Comments, observations and thoughts from two bloggers on applied statistics, higher education and epidemiology. Joseph is an associate professor. Mark is a professional statistician and former math teacher.
Wednesday, August 3, 2011
Are we entering the Post-coalition age of American politics?
Of the many bizarre turns of the past few weeks, the one that really shocked me was the Republicans agreeing to a deal that will very probably end up gutting the Pentagon's budget. Over less that a year, the GOP has alienated seniors by threatening Medicare, scared the hell out of the financial sector with a threatened shut down, and pissed off the military and related industries by disproportionately targeting defense for deficit reduction.
Perhaps this simply fear of Tea Party retaliation or perhaps the party's stated concern for the deficit was more sincere than most of us realized, but either way this pushes the current political situation even further out of the range of data.
Check out Jonathan Chait's sharp summary here.
Tuesday, August 2, 2011
Is health care choice important?
Florida is changing part of its state-employee health insurance program to offer only one HMO in each county. The state Department of Management Services, which oversees employee insurance, said changes in the program would save an estimated $400 million over two years. The changes also would require thousands of state employees to switch to different HMOs, a process that would begin in late September.
I wonder if these positions are more harmonious than they appear on first glance. If the goal is to make government service less appealing, reducing health care choice (and thus competition) makes these positions less desirable.
Monday, August 1, 2011
Math issues
Heck, I am likely to come back and post on them later today if I have enough time. Paul Krugman and Mark Thoma might be representing the outrage of progressives, but Felix is documenting the damage coldly and dispassionately.
However, this is a statistics blog. So I wanted to visit a comment on one of Felix Salmon's posts:
The top 10% of Americans pays 45% of all taxes, a higher proportion by far than any other country, while the American top 10% earns only 33% of total income.
By comparison, the 10% of the UK earns 32% of total income and pays only 38% of all taxes. And the UK is one of the more progressively taxed countries. The taxes paid by the top 10% of other European countries are on average around 30% of total taxes.
As an epidemiologist (a field that is in love with proportions), I realize how misleading they can be. In the example above, the rich earn roughly the same amount of income. But they pay a higher proportion of taxes. However, is it the proportion of taxes that matters or the absolute tax burden?
Consider a simple example. In two countries there are 10 people. Of these people, nine make 10 units of income per year and one makes 50 unites of income. This is pretty close to the income distribution of the US and UK cited above.
In country A, the nine people pay 2 units of tax per year and the rich person pays 16 units of tax. Total tax revenues are 34 units (or 24% of GDP). The rich definitely pay more as a proportion of taxes but pay 47% of the taxes overall.
In country B, they pay something more like the OECD average (35%). So the nine people pay 3.5 units of tax (31.5) and the rich pay 17.5 units of tax. That is 49 units of tax collected (exactly 35%). The rich pay 36% of the tax burden.
Which country is a low tax country for rich people to live in? One where they pay an effective tax rate of 32% versus 35%? Or one where they pay a higher proportion of total taxes collected?
The trick here is that the US total tax burden is so light that the top 10% can both pay a higher proportion of taxes than in other countries and, at the same time, still pay less absolute tax. That can make proportional analysis potentially misleading.
Sunday, July 31, 2011
Apologies to Mr. Raz
Overly-trusting Straussians
Once you've internalized the idea that people in your circle are smart and sane but occasionally make ludicrous statements for the benefit of the crowds (call it the Elsinore strategy -- feigning madness), it becomes easy to ignore craziness in your own party, particularly when there's a penalty for suggesting the alternative (see Bartlett and Frum).
In other words, we have something like conservation of cynicism. The Straussian assumes the worst about the masses, but has an excuse to assume the best about allies, even when they give every indication of being crazy and/or stupid. The result is that it has taken smart, sane conservatives far too long to acknowledge what's going on with House Republicans.
The consequences of this lack of cynicism is spelled out in detail in excellent posts by Jon Chait and Paul Krugman.
A view into the queue
-- The worst thing about the Tea Party from a Republican perspective is not the movement's extremism. If a (slightly modified) modified stag hunt is an appropriate analogy, players who decrease the chances of a successful hunt (by demanding you take unpopular positions) and who are disloyal (bolting to third party candidates when offended) are the worst possible allies.
-- When Straussianism makes people insufficiently cynical. Conservative thinkers may have underestimated the danger of a default crisis because they assumed the rhetoric coming out of the Republicans in the house was fodder for the masses rather than sincere statements.
-- Fox News and flawed control systems.
-- Political science models may tell us that spouses don't effect candidates' chances, but how far out of the range of data is Michelle Bachmann's husband?
Saturday, July 30, 2011
How to improve health care for the poor
As a result, she has the correct instincts for services that would really assist the poor:
This is actually not inconsistent with other findings. For example, every time we get a health care expansion, people predict large falls in emergency room usage. Supposedly, we'll save huge sums by shifting people from expensive ER visits to cheap primary care sessions. Unfortunately, the savings have been elusive; in Massachusetts, the largest such experiment we have to date, ER visits actually rose.
Why? ER's are much more convenient. The working poor usually have much less flexibility in their schedules than the middle class. They work shifts, they may need a doctor's note to miss work, and if they don't work, they often don't get paid.
Note that this implies a totally different solution to the problem of "non-emergent ER visits": urgent care or "Minute Clinics" that work odd hours. Otherwise, you just cram even more people into the same ER space*. It is easy to come up with "Just So" stories in health care. The reforms always sound wonderful, and the benefits always unfold in a beautifully logical way. Unfortunately, people, and reality, are rarely as predictable as the models.
