.GOP.NOM.GIULIANI happens to equal 72.2 simply means that, in those scenarios where Giuliani actually ends up being nominated, his electability averages 72.2. But his abstract electability, given the hypothetical scenario in which the Republican Party nominated him without considering other candidates, is not necessarily the same.

So perhaps the market thinks the party elders are wise after all. Perhaps McCain is more electable in most scenarios than Giuliani (thus giving him higher odds of the nomination), but the GOP will only nominate him in those scenarios, and will nominate Giuliani in the other, less likely scenarios.

It's also possible that the party elders are not so wise, but that the reasons for the discrepancy still have nothing to do with currently known electability. It could be that, as things stand, they both have an average likely electability of 50.0, but that McCain is much more likely to be nominated, given his socially conservative positions, higher profile, and increased party ties, than Giuliani. In other words, their average possible electability (as measured right now) could be the same, but McCain has an edge in the nomination process that can overcome lower electability at the time of nomination. That doesn't mean he's predicted to have lower electability at that time -- just that he can overcome it in the nomination process, should it be the case.

If you're still having trouble understanding, here's an analogy: Every so often, while walking down the sidewalk, people discover $20 bills. They then motion to pick them up. If you see someone leaning down and gesturing as if they're picking up money, they probably are! But that doesn't mean that if you go walking down the sidewalk, gesturing as such, that $20 bills would magically appear in your hand.

By comparison, maybe the Republicans will nominate Giuliani if it makes sense for them to. And if it does make sense, maybe he has a very good shot at actually winning the presidency. But it won't necessarily make sense in the first place, and circumstances at the time of nomination will determine whether it does.

The reality is probably somewhere in between. McCain might be more electable, but more nominatible than his increased electability deserves, due to his greater party ties.

The same analysis applies to Clinton vs. Gore, or any other possible candidates. (Again, this ignores the very important market distortions that must be present.)

Put this way, it's not a surprise that candidates with greater party ties have a greater chance of being nominated than their electability deserves. But that's not the same thing as saying that their electability is actually lower than that of their competition.


11/10/2006 10:48 pm | Comments (3) | #

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Mon Jun 26, 2006

Buffett's Charity No Surprise

Why is everyone shocked at the news that Buffett is giving most of his wealth to charity? He wrote in his 2005 letter to shareholders:

Every share of Berkshire that I own is destined to go to philanthropies


6/26/2006 4:54 am | Comments (4) | #

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Mon May 1, 2006

Tim Russert Doesn't Understand Basic Economics

Here's a clip from this Sunday's "special edition" of Meet the Press on high gas prices. Simply astonishing:



I love the expression on Bodman's face. First, one of confusion: "Did he really just ask me that question?" Then shock: "Holy shit, he really asked me that question." Then, after his brief answer, he just stared at Russert like he was an idiot, and there was silence. Full video of the show here, and full transcript here.

I guess Tim Russert doesn't read Charles Krauthammer.


5/1/2006 9:57 pm | Comments (7) | #

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Sun Apr 23, 2006

Big things

It's interesting how the Pyramids are considered a monument to Egyptian civilization but the Ryugyong Hotel is considered an embarrassment to North Korea.


4/23/2006 4:44 pm | Comments (2) | #

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Tue Mar 21, 2006

Iraqi Casualties

Average daily coalition casualties in Iraq, by month



Casualty rates seem to be at a low since February, 2004, and steadily declining since last winter. Another month of casualty rates below 1.5 a day and I'd say that's statistically significant.

Source: Iraq Coalition Casualties


3/21/2006 4:44 pm | Comments (2) | #

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Sun Feb 5, 2006

24 year old Bush worker, gets appointed to Nasa, to discount Big Bang

Pretty annoying.

Update 2/8/2006: He has now resigned. I seem to have a good track record in which Bush appointees I would like to resign.


2/5/2006 11:22 am | Comments (1) | #

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Tue Jan 24, 2006

Free speech...

John Kerry criticizes someone exercising his right to free speech who criticized someone else who exercised his right to free speech, on the grounds that you shouldn't criticize people since they have the right to free speech.


1/24/2006 12:37 pm | Comments (1) | #

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Sat Aug 27, 2005

Gaza Withdrawal

Some good analysis of the Gaza withdrawal here and here (via InstaPundit).


8/27/2005 5:49 pm | Comments (1) | #

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Gates of Fire

A pretty gripping account of combat in Iraq, complete with photos (via InstaPundit).


8/27/2005 6:01 am | Comments (0) | #

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Sat Jun 25, 2005

Progress in Iraq?

This article (via InstaPundit) is surreal. In it, Kofi Annan takes credit on behalf of the United Nations for the progress in Iraq. Yes, the same United Nations that stood in the way of progress. The same United Nations that cut and run from Iraq as soon as it got difficult. And the same Kofi Annan that called the Iraq War a violation of international law.


6/25/2005 1:56 pm | Comments (13) | #

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Tue Jun 14, 2005

My God

Spotting criminals in nursery school (via Pej)

Children as young as 3 should be identified as potential criminals if they're bullying other kids or have criminal parents, recommends a crime reduction report to British Prime Minister Tony Blair.


6/14/2005 2:06 pm | Comments (0) | #
 

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