"No, I said 'self-select for attitude.'"

One of the many weird aspects of the charter school debate has been the non-exchanges over selection effects. Critics suggest that students who choose to go through the application process will tend to be more motivated, more committed to school, more interested in college, and more open to the idea of a heavier work load and will tend to have more stable, supportive families.

Here's an example:

Some observers, such as the authors of The Charter School Dust-Up, say that KIPP's admission process self-screens for students who are both motivated and compliant, from similarly motivated and compliant—and supportive—families. Parents must commit to a required level of involvement, which rules out badly dysfunctional families.

This would seem to be fairly straightforward. Almost every school could do a good job if it were populated solely by students who worked hard, followed instructions and had the full support of their families. A strong selection effect here could explain away most or all of the positive results observed in KIPP schools. This hypothesis even raises the possibility that KIPP schools are actually doing worse than public schools would under comparable circumstances.

(You'll notice that no mention is made of race, poverty or test scores.)

Now here's how SRI responds:

KIPP schools’ higher-than-expected test score results draw both attention and claims that they “cherry-pick” high-achieving students from poor neighborhoods. This is the first report to closely scrutinize the praise and criticisms associated with KIPP, as well as key challenges facing Bay Area KIPP schools today.

In the three KIPP schools where they were able to draw comparisons, SRI researchers found that students with lower prior achievement on the CST were more likely to choose KIPP than higher-performing students from the same neighborhood, suggesting that, at least at these schools, cherry-picking does not occur.

And here's the much-touted Mathematica report:

Our nonexperimental methods account for the pre-KIPP (baseline) characteristics of students who subsequently enter KIPP schools: not only demographic characteristics such as race/ethnicity, gender, poverty status, and special education status, but also their achievement test results for two years prior to entering KIPP. We examine the achievement levels of the students for up to four years after entering KIPP schools. In our preferred models, we compare these trajectories to the achievement trajectories of a matched set of local public school students who have similar achievement test results and demographic characteristics in the baseline period (typically third and fourth grades) but who do not enroll in KIPP.

Brief quote from EPI

I have a feeling I'm going to be referring to this a lot:

For a variety of reasons, analyses of VAM [Value Added Modeling] results have led researchers to doubt whether the methodology can accurately identify more and less effective teachers. VAM estimates have proven to be unstable across statistical models, years, and classes that teachers teach. One study found that across five large urban districts, among teachers who were ranked in the top 20% of effectiveness in the first year, fewer than a third were in that top group the next year, and another third moved all the way down to the bottom 40%. Another found that teachers’ effectiveness ratings in one year could only predict from 4% to 16% of the variation in such ratings in the following year. Thus, a teacher who appears to be very ineffective in one year might have a dramatically different result the following year. The same dramatic fluctuations were found for teachers ranked at the bottom in the first year of analysis. This runs counter to most people’s notions that the true quality of a teacher is likely to change very little over time and raises questions about whether what is measured is largely a “teacher effect” or the effect of a wide variety of other factors.

A study designed to test this question used VAM methods to assign effects to teachers after controlling for other factors, but applied the model backwards to see if credible results were obtained. Surprisingly, it found that students’ fifth grade teachers were good predictors of their fourth grade test scores. Inasmuch as a student’s later fifth grade teacher cannot possibly have influenced that student’s fourth grade performance, this curious result can only mean that VAM results are based on factors other than teachers’ actual effectiveness.

More on the SRI KIPP report

This is a fairly small case of researchers being (deliberately?) obtuse, but it's representative enough to merit a brief post.

First look at this passage from Wikipedia:

Some observers, such as the authors of The Charter School Dust-Up,^[5] say that KIPP's admission process self-screens for students who are both motivated and compliant, from similarly motivated and compliant—and supportive—families. Parents must commit to a required level of involvement, which rules out badly dysfunctional families.

You'll notice this is consistent with some points Joseph and I have been arguing for awhile about how selection and peer effects can affect a school.

Now pay close attention to the following from SRI:

KIPP schools’ higher-than-expected test score results draw both attention and claims that they “cherry-pick” high-achieving students from poor neighborhoods. This is the first report to closely scrutinize the praise and criticisms associated with KIPP, as well as key challenges facing Bay Area KIPP schools today.

In the three KIPP schools where they were able to draw comparisons, SRI researchers found that students with lower prior achievement on the CST were more likely to choose KIPP than higher-performing students from the same neighborhood, suggesting that, at least at these schools, cherry-picking does not occur.

Did you catch the shift? Like most areas, academic success is largely determined by attitude and work habit. This is particularly true in a school with extended hours of instruction and a longer year. There is every reason to believe that these traits are strongly selected for here, just as suggested by the Economic Policy Institute.

The Charter School Dust-Up came out from the EPI in 2005, three years before the SRI report, but the SRI researchers never directly acknowledge the EPI's conflicting findings. Instead they pull the researchers' version of the old school kid's trick of pretending to mishear an inconvenient question.

Strange Bedfellows

(where your intrepid blogger sides with Robert Samuelson, gives Ray Fisman a break and wonders what in the hell happened to Jonathan Chait)

You really have to read this Jonathan Chait column on Robert Samuelson, and I don't mean that in a good way. You have to read this to see for yourself how low the educational reform movement can drag even a writer as gifted as Chait.

