Showing posts with label aera. Show all posts
Showing posts with label aera. Show all posts

12 April 2011

The Problem with Hypotheses

In what I would call "an informal study" I have ranked the "atmosphere" in various high school hallways around the area in which I live. Yes, it is a "convenience sample," consisting of schools I happened to be visiting. No, I had no particular method of recording observations. No, I will not provide a long bibliography of sources cited. Yes, I have developed my own way of coding the "data" and my own way of ranking the "school atmosphere."

And yet, my study has one thing I think is essential for validity. I began this study with no hypothesis. I had no idea, no theory, no assumptions in mind when I began visiting these schools. Thus, unlike almost every study of education in the United States I have read in the past five years, there is no "confirmation bias" in my study, because their was nothing to confirm.

In my first semester of graduate school, in my first research methods class, we read a study that Dr. Robert Slavin of Johns Hopkins University had done on the reading project he sells. In fact, almost everyone connected with the study had a very strong financial incentive to make the product, Success for All, look good.

My professors thought this was a great study. It followed "all the rules" in Scientific Research in Education1, the "bible" of "gold standard" educational research created by top AERA professors for the Bush Administration.

But I, and a number of other students, found the study to be, as research, worthless. First, as I noted, it was conducted entirely by people with a financial interest in proving the program's success. Second, it combined dozens of changes in school operations with the introduction of Slavin's product, including things like free food and massive tutoring efforts - how could anyone possibly suggest which part of those changes produced any effect? Third, it refused to look at any "side effects" - what happened to students in other areas when most of the school day became devoted to chanting sentences?

But, the more I thought about it, the biggest problem was the hypothesis. Slavin, of course, set out to "prove" that his product worked. That was his hypothesis. And, shock of shocks! he confirmed his belief.

We constantly teach hypothesis in our schools. It is as much the lifeblood of almost every Science Fair as the fact that parents do the project. But does hypothesis help or hurt our science?

Let's go way back to a very famous example. Galileo hypothesized, via Copernicus, that the planets circled the sun. And, yes, his "experiments" (observations) confirmed this. But when Jesuit researchers looked up they noted that what Galileo was saying could not possibly fit with their observation.

The problem is, of course, that the planets orbit the sun, but not in circles. At Galileo's trial both sides were "right" about celestial mechanics and both sides were quite wrong. Galileo had the idea but not the details, the Jesuits had the details but not the idea. Both had gotten to the wrong place through what we now call "confirmation bias." And confirmation bias is a direct result of our commitment to hypothesis.

Hypothesis should not be first. The first question when we study something needs to be "what is happening?" The problem is - a problem most social science research "leaders" gloss over - is that when someone like Slavin goes out to "prove" something "works," every question he asks, every bit of data he collects, every measure he uses, is, at least in part, designed to prove his hypothesis. Slavin measures short term reading test gains, not for example, student interest in literature. The tests he uses measure components of reading, not gains in subject interest. He does not compare "his" schools to others with extensive tutoring. He uses statistical models which presume that the human experience can be "averaged." It is not that he is lying. He is not. It is not that he falsely manipulates data. He does not. But his study (studies) are fatally flawed from the inception because the intent is not to observe but to confirm.

It would be no different if I ran a study to prove that Success for All was a ridiculous waste of school money. My questions, my measures, my statistical analysis would be selected to confirm that.

Is there another way? 

When people ask my hypothesis I tend to say, "I have no idea."  This didn't go over big on my "practicum" project with the faculty, but I tried hard to stick to it, even when measurement structures were imposed on my by the federal grant. On my dissertation, I began with the question, "how did this system develop?" and then, "why did this system develop?" If I had begun with "America's schools were designed to limit opportunity," I would - for example, have read both Horace Mann and William Shearer in very different ways. But by beginning with non-leading questions, I was free to hear these men as they wished to be heard, not through the results of 50 years or a century later.

So, could you, a researcher, walk into a school without a hypothesis? Could you clear your mind of your years of training and just "see"?

How might that change educational research?

- Ira Socol

Oh, the results of that "informal" study?


My top five "best," "healthiest" environments - corridors seemed under control, kids were polite, there was little or no bullying, kids and adults interacted well, kids seemed to arrive in class after passing times not unduly stressed...

1. Black River Public School (a small, urban, fairly diverse, non-profit charter)
2. Godfrey-Lee Middle School and Lee High School (an impoverished urban school)
3. Holland Christian High School (a small Christian Reformed Church school)
4. Hamilton High School (a large rural/suburban public school)
5. Reeths-Puffer High School (a large suburban/rural public school)

My bottom five (opposite of above)
5. Zeeland West High School (a large suburban/rural public school)
4. North Muskegon High/Middle School (a small wealthy suburban public school)
3. Holland High School (a large urban public school)
2. Zeeland East High School (a large suburban public school)
1. West Ottawa High School (a large suburban/rural public school)

What's important here is not the ratings, informal and, as with all research, highly subjective. What's important is that this reveals that, at least to me, the questions we ask about size, income level, management might be the wrong questions. If I had gone out to compare large to small, urban to suburban, non-public to public, I suspect what I would have "seen" would have changed, and my very hypothetical question would have altered my results.

