Month: November 2012

High-Frequency Trading and High Returns

This guest post is contributed by Ricardo Fernholz, a professor of economics at Claremont McKenna College. Some of his other work was profiled on this blog here

The rise of high-frequency trading (HFT) in the U.S. and around the world has been rapid and well-documented in the media. According to a report by the Bank of England, by 2010 HFT accounted for 70% of all trading volume in US equities and 30-40% of all trading volume in European equities. This rapid rise in volume has been accompanied by extraordinary performance among some prominent hedge funds that use these trading techniques. A 2010 report from Barron’s, for example, estimates that Renaissance Technology’s Medallion hedge fund – a quantitative HFT fund – achieved a 62.8% annual compound return in the three years prior to the report.

Despite the growing presence of HFT, little is known about how such trading strategies work and why some appear to consistently achieve high returns. The purpose of this post is to shed some light on these questions and discuss some of the possible implications of the rapid spread of HFT. Although much attention has been given to the potentially destabilizing effects of HFT, the focus here instead is on the basic theory behind such strategies and their implications for the efficiency of markets. How are some HFT funds such as Medallion apparently able to consistently achieve high returns? It is natural to suspect that such excellent performance is perhaps an anomaly or simply the result of taking significant risks that are somehow hidden or obscured. Indeed, this is surely the case sometimes. However, it turns out that there are good reasons to believe that many HFT strategies are in fact able to consistently earn these high returns without being exposed to major risks.

Continue reading “High-Frequency Trading and High Returns”

Social Security and the National Debt

By James Kwak

In this season of fiscal brinksmanship, the topic of Social Security has once again come to the fore. Republicans are generally in favor of cutting benefits, although they are bit afraid to say so after the demise of George W. Bush’s privatization “plan”; Democrats are generally in favor of not cutting benefits. But many liberals have another argument: Social Security is irrelevant to the whole issue of deficits and the debt, since the program cannot have any impact on either.

I generally count myself as a liberal, but I think this is a misleading argument. This could take some time to explain, as I’ll try to go through it carefully.

Continue reading “Social Security and the National Debt”

Rewriting History

By James Kwak

This morning Matt Yglesias wrote a post arguing that the December 2010 tax cut was an Obama victory. By the time this evening that I finally found time to figure out what annoyed me about it, I had to go to the second page of his blog to find it, since he had posted so much in the interim. That man sure can write.

I’m not so sure about his memory, though. Yglesias says Obama won because he got the (Bush) middle-class tax cuts extended along with some other goodies like a payroll tax cut and extended unemployment benefits, and all he had to give up was an extension of the (Bush) upper-income tax cuts. The reason people think it was not a good deal, he says, was that “to get a favorable deal Obama had to downplay the extent to which he hadn’t given anything up.”

Continue reading “Rewriting History”

Grover Still Matters

By James Kwak

Last week I wrote a post arguing that Grover Norquist’s Taxpayer Protection Pledge is alive and well and still a binding constraint on Republican lawmakers. The media continue to push the story of Republicans renouncing the pledge, however, and who knows, I could turn out to be wrong. Maybe some Republicans will vote to reduce deductions without a compensating reduction in marginal rates.

Even in that world, however, the pledge will still have a major impact. All this focus on the pledge makes it seem as if the few apostates—Peter King, Lindsey Graham, etc.—are making some enormous, admirable stand on principle. In fact, all they are saying is that they might be willing to close a few loopholes and keep tax rates where George W. Bush left them; they are still adamantly opposed to increases in tax rates (even though those increases, set to take effect on January 1, are the result of Bush’s choosing to use reconciliation to pass his tax cuts).

The specter of the pledge has allowed them to dress up a tiny concession—conservatives should want to get rid of distortions anyway, since they distort economic choices—as a major move to the center. In return for breaking the pledge, they can demand that Democrats agree to major changes to entitlement programs.

The tactical beauty of the pledge is that it credibly committed the Republican Party to never increase taxes, thereby forcing Democrats to meet them not in the middle, but all the way over on their side. (See the tax compromise of December 2010 and the debt ceiling compromise of August 2011, for example.) Even if a few signatories break free, it will still have much the same effect.

Mary Miller vs. Neil Barofsky For The S.E.C

By Simon Johnson

The Obama administration is floating the idea that Mary J. Miller, under secretary for domestic finance at the Treasury Department, could become its nominee to lead the Securities and Exchange Commission. Ms. Miller, a longtime executive in the mutual funds industry, has served in the Treasury under Timothy Geithner since February 2010.

Ms. Miller represents the financial sector’s preferred approach to financial reform – some rhetoric but very little by way of serious effort. She has no time for people who are serious about making the financial system safer. And there is no willingness to really face down powerful people on Wall Street.

