Showing posts with label futures markets. Show all posts
Showing posts with label futures markets. Show all posts

Monday, July 7, 2008

Webb Out; Who's Up? [UPDATED]

Not happening:

Virginia Sen. Jim Webb just issued a statement from his Senate office saying that -- "[u]nder no circumstances" -- does he want to be considered as Obama's veep. "Last week I communicated to Sen. Obama and his presidential campaign my firm intention to remain in the United States Senate, where I believe I am best equipped to serve the people of Virginia and this country. Under no circumstances will I be a candidate for vice president.
But it's interesting to see whose stock is trading upward at Intrade as a result of Jim Webb's Sherman Statement today. These people have gained ground:
Bayh       +2.0
Schweitzer +1.9
Reid +1.9
Warner +1.7
Hagel +1.7
Biden +1.3
Kaine +1.3
Edwards +1.0
Sebelius +0.6
Clinton +0.5
...about an even mix of Moderate White Dude and Foreign Policy Tough Dude, with a few Virginia Is For Lovers candidates thrown in. Webb crossed over all three constituencies, which is why he seemed like such an obvious name for the short list.

And yes, that's Harry Reid, which ought to put to bed any notion about the efficiency of betting markets. Maybe some overseas punters heard some buzz about Jack Reed and got the two confused? I cannot explain this one away.

The overall favorites for the Democrats' VP slot according to Intrade, translated loosely to Vegas-style odds, are as follows:
Clinton         9-2
Sebelius 9-1
Bayh 10-1
Hagel 10-1
Rendell 12-1
Richardson 12-1
Biden 12-1
McCaskill 15-1
Edwards 15-1
Kaine 15-1
Reed (RI) 20-1
Schweitzer 20-1
Clark 20-1
Gephardt 20-1
Gore 20-1
Nunn 20-1
Bloomberg 25-1
Webb 30-1
Zinni 30-1
Warner 35-1
Reid (NV) 50-1
Jones 60-1
Wexler 80-1
Nelson 100-1
Napolitano 100-1
Daschle 100-1
Easley 100-1

Field 40-1
Has a VP field ever been so completely wide open? And I don't have too many betting tips for you, but in general find it easier to identify people who I'd want to short (Gore, Hagel) than long (Bill Nelson is intriguing at those odds, and Tim Kaine probably is too).

Update: You know who else I might long? Evan Bayh. Bayh would certainly not be my first choice, but that's not what matters here. I'm trying to think about this from the standpoint of the Obama campaign's paradigm, and in general the Obama campaign has tended to be very risk-averse. Bayh is polished, if not overly articulate; he's a brand name, but not one that will overshadow the nominee, and he would be acceptable to most moderates as well as most ex-Clinton supporters. There's a bit of an always-a-bridesmaid concern about Bayh that can become something of a self-fulfilling prophecy -- if he wasn't good enough for Bill Clinton, Al Gore or John Kerry, what makes him good enough now? -- but then again, Indiana has never before been a swing state, nor has the Midwest in general been so important.

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Wednesday, June 4, 2008

Hillary's Future (at 538)

I've gotten a lot of questions about when we'll stop tracking Hillary Clinton's polling performance against John McCain. Some of these strike me as a little ... overeager.

Obama is going to be the nominee, guys. You can stop worrying. On the trading markets right now, he is trading at about 95 percent -- which is exactly where McCain's numbers are trading. There are always those asterisk, snowball's-chance-in-hell scenarios, but they are just as likely for McCain at this point as they are for Obama.

However, I am inclined to give deference to Clinton and continue listing her numbers until she formally ends or suspends her campaign. It isn't doing anyone any harm, and anything else strikes me as too much of an editorial judgment. If she doesn't suspend her campaign, then I don't know what we'll do -- it will probably depend on whether the pollsters continue to include her.

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Sunday, April 6, 2008

The Momentumless Primary

A week ago, Barack Obama led Hillary Clinton by 10 points in the Gallup Daily Tracking Poll. I asked the readers whether they expected today's poll -- it's April 6th -- to show a lead of greater than 10 points for Obama, or fewer.

I was sort of trying to goad people into taking the over. After all, we're all used to hearing about the importance of "momentum" and trendlines. Obama had gone, over the span of about 10 days, from being 7 points behind, to roughly tied, to 4 points ahead, to 10 points ahead. Wasn't it logical that he'd be some number larger than 10 points ahead after another week's worth of "momentum"? Wasn't the headline that Obama was pulling away with the race?