When you are short of money for food, leaving work to sit in an MDs office is a major sacrifice. If you are here in the Southeast and do not drive then the cost in time to make it via public transit can be huge. I have seen sick days used as a part of evaluations. I have worked in a small business where I was the only person in the store and leaving it would cause a crisis.
If you are dying of a myocardial infarct then leaving your job is clearly the right decision. But I would leg infections that started small . . . and sometimes did not progress. If I was able to get an antibiotics prescription then I'd avoid the ER.
I have tried going to "minute clinics" but they all refuse to treat because it was not on the symptom list. A last minute appointment at an MDs office was a huge issue.
I saw some good signs of improvement in Seattle where they put an urgent care clinic (open until something like 1 am) right next to the ER. I joined that HMO and it made a huge difference in my quality of life when a medical event happened.
These days I am a professor and these issues are lessened. But I think it is worth keeping in mind just how crucial these services can be for the poor, even if they are unpopular with people who work a 9 to 5 schedule.
Friday, July 29, 2011
"Looks like I picked the wrong week to quit sniffing glue"
A busy, busy end of July here on the West Coast, professionally, personally and socially. The movers come tomorrow. Perhaps I can get the OE posting queue moving shortly after that.
Words of Wisdom -- Weekend Edition
In fact, the opposite is true — ask anybody who has experienced both wealth and poverty. When you’re wealthy — when you have a nice capital buffer to absorb mistakes — you don’t worry so much about running risks, and you’re significantly happier than when you’re poor and you have to be much more worried about where your money might end up. Insurance improves living standards, it doesn’t detract from them. Let’s have more of it.
Thursday, July 28, 2011
Too busy to give this the write-up it deserves
Restoring my faith in public radio
Definitely worth your time.
Wednesday, July 27, 2011
A surprisingly blunt view of finance
My reading of what the ratings agencies have said is that if the GOP somehow manages to force the Democrats to do everything their way, this will not secure our AAA; it will guarantee that we lose it, because it will show that we are currently unable to make the ugly bipartisan compromises that long-term budget balance requires, and raises the risk that sometime in the not-very-distant future, the other party will retaliate by threatening default. That's what Wall Street cares about. Not saving social security. Not lower spending. They just care about getting enough consensus to keep the checks flowing.
I think it is easy to over-estimate ideology among members of wall street because a few of them have decided to spend their wealth on political activism. But, for most businesses (especially in banking), the goal seems to be getting paid and it is worth remembering that. Narrowly averting a disaster is only of limited value if structural incentives (and poor journalism) ensure that it happens again and again.
Why we're where we are
Paul Krugman recently said
And look at what this does to incentives: no matter how badly Republicans behave, they don’t draw condemnation from the Very Serious People. All you get is tut-tutting about how politics is awful, and if only we had a third party to install Mike Bloomberg as
dictatorpresident all would be well.Pundits who won’t call out extremism without pretending that it’s symmetric aren’t a big part of our problem, but they are a part of our problem.
He's wrong. They and journalists like the Washington Post's Felicia Sonmez are a big part of our problem and more; they are a necessary condition for the mess we're in.
Josh Marshall takes an in depth look at this idea here.
Tuesday, July 26, 2011
Virtuous Circles
But even better is the marketing opportunity that this sort of paywall creates:
Those paying digital subscribers, however, are much more valuable than their subscription streams alone would suggest. They’re hugely loyal, they read loads of stories, they’re well-heeled, and advertisers will pay a premium to reach them. Judging by the second-quarter results, which is admittedly early days, it seems as though total digital ad revenues are going up, not down, as subscriptions get introduced: the holy grail of paywalls.
This is a principle worth keeping in mind -- there are virtuous circles as well as vicious ones. Not only does the NYT get to collect predictable revenue from a steady stream of subscribers (and predictable revenue is worth a lot), it also gets an advertising boost from being able to identify these readers. It's an amazing outcome and I remain delighted that it worked out for them.
Now I wonder if we could try and apply these principles to public health. How can we create incentives where patients identify themselves in ways that save money and are happy to do so? Because when you manage to get these sorts of two for one punches, efficiency is massively improved.
Monday, July 25, 2011
When all of your studies are ecological
By contrast, in England during the same period, the nobility and gentry didn’t conspire with the crown to exempt themselves from taxation. Instead, thanks to a number of factors—greater social solidarity, a keener sense of foreign threats, reforms that made the government itself less corrupt, and the principle of taxation only with the consent of Parliament—the wealthy of England willingly accepted higher taxes on themselves. As a result, government spending in England rose from 11 percent of GDP in the late seventeenth century to 30 percent during some years in the eighteenth century. That’s higher than U.S. federal spending today. These higher taxes on the wealthy in England, Fukuyama notes, “did not, needless to say, stifle the capitalist revolution.”
This is a persistent problem in the evaluation of programs: how do you determine the direction of causality in an ecological study? Did England become wealthy and thus feel free to raise taxes or did raising taxes allow England to prosper and become wealthy? The same issue arises with debating points made closer in time:
The idea that the economy will suffer if we modestly raise taxes on upper-income Americans is belied by recent history: we increased tax rates on the rich in 1993 and the economy created more than twenty-two million jobs; we cut them in 2001 and the economy created fewer than seven million jobs.
But it is clear that there were a lot of confounding variables between the two time periods. Still, it is interesting that most people seem to immediately see a link between raising taxes and lower economic growth. Why are we so sure about this link, given the weak relation seen historically?
It's a really challenging problem and, worst of all, one that data can't really help us with.