Her potential candidacy faces three major obstacles: Neil Barofsky, money market funds and the new momentum for reform. Continue reading “Mary Miller vs. Neil Barofsky For The S.E.C”

Maybe Nate Silver Was Wrong

By James Kwak

I think Nate Silver does a good job aggregating polls to make meaningful quantitative predictions about upcoming elections. But as he said himself shortly before the election, if the polls he relies on are systematically biased, then his forecasts are going to be off.* Many people have noted that Silver (and other quantitative poll aggregators like Sam Wang) correctly predicted an Obama victory and the outcomes in most if not all states.

But the fact remains that Obama did modestly better than the polls, and hence the poll aggregators, expected (not to mention than the Romney campaign expected). We shouldn’t read too much into this, as even where Obama significantly overperformed—like in Iowa, where Silver forecast a 3.2 percentage point victory and the actual came in at 5.7 points—the results were within the confidence intervals. But it’s also possible that the polls really were systematically biased, only they were biased against Obama—not against Romney, as conservative pundits were claiming in the last days.

Continue reading “Maybe Nate Silver Was Wrong”

Neil Barofsky For The S.E.C.

By Simon Johnson

There are two fundamentally different views regarding modern Wall Street. The first is that the financial sector has been terribly and unjustly put upon in recent years – regulated into the ground and treated with repeated disrespect, including by the White House.

There was, for example, an impressive amount of whining this week when no one from a big bank was invited to a high-profile meeting with the president on fiscal issues. As the people holding strongly to this view run large financial institutions and have effective public relations teams, this has become an important part of the conventional or establishment wisdom, repeated without question in some parts of the media.

The second view is that the powerful people who run global megabanks have lost all sense of perspective – including failing to realize that they have more access to people at the top of our political power structures than any other sector has ever had. Anyone who doubts this view – or wonders exactly how the revolving door among politics, lobbying and banking works – should read Jeff Connaughton’s account, “The Payoff: Why Wall Street Always Wins” (which I have written about in more detail before). Mr. Connaughton is most gripping when he describes the failure of law enforcement around securities issues, including issues with both the Department of Justice and the Securities and Exchange Commission. Continue reading “Neil Barofsky For The S.E.C.”

I’m Betting on Grover

In the wake of their overwhelming defeat last week (at least relative to expectations a few months ago), Republicans are wondering how to improve their position in the next election. John Boehner has apparently told his caucus to “get in line” and support negotiations with the president over the “fiscal cliff” and the national debt. More shockingly, The Hill reported rumblings that Grover Norquist’s stranglehold over tax policy may be weakening, with one Democratic aide even saying, “As far as [Norquist’s] ability to sway votes, it’s gone.” Norquist’s Taxpayer Protection Pledge forbids lawmakers from voting for legislation that would either raise tax rates or increase tax revenues; if Republicans are questioning the pledge, that might pave the way for a bipartisan compromise to increase taxes.

Norquist’s response: “Nobody’s actually broken the pledge. That doesn’t keep me up at night.” He’s right not to worry. He has history on his side.

Let’s take a brief look at American political history since the 1970s, courtesy of the incomparable xkcd:

Continue reading “I’m Betting on Grover”

If Entitlement Programs Are Your Top Priority, the Fiscal Cliff Is Your Friend

By James Kwak

There is a lot of low-grade confusion in reporting on the fiscal cliff, primarily because most articles discuss two distinct problems: (a) the contractionary impact of automatic tax increases and spending cuts that go into effect on January 1 and (b) the large and growing national debt—often without clearly distinguishing between them. In fact, (a) and (b) go in opposite directions. Any deal that solves (a) will only make (b) worse; if you really only care about (b), you should be happy about (a). (Instead, Republicans who claim to care only about (b) are squawking about (a) because they want to preserve the Bush tax cuts.) Most reporters understand this and don’t make the obvious mistake of equating the fiscal cliff to the debt problem, but the two are juxtaposed so often they risk blurring into each other.

So, for example, the Washington Post published an article titled “Liberal groups mobilize for ‘fiscal cliff’ fight over Social Security, Medicare.” (As an aside, when did capitalization in titles become optional?) The facts in the article are fine, but you still could get the impression that the fiscal cliff poses a threat to Social Security and Medicare.

Continue reading “If Entitlement Programs Are Your Top Priority, the Fiscal Cliff Is Your Friend”

Be Happy, Eat Fruits and Vegetables

By James Kwak

From the treasure trove that is the NBER working paper series, a friend forwarded me “Is Psychological Well-Being Linked to the Consumption of Fruit and Vegetables?” by David Blanchflower, Andrew Oswald, and Sarah Stewart-Brown (NBER subscription required). It got some media attention last month when the paper first came out, but I wanted to read it because, well, I eat a lot of fruits and vegetables: I generally aim for seven servings a day, although when life is busy it can be as low as three or four. (Right now I’m munching on dried mango slices.)

The core of the paper is a bunch of regressions that show that better psychological well-being (which is all the rage these days) is correlated with eating more fruits and vegetables, with benefits up to at least five servings and in some cases up to eight servings. This isn’t particularly surprising on its face, since eating fruits and vegetables is probably correlated with having a high income, exercising, being fit, cooking, and any number of other things that are conducive to happiness.