But most people did not take the bait, and said they expected Obama to be fewer than 10 points ahead. Which, as it turns out, was the right answer. In today's Gallup Tracker, Obama is 3 points ahead of Hillary Clinton:


Most people who took the under cited the principle of "regression to the mean". And this is an underrated dynamic in analyzing polls. Ninety-five percent of polls, theoretically, fall within the margin of error established by the pollster. The flip side to that is that 5 percent don't.

Five percent -- one out of 20 polls -- doesn't sound like a lot. But consider how many polls come across the wire in a given week. Rasmussen and Gallup each release three tracking polls per day, seven days per week: an Obama-Clinton primary tracker, and general election trackers for both Obama-McCain and Clinton-McCain. That's (7 x 3 x 2 =) 42 polling results right there. Beyond that, we're averaging about 15 new state-by-state general election polls each week. Those polls are surveying two matchups each (Clinton-McCain and Obama-McCain), so that's another 30 contests. On top of that, we might have another 10 or 15 primary election polls in states like Pennsylvania or Indiana, and two or three of the "name brand" national pollsters like CBS/NYT or Pew will weigh in each week with their periodic updates.

So in a given week, we're probably looking at somewhere between 75 and 100 polling results. (By my count, there have been 86 different Presidential election-related polls released publicly since last Monday). Not only might some of these polls be "wrong" (that is, fall outside their margin of error). Some of them will be wrong. It's a mathematical certainty. We should expect to see four or five "bad" polls each week. And that's assuming that the pollsters are doing everything perfectly, which they aren't (not by a long shot).

Of course, it can be a dangerous game to try and guess which polls are the outliers and which ones aren't. A lot of people believed that the Selzer/DMR New Years' Eve Iowa poll was an outlier -- but it turned out to be just about the only one that predicted the Iowa caucus results correctly.

Before Iowa, however, the behavior of the polls was quite volatile. The dynamics of the campaign were changing on a day-to-day basis. Moreover, the pollsters were forced to poll during the Christmas/New Years Holiday, a period they've generally avoided, and nobody had any idea how to model turnout, with no voting yet having been conducted.

The polls remained quite volatile up through and including Super Tuesday. At some point in the middle of February, however, the polls fell into something of a steady state. Obama took the lead from Clinton in the Real Clear Politics average on roughly February 10th. He has held on to that lead ever since. But he has never held a particularly large lead. It's essentially always been somewhere between 1 point, and 6 or 7 points -- sometimes toward the top of that range, and sometimes toward the bottom, but always between those goalposts. This becomes even more clear when looking at the Pollster.com averages, which tends to smooth out some of the day-to-day fluctuations in the polls.


Pollster.com has Obama's numbers moving up steadily up through about the 15th of February. And then they plateau. They don't peak -- they don't go down any -- they just plateau. The same is true for Hillary Clinton's numbers. In fact, Clinton has been stuck at about the same level of support, somewhere in the 42-46% range, since Labor Day.

Now, it's a truism that primary polls are generally more volatile than general election polls. In fact, they are often much more volatile. If we tried to apply the fivethirtyeight.com model, which is designed to predict general election outcomes, to predict primary results instead, it might well lead us in completely the wrong direction (among other things, we'd need to place much more of a premium on recentness if we were trying to evaluate the primaries).

But there are specific reasons why primary polls tend to volatile -- and I would argue that those reasons no longer really apply in the Democratic nomination race:

1. In the primaries, voters generally have weak preferences between the two candidates. After all, you are asking voters to choose from among two or more candidates in their own party. Many voters will have a favorable impression of all of these candidates. That means, however, that it doesn't take much to move a voter from one candidate to the other.

2. In the primaries, voters generally have limited information about the candidates. Presidential candidates usually come from the ranks of the nation's 150 U.S. senators and governors. Even relatively well-informed voters aren't keeping tabs on most of these elected officials; in fact, they'd probably have trouble naming more than 20 or 30 of them. So a significant element of the primary process is simply voters becoming better informed about the candidates and their positions, and the polls can be quite volatile until that process is complete.

Neither of these axioms really hold any longer for Senators Clinton and Obama. Each candidate has nearly 100% name recognition (this has been true for a long time for Hillary, of course). They have been campaigning for more than a year. They have poured a collective $250 million dollars into the campaign, and probably gotten well upwards of a billion dollars apiece in terms of free media exposure. Voters know Clinton and Obama inside and out. They aren't really learning anything new about them -- and for that matter, Clinton and Obama aren't even really bothering to talk about policy these days (instead, all of the discussion is about the metaphysics of the nomination process).

