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.
Thursday, October 20, 2011
Possibly the best graph of the year
In terms of column inches, this can really help a blogger's productivity.
Antidepressants
I take a look at the number needed to harm (see: Arroll B, Elley CR, Fishman T, Goodyear-Smith FA, Kenealy T, Blashki G, Kerse N, Macgillivray S. Antidepressants versus placebo for depression in primary care. Cochrane Database Syst Rev. 2009 Jul 8;(3):CD007954.) and quickly conclude that either 10% of Americans are depressed (which is a silent and important epidemic) or else there are a lot people having unexpected adverse drug effects due to overtreatment.
I do know that my work in population cohorts suggests that 10% of people having clinically significant levels of depressive symptoms is a very high estimate.
Tuesday, October 18, 2011
Ms Goldstein on Tenure
Indeed, the Green Dot model calls for teams of teachers to be actively involved in hiring their peers; this is a highly-vetted workforce operating in an environment that emphasizes collegiality and professionalism. Without such healthy school envirnments, unions and teachers will have a hard time giving up the tenure protections they've won because of a very real history of adminstrative overreach.
I see this issue as being very similar to online education. My department has a very strong online graduate program. Contrary to all predictions, moving education to an online environment takes a lot of work and isn't as effective at improving productivity as one might imagine. It's possible to do a high quality online program, but it sure isn't inexpensive or easy.
In the same sense, the idea of removing tenure and leaving effective (albeit different) schools has a lot of the same properties. By increasing teacher empowerment, involving teachers in decisions, and increasing compensation you can develop a workable model. After all, tenure is a job perk and it can be replaced by other job perks like employee autonomy and empowerment.
But what the removal of tenure isn't is a cheap way to reduce teacher salaries while holding quality constant. I am agnostic as to the existence of tenure in a workplace. It is a nice perk but it brings downsides as well. What I find more alarming is the effort to remove tenure and replace it with . . . nothing. Or, even worse, replacing nuanced teacher review with test scores (and then removing tenure).
I admit to being very sympathetic to empowered workplaces. My natural work environment is likely the Left Coast and reading about the corporate culture of Silicon Valley convinced me that I'd do better there than in Boston. But these environments are not a cheap and easy substitution for conventional models. They are hard to develop and really require that the employees be either mobile or empowered.
Is that a goal reformers really want to work towards?
Monday, October 17, 2011
"Don't like my tax plan? Dial 1-800-EAT-USED-FOOD"
Insert Godfather's Pizza joke here.
Some more thoughts on MeTV
Unemployment
The use of the term "slackers" is telling. You see, there's plenty of work for the industrious, our unemployment problem is due to laziness. There are plenty of jobs -- pay no attention to the fact that the number of unemployed is far, far greater than the number of jobs -- people don't really want to work. It has nothing to do with the crash of Wall Street destroying the economy, and the bounce back and present good fortune on Wall Street has nothing to do with the government bailing them out -- it was their hard work that fixed the problems.
I think that it is worth keeping in mind how dynamic the world is. There was a time, during the Clinton administration, where the willingness to work was enough to ensure employment in much of America. But the current unemployment rate suggests that many people who would like to work can't.
I really don't understand the disconnect here. Large enterprises need to be helped out by the government? Isn't that industrial policy?
From a health care point of view, unemployment is associated with all sorts of medical ills in the United States. Medical services are so expensive that unemployed people may neglect basic preventative care and end up in the (much more expensive) emergency room. Plus, it is likely that unemployment itself (a source of chronic stress and deprivation) may also have negative health impacts.
I really wonder when we will face up to this as a joint problem!
Sunday, October 16, 2011
More banking thoughts
What they haven’t mentioned are marketing studies like the one commissioned by Fiserv, which develops online bill paying systems, showing that using the Internet to pay bills, do automatic deductions and send electronic checks reduced customer turnover for banks by up to 95 percent in some cases.
With 44 million households having used the Internet to pay a bill in the past 30 days — up from 32 million five years ago and projected to reach 55 million by 2016 — it’s a shift that has major ramifications for competition.
There’s even evidence that fewer consumers are switching banks, with 7 percent of them estimated to be moving their primary account to a different institution in 2011, down from 12 percent last year, according to surveys by Javelin Strategy and Research.