There's too much here to cover in one post (I could do a page just on Chait's weird reaction to Samuelson's looks, a topic that I had never given any thought to up until now). I may take another pass at another section later but for now I'm going to limit myself to this particularly egregious bit:

How does Samuelson explain the existence of new charter schools that produce dramatically higher results among these lazy, no-good teenagers? He insists, "no one has yet discovered transformative changes in curriculum or pedagogy, especially for inner-city schools, that are (in business lingo) 'scalable.'" This is utterly false. The most prominent example is the Kipp schools, which have shown revolutionary improvements among poor, inner-city students and have rapidly expanded.

It is strange to see Chait take the pro-privatization side of the debate, stranger still to see him accuse critics of charter schools of having an anti-government bias*, but what pushes this into Rod Serling territory is the spectacle of having Chait, one of the most gifted bullshit detectors of the Twenty-first Century, rolling out the same sort of flawed argument that he has made a career out of dismantling.

In order to be viable, a reform has to improve on the existing system by a large enough margin to justify its implementation costs, but if you accept the metrics used by the reform movement, then you will have to conclude that charter schools do worse than public schools more often than they do better.**

So we have a major push to privatize government services which, after about two decades of testing have been shown to under-perform their traditional government-run alternatives. Rather than show why this statistic is misleading, Chait pulls out vague, anecdotal evidence of a single out-lier. Now, given the variability of the data, we would expect the top schools (or even chains) to do pretty well. That alone rebuts Chait's point, but it gets worse. Self-selection, peer effects and selective attrition*** all artificially inflate KIPP's results. When you take these factors into account, it's hard to make a compelling statistical case that even the best charter schools are outperforming public schools (though the second footnote still applies).

At the risk of over-emphasizing, this is Jonathan -- freaking -- Chait we're talking about, a writer known for his truly exceptional gift for constructing logical arguments and, more importantly, spotting the fallacies in the arguments of others. Under normal conditions, Chait would never fall for a badly presented argument-by-anomally, let alone make one, just as, under normal circumstances, a confrontation between Samuelson and Chait would result in little pieces of the former being scraped off of the walls of the Washington Post.

But Chait loses this confrontation decisively. From his ad hominem opening to his factually challenged close he fails to score a single point. And this is far from the only example of this odd reform-specific impairment affecting otherwise accomplished writers. OE has spilled endless pixels on the reform-related lapses, both statistical and rhetorical, of smart, serious, dedicated people like Chait, Seyward Darby and, of course, Ray Fisman (just do a keyword search). None of these people would normally produce the kind of work we've cataloged here. None of them would normally ignore the defection of one of the founding members of the reform movement. None of these people would normally feel comfortable dismissing without comment contradictory findings from EPI, Donald Rubin and the Rand Institute.

David Warsh has aptly made the following comparison:

Remember the recipe for a policy disaster? Start with a handful of policy intellectuals confronting a stubborn problem, in love with a Big Idea. Fold in a bunch of ambitious Ivy League kids who don’t speak the local language. Churn up enthusiasm for the program in the gullible national press – and get ready for a decade of really bad news. Take a look at David Halberstam’s Vietnam classic The Best and the Brightest, if you need to refresh your memory. Or just think back on the run-up to the war in Iraq.

but along with Halberstam, it might be time to brush off our copies of Cialdini's Influence.

From a data standpoint, the past few years have been rough on the reform movement. Charter schools have been shown to be more likely to under-perform than to outperform. Joel Klein's spectacular record turned out to be the product of creative accounting (New York City schools have actually done much worse than the rest of the state). Findings contradicting the fundamental tenets of the movement accumulated. Major figures in research (Rubin) and education (Ravitch) have publicly questioned the viability of proposed reforms.

As Cialdini lays out in great detail, when you challenge people's deeply held beliefs with convincing evidence, you usually get one of two responses. Sometimes you will actually manage to win them over. More often, though, they will dig in, embrace their beliefs more firmly and find new ways to justify them.

I think it's safe to say we don't have response number one.




* Almost all of the major tenets of the modern reform can be traced back to the Reagan era and were closely associated with the initiatives described in Franks' The Wrecking Crew.

** Ironically, if you consider the intellectual framework of the reform movement to be flawed and overly simplistic, you can actually make a much better case for charter schools.

*** From Wikipedia: "In addition, some KIPP schools show high attrition, especially for those students entering the schools with the lowest test scores. A 2008 study by SRI International found that although KIPP fifth-grade students who enter with below-average scores significantly outperform peers in public schools by the end of year one, "... 60 percent of students who entered fifth grade at four Bay Area KIPP schools in 2003-04 left before completing eighth grade."[7] The report also discusses student mobility due to changing economic situations for student's families, but does not directly link this factor into student attrition. Six of California's nine KIPP schools, researched in 2007, showed similar attrition patterns.[citation needed] Figures for schools in other states are not always as readily available."

EPI Briefing Paper -- Problems with the Use of Student Test Scores to Evaluate Teachers

In terms of education reform, this is probably the biggest story to come over the wires in a long time:

While there are good reasons for concern about the current system of teacher evaluation, there are also good reasons to be concerned about claims that measuring teachers’ effectiveness largely by student test scores will lead to improved student achievement. If new laws or policies specifically require that teachers be fired if their students’ test scores do not rise by a certain amount, then more teachers might well be terminated than is now the case. But there is not strong evidence to indicate either that the departing teachers would actually be the weakest teachers, or that the departing teachers would be replaced by more effective ones. There is also little or no evidence for the claim that teachers will be more motivated to improve student learning if teachers are evaluated or monetarily rewarded for student test score gains.

Read the paper here, then take a look at Kenneth J. Bernstein's detailed analysis and Joseph's brief explanation of why we should listen to Donald Rubin.