Moreover, preferences between the two candidates have hardened. Both candidates have experienced some recent deterioration in their favorability/unfavorability ratings (see charts below). Although we don't necessarily know how much of this is Democrats turning against their own candidates, versus independents and Republicans being turned off, the general anecdotal sentiment I pick up among Democrats these days is "Don't you get it? We've made up our minds. We're just waiting for this to end". People are bored, and people don't change their votes when they're bored.





This is not to say that there is never any day-to-day movement in the polls. Clearly, for instance, the Jeremiah Wright controversy depressed Obama's numbers for a period of 7-10 days. But the polls fell back into equilibrium pretty quickly. And other events, like Hillary's big victory in Ohio on March 4 -- or, for that matter, Barack Obama's win in Wisconsin -- didn't seem to have moved the polls at all.

But what about Obama's recent upward movement in North Carolina and Pennsylvania? Doesn't he have momentum there?

Well, his numbers have certainly improved in those states. (Although, it partly depends on where you start measuring from; Obama had closed to within 4 points of Clinton in a Rasmussen poll of Pennsylvania on 2/26.) But I don't know that I'd really call it momentum, which I tend to think of as a sequential process in which one result favorably affects the next. It's not like Obama's moving up in Pennsylvania because he won Wyoming three weeks ago.

Instead, what I think we're seeing in Pennsylvania and North Carolina is something different: organization and ground game. Obama's numbers have moved upward in the last few weeks before the primary in essentially every single state that he's campaigned in.
But this movement has been local rather than national (otherwise he really would have wrapped the nomination up by now). It seems to me that Obama has some systematic advantages on the ground, including some combination of the following:

1. Higher density of advertising, and/or more effective advertising.
2. Higher concentration of field offices and/or superior outreach efforts and/or greater enthusiasm from paid and unpaid volunteers.
3. Better attended and/or better staged and/or more persuasive campaign events.
4. Superior handling and/or more favorable treatment from local media (consider his substantial advantage in newspaper endorsements).
5. Possibly, superior data mining and microtargeting (this last one is pure speculation on my part, as it's not something a campaign is ever going to want to talk about).

This is not to say that Sen. Clinton is a poor retail campaigner. On the contrary, I think she's an above-average one. She seems frankly to have more endurance than Obama, and her campaign has shown an ability to dictate the course of key media cycles, even if they do not necessarily win them. These assets may be particuarly valuable during the last 72 hours of the campaign. But, based on the almost predictable way in which Obama seems to improve his polling numbers in the T-minus 7-to-30 days period, as we're seeing in Pennsylvania now, we have to give some deference to Obama's ground game.

...

The interesting thing is that, even though the national polls haven't changed, the futures markets have.



Clinton's chances of winning the nomination are now trading at about 13%, which, incidentally, is just about where she was prior to the Texas and Ohio primaries. After shooting up to around 30% following her victories in those states, her stock has had a fairly linear progression back to that 13% level (interrupted by a couple of 'shocks': the market reacted strongly to the Jeremiah Wright story and the Bill Richardson endorsement).

There are, I think, three things that account for this. Firstly, the traders in these futures markets, many of whom are based offshore, are not all that insightful amount American politics. They tend to react too strongly to the media narrative of the day, and not strongly enough to the more glacial forces that really win and lose campaigns. (For example, the market moved a lot after a Clinton adviser told Politico she had no more than a 10 percent chance to win, a non-event that did not affect the fundamentals of the race at all). Secondly, there was a lot of "hidden" bad news for Clinton during this period, such as the continued decline in her superdelegate advantage, and the failure to secure revotes in Florida and Michigan.

However, there is something else going on too. In order for her to have a chance at winning the nomination, Clinton needs there to be volatility in public sentiment. Or, if you prefer, she needs there to be momentum. To get more specific about it, she needs the Pennsylvania result to impact the North Carolina and Indiana results. Otherwise, what will happen is something like this: Clinton will win Pennsylvania by about 6 points, then she will lose North Carolina by about 16 points, but win Indiana by about 7 points (these are the present polling averages in those states). By my math, that would result in a net swing of 3-4 delegates, and 25K-50K popular votes, to Obama between now and May 6th. Although the rest of the schedule would be nominally favorable to Clinton -- I show her picking up a net of 15-30 delegates after May 6th on the strength of big wins in West Virginia, Kentucky, and possibly Puerto Rico -- at that point the campaign would probably be over.