Emmett Higdon, a consultant who managed Citibank’s online bill payment product from 2004 to 2007, said that “for the consumer, it’s a double-edged sword.” While customers value the convenience, inside the industry “it was known that it would be a powerful retention tool. That’s why online bill paying went free in the first place. Inertia is powerful in the banking industry.”
Ironically, I actually see that these services are a point in favor of the banking industry. If these services are entered into voluntarily and make banking much more pleasant (which I can definitely confirm) then it is not a surprise that it is hard to move banks. Heck, I think it might have been harder back in the old days when you had to show up at a teller during banking hours.
Instead, we are seeing the banks seek out the point at which cost and convenience meet. Honestly, given the costs of handling cash, I think that they are nuts not to try and encourage electronic payments. After all, one option that Bank of America customers have is to start using cash for purchases and stop using debit cards.
My major barrier to the use of cash is the silly idea that we have to add sales tax to the posted price, making it impossible to calculate the amount due at the register (as the sales tax may vary by product, especially in a grocery store). If posted prices were the actual amount spent, I would be the master of exact change!
Saturday, October 15, 2011
Bad banks and (you guessed it) free TV
Even with the new regulation, merchants' fees are still many times what the transactions cost the banks. When markets are doing their job, businesses shouldn't be able to use a competitor's price increase as cover to raise their own. Competition is supposed to prevent this kind of de facto price fixing. In a well-functioning market, BoA's move should provide an ideal opportunity for a smaller bank to come in and grab a bigger slice of what is still a multibillion dollar market.
Of course, we don't have anything like a well-functioning market in banking. The considerable inconvenience of changing banks (particularly in an age of direct deposit) means that price increases and cuts in service will only cause minimal loss in market share. Poor transparency means that even if you get fed up enough to change banks, you probably won't be able to get the information you need to make an informed choice (at least not in a form that even a financial advisor can understand). Finally, and most importantly, the market is dominated by a handful of huge players, implicitly backed by the federal government thanks to their too-big-to-fail status.
Which brings me to my main point, and yes, the connection to free TV. We seem, as a society, to have become indifferent, if not openly hostile, to the idea of competition. I'm not talking about intrusive government anti-trust policies (those we can debate at another time); I'm talking about intrusive government policies that actively discourage competition. Implicitly guaranteeing the biggest banks, mangling patent and copyright laws to favor major established players, and, in the case of over-the-air television, proposing to shut down the only part of the television industry that's diversified and not dominated by large corporations (you could look at this as roughly analogous to proposing that we shut down credit unions).
The go-to guy on this story is, of course, Joe Nocera, but both Salmon and Baseline Scenario are also doing some great work here.
Friday, October 14, 2011
Financial security and the decision to start a family
Thursday, October 13, 2011
Best economic metric based on a Seinfeld routine
Ryssdal: I'm just looking at the list of things we were going to talk about and I see next -- and I hesitate to mention this -- the men's underwear index.
Brancaccio: The theory is during bad times we're less likely to replace our boxers and our briefs. I wouldn't have brought the tone of this conversation down this far if the source had not been so exalted.
Ryssdal: Give it up. Who is it?
Brancaccio: Well, back in the '70s before he was Fed Chairman, Alan Greenspan ran his consulting firm. One way he kept track of the economy was by looking at offbeat economic indicators like the men's underwear indicator -- MUI for those of you in the know. Here's the theory: When you're feeling strapped for cash, your less likely to replace your undergarments even though most people see under see underwear as a necessity not a luxury.
Ryssdal: So one is obliged to ask David, how are sales now?
Brancaccio: Well, we did check. And according to an analyst who tracks these things -- underwear sales for the NPD Group -- sales, currently, are up 5.2 percent.
Testing Theory
Last week I was outside my office and I saw a $5 bill on the ground. Famously, economists say you never see a $5 bill on the ground because someone would pick it up. But instead of picking it up, I stood around watching to see if anyone else would. A bunch of people walked by not noticing it. Then one guy saw it, saw me, and asked if it was mine. I said no it wasn’t, I was just curious what would happen. He laughed and made a joke about economists. Then a second guy came by, picked it up, and said I’d dropped five dollars. I said no, actually it was there before me. He looked around, noticed a homeless guy across the street, said “I think he needs it more than me,” walked over and gave it to him.