Continue reading “Be Happy, Eat Fruits and Vegetables”

Some Things Don’t Change

By James Kwak

Which of these things doesn’t belong? John Boehner: “The year 2013 should be the year we begin to solve our country’s debt problem through entitlement reform and a new tax code with fewer loopholes and lower rates.”

Can you imagine Bill Belichick (or any other football coach) saying, “This should be the year we win more games by giving up fewer yards on defense and improving our offense by reducing turnovers and gaining fewer yards per play”?

As long as Republicans persist in claiming to believe that lower tax rates will reduce deficits, nothing in Washington will change. Given their ability to deny both climate change and evolution, denying simple budgetary arithmetic is trivially easy.

The Importance Of Elizabeth Warren

By Simon Johnson

One of the most important results on Tuesday was the election of Elizabeth Warren as United States senator for Massachusetts. Her victory matters not only because it helps the Democrats keep control of the Senate but because Ms. Warren has a proven track record of speaking truth to authority on financial issues – both to officials in Washington and to powerful people on Wall Street.

During the campaign, Ms. Warren’s opponent and his allies made repeated attempts to portray her as antibusiness. In the most bizarre episode, Karl Rove’s Crossroads GPS ran an ad that contended that she favored bailing out large Wall Street banks. All of this was misdirection and disinformation.

Ms. Warren has long stood for transparency and accountability. She has insisted that consumers need protection relative to financial products – when the customer cannot understand what is really on offer, this encourages bad behavior by some companies. If this behavior spreads sufficiently, the entire market can become contaminated – damaging the entire macroeconomy, exactly as we have seen in the last decade. Continue reading “The Importance Of Elizabeth Warren”

And a Few Thoughts About the Election

By James Kwak

Just about everything has been said already, but:

  • There was a lot of talk, and rightly so, about Barack Obama’s overwhelming victory among Latinos. There was little talk about Obama’s even more overwhelming victory among Asian-Americans, who are the fastest-growing demographic group in the country. For decades people have said that Asian-Americans are a natural Republican constituency. But they said that about Latinos, too.
  • In the broad sweep of history, it will be hard to see 2012 as a turning point, given its endorsement of the status quo. With one exception: it was the night that gay rights broke through. Besides Tammy Baldwin, besides victory in all four states (Maine, Maryland, Minnesota, Washington), there was the roar of applause when Barack Obama said “gay or straight,” and even the Republican commentators talking about how their party had to get on the right side of the issue.
  • Last night, when the outcome was clear, David Brooks said that if Obama reached across the aisle, he could gain the support of 15 to 20 Republican senators—proving that he can smoothly transition from being unable to interpret polls to being unable to interpret election results.
  • Amid all the gratifying things about election night (with Elizabeth Warren at the top of the list), here are  few more: “Joe” the “Plumber” losing, the replacement of Joe Lieberman, Karl Rove and Donald Trump displaying their craziness.
  • And, of course, the final word must go to xkcd. Go math!

 

A Few Thoughts on Nate Silver

By James Kwak

Many people have spilled far more words on this topic than I can read, but I wanted to point out a few things that seem clear to me:

  • As Daniel Engber pointed out, the fact that Obama won (and that Silver called all fifty states correctly) doesn’t prove that Silver is a genius any more than Obama’s losing would have proven that he was a fraud.
  • In fact, Silver appears to have gotten a couple of Senate races wrong, but that still doesn’t prove anything, since his model spits out probabilities, not certainties.
  • To my mind, the crux of the debate was between: (a) people who believe that it is meaningful to make probabilistic statements about the future based on existing data (both current polls and parameters estimated from historical data); and (b) people who believe that there is something ineffable about politics that escapes analysis and that therefore there is something fundamentally wrong, or misleading, or fraudulent about the statistical approach. Silver, through no fault of his own, because associated with (a). To my mind, (a) is right and (b) is wrong because of logic and math, so the idea that one election could have settled the question was crazy to begin with.
  • Within camp (a), there are certainly valid methodological debates, and it’s by no means clear that Silver is the state of the art. Whether, in the last days of an election, he is any better than simple averages is an open question. The value Silver adds or doesn’t add can’t be judged by the final forecast, because one point of his model is to incorporate factors that are not incorporated in current polls (e.g., economic conditions). (Another aspect of the model is to not overreact to short-term trends—but that aspect also largely vanishes by the night before.) So the superiority of the  model, if it is superior, would appear months before the election, not the night before. But that is even harder to verify by ultimate results. Ideally you would have many elections and for each one you would have a Silver forecast six months before and a simple poll average six months before and you would see which had a higher batting average. I would bet on Silver, but we’ll never have enough data to resolve that question.

If the outcome makes people take statistics more seriously and pundits less seriously, that’s a good thing, but it’s not why you should take statistics more seriously.