So the fact that the national polls have been stubbornly unmoving is almost as bad news for Clinton as if the polls were breaking away from her. At least if the polls were moving away from her -- that would indicate a volatile electorate. But instead, it's as though we're playing out the last couple of tricks in a euchre hand after the point has already been won. A lot of the value in the Clinton stock, back when it was trading at 30%, was in the possibility that something dramatic would happen. Every day that something doesn't happen is bad news for Clinton. By the way, if the Clinton campaign is reading these numbers the same way I am -- I would look for them to make news this week.

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Tuesday, March 18, 2008

An Objective (?) Take on Obama's Speech

Intrade has Obama trading upward today, presumably on generally favorable reaction to his speech in Philadelphia. This graph is going to be a little hard to see, but...



What this shows is that Obama was trading at about 77% to win the Democratic nomination this time a week ago. Those numbers dropped down to about 72% after the Wright controversy reached full volume. And now, post-speech, they seem to have stabilized in the 75% range.

So Intrade's snap conclusion is that about 60% of the damage from the Wright controversy (Obama recovered 3 out of 5 percentage points that he had lost) was redeemed by today's speech.

I'm actually not a huge fan of futures markets, by the way -- I love the concept, but think they lack both the liquidity and the highly informed pool of traders to make them truly useful as predictive tools. And I think futures markets really tend to be lagging rather than leading indicators. But, they can be a pretty interesting way to put a quantitative spin on the conventional wisdom.

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Sunday, March 9, 2008

538 versus Intrade

Intrade already has futures ready to go on the state-by-state results for the 2008 general election (disclosure: I don't gamble on politics, but I don't mind if you do), and I thought it would be worth comparing the best buys and sells.

Since we don't yet know which Democrat is going to be nominated, I have assumed a 75% chance of Obama as the nominee and a 25% chance of Clinton, which are essentially the same prices that have been forecast by Intrade. I've then produced a blended estimate of the Democrats' chances of carrying each state based on this 75/25 split, and compared it to the most recent trade on Intrade.

As of right now, it looks like the best buying/selling opportunities are as follows. The percentage listed are the fivethirtyeight.com estimate that the Democrat wins, followed by the most recent Intrade trade on the Democratic contract in that state.

1. North Dakota: buy Democrat (35.8% versus 10.0%; 25.8% discrepancy). Even if you don't quite believe the Survey USA poll that has Obama ahead in this state -- our regression model is a little skeptical -- this contract looks cheap at $10.

2. Pennsylvania: sell Democrat (53.5% versus 75.0%; 21.5% discrepancy). The polling averages here show a dead heat against either Democratic opponent. Will six weeks of scotched earth campaigning help or hinder those percentages?

3. Indiana: sell Democrat (9.2% versus 30.0%; 20.8% discrepancy). I'm not sure why Intrade is so sanguine about Democratic prospects here. Obama has an outside chance to take the state, if he can crush McCain in the NW part of the state that is tethered to Chicago, but it's only an outside chance, and Clinton has no chance at all.

4. Mississippi: sell Democrat (4.7% versus 24.5%; 19.8% discrepancy). It looks like the Democratic contract that was executed at 24.5 percent was a one-off -- you can't currently buy a contract at that price -- so I wouldn't read too much into this one. It's one of the worst states for the Democrats, even relative to elsewhere in the South.

5. Michigan: sell Democrat (67.8% versus 84.5%; 16.7% discrepancy). Boy, we're starting to see a pattern here, are we not? Intrade may be placing too much emphasis on the results of the 2004 election.

6. Florida: sell Democrat (26.8% versus 43.2%; 16.4% discrepancy). As I've written, it's certainly a swing state if Clinton is the nominee, but Obama has not polled at all well here and has plenty of better places to compete.

7. California: buy Democrat (96.4% versus 80.0%; 16.4% discrepancy). It's not like this state is getting any less Blue. McCain may make some pretense of competing here, but it looks like he'd be wasting his resources.

8. Colorado: buy Democrat (67.4% versus 51.5%; 15.9% discrepancy). This one entirely depends on Obama winning the nomination, who polls much stronger than Clinton here.

9. Virginia: sell Democrat (41.3% versus 57.0%; 15.7% discrepancy). The Intrade contract would be priced fairly reasonably for Obama, but Clinton is a long-shot here.

10. Kentucky: sell Democrat (3.5% versus 18.5%; 15.0% discrepancy). Obama is not competitive in this region, and states like Tennessee are better bets for Clinton.

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