While a single test is not proof of anything (expect the strongest of the possible theories), I have certainly had people tell me that I have dropped money. That seems to go against the assumption that rational people will always act to increase their wealth (after all, they could just pick up the bill).
I think that it is worth keeping in mind that the assumptions of economic models are just that. Models can be useful but are rarely ever completely correct.
And Matt's stuff in the same post on the Night Watchman state is simply not to be missed.
Tuesday, October 11, 2011
Update on BoA severance
It turns out that the decision to pay $11 million dollars in severance was voluntary and not required at all by any contract.
Social Justice
SPIEGEL ONLINE: Nevertheless, banks could run into significant problems should they be forced to write down billions in sovereign bond holdings.
Sulik: So what? They took on too much risk. That one might go broke as a consequence of bad decisions is just part of the market economy. Of course, states have to protect the savings of their populations. But that's much cheaper than bailing banks out. And that, in turn, is much cheaper than bailing entire states out.
SPIEGEL ONLINE: Does one of your reasons for not wanting to help Greece have to do with the fact that Slovakia itself is one of the poorest countries in the EU?
SulÃk: A few years back, we survived an economic crisis. With great effort and tough reforms, we put it behind us. Today, Slovakia has the lowest average salaries in the euro zone. How am I supposed to explain to people that they are going to have to pay a higher value-added tax (VAT) so that Greeks can get pensions three times as high as the ones in Slovakia
I think that this is becoming one of the real flashpoints in our economic discourse. I am a huge supporter of pensions. But I can see the potential moral hazard in the Eurozone where making reckless promises can result in being bailed out (and working through your problems can result in being billed for others failure to do so). That sort of "tragedy of the commons" is a much bigger threat to economic stability than I had previously suspected.
We will have some of the same issues between generation here in the United States. There have been proposals to limit Medicare to people who are currently 55 plus. That will mean my generation (which began their careers with a terrible job market) will be playing taxes so that the generation ahead of it (which did comparatively well) can retire at a higher standard of living. These sorts of approaches can be toxic to any social contract.
But I can see Slovakia's position now, even if I am not necessarily in favor of it.
Monday, October 10, 2011
Epidemiology is about communication
Most pancreatic cancers are aggressive and always terminal, but Steve was lucky (if you can call it that) and had a rare form called an islet cell neuroendocrine tumor, which is actually quite treatable with excellent survival rates — if caught soon enough. The median survival is about a decade, but it depends on how soon it’s removed surgically. Steve caught his very early, and should have expected to survive much longer than a decade. Unfortunately Steve relied on a diet instead of early surgery. There is no evidence that diet has any effect on islet cell carcinoma. As he dieted for nine months, the tumor progressed, and took him from the high end to the low end of the survival rate.
Why did he do this? Well, outsiders like us can’t know; but many who avoid medical treatment in favor of unproven alternatives do so because they’ve been given bad information, without the tools or expertise to discriminate good from bad.
Everyone would prefer to avoid surgery -- especially painful, high-risk surgery with an uncertain prognosis. But this seems to be a clear case where better advice could have made a real difference. Unfortunately, the literature is full of spurious findings and it can be hard for even experts to sort these issues out.
The ultimate goal of Epidemiology is to give patients the best (high-quality) evidence available in order to assist them in making optimal decisions. We'll never know if the advice given to Steve Jobs was good or bad, but stories like this highlight how important it is to keep focusing on communication.
Testing teachers
Simple formulas can be “gamed.” That is, employees learn to achieve the objectives in the formula while failing to work toward the longer-term goals of the firm. On Wall Street, we have seen how bonus formulas proved dysfunctional. The older partnership form of organization appears to have provided better incentives.
A government-run system of teacher compensation, based on test scores, would in some ways be the worst of all worlds. It would create incentives for teachers to “game” the system. It would give too much weight to a noisy indicator of performance. As a result, it would do little or nothing to improve accountability or to reward better teachers.
This classic insight is shown in this dilbert comic.
Are we sure that test score based measures are the way to go? Most information technology jobs have the same sort of issues, often solved by comparative rankings and broad evaluations. Even worse, a bad metric drives out the good (meaning it could actually be counter-productive).
The whole post is worth reading.