1. I have called Scientific Research in Education "the most destructive book of the last decade," so, there is some bias there.

08 October 2009

Side Effects

Derrion Albert was killed by Arne Duncan's Chicago School Reform Plan, Renaissance 2010.

I'm not saying Duncan murdered anyone. I'm not Rush Limbaugh. But I am saying that Albert was a victim of the side effects of Renaissance 2010 and Duncan's theories of urban education reform, just as a person who dies during a clinical drug trial has been killed by that drug.

Derrion Albert went to school in an a violent, gang-ridden neighborhood. And Derrion Albert went to a school which had been merged with another school after his neighborhood school had been closed because it was "failing" and reconstructed as a "magnet academy." This was our current Secretary of Education's "cure" for Chicago's Public Schools when he was in charge there. Thus Derrion, like tens of thousands of Chicago students, had to cross neighborhood lines and gang turf areas to get to and from school each day. He also had to attend a school filled with these kinds of turf battles. And like far too many of Chicago's students (it is now a national issue), he died as a result.

Derrion Albert was killed by Arne Duncan's Chicago School Reform Plan, Renaissance 2010.

The Schools Matter blog deals with all this in detail, and let's be clear that Duncan - just like a pharmaceutical corporation caught in the same situation - calls this charge "ridiculous," but facts are stubborn things, and educational leaders must stop their constant promotion of faux "gold standard" "medical model" school research unless they are willing to take on the attendant responsibility.

Social Science research rarely worries about side effects. And educational reforms never seem to come with those package warnings that drugs have, and this is why the entire research model hustled by the U.S. Department of Education and American Educational Research Association is dangerous, unethical, and nonsensical.

Oh sure, we understand that model - so sadly assembled in the book Scientific Research in Education - is fraudulent in every way. You can't mimic medical research without a double-blind procedure system - which is impossible in schools. But beyond that, you simply can not claim to be conducting scientific research on anything unless you are willing to consider the spectrum of results.

So, when Arne Duncan closed "failing" high schools in poor neighborhoods, he had an ethical responsibility - as a leader, as a researcher, as a human, to try to minimize the potential side-effect harm of his "cure." Merging neighborhood schools is tough everywhere, it is especially tough when you are crossing gang boundaries in a violent urban neighborhood. So, just as the maker of a new, say, flu vaccine, is ethically obligated to try to make sure he/she doesn't accidentally kill a bunch of people while saving others, so Arne Duncan was obligated to consider the risks, publish the risks, and mitigate the risks of his plan to "save" Chicago's high schools.

So, was this Duncan's Vioxx moment or his Tuskegee moment? Was he arrogant, careless, and pursuing personal gain at the expense of being cautious with children's lives or, was this a calculated opportunity to test his theories on the powerless?

"Community-based schools are what everybody strives for in the United States and they are disappearing, and that’s a sad thing," said someone in rural West Virginia in a New York Times article about school consolidation there. '"You have a trail of blood and tears ever since they launched (Renaissance 2010)," said Tio Hardiman, director of the anti-violence organization CeaseFire Illinois. "There's a history of violence associated with moving kids from one area to another,"' says the School Matters blog. In other words, the dangers are known, and a responsible person does not conduct a mass experiment like this without considering, publishing, and attempting to mitigate the risks/dangers.

Did he rush forward because of an arrogant belief in his own science? Or his desperation for personal political capital? Or did he simply think these poor Black kids were the ones to experiment on?

We probably won't ever know. I didn't hear Eric Holder suggest an investigation of his fellow cabinet member yesterday in Chicago.

But we do know that this is a constant disaster in educational research - and in educational practice. We "academize" kindergarten and first grade and kids can't do basic science any more. We devote extra hours to reading instruction and kids get fat. We tighten standards and more kids must be labeled disabled. We drill certain reading sub-skills and teach young kids to hate books. We insist on college prep curriculum and make a huge percentage of kids miserable. We adopt zero tolerance policies and throw the kids who need school the most out on the street.

So, if Arne Duncan's Renaissance 2010 was "gold standard" "medical model" research his plan would have been "pulled off the shelves" a year ago due to disastrous side effects. There'd be Congressional investigations and massive lawsuits. But it hasn't been. Which proves the point:

"Scientific Research in Education" is a lie. "Evidence-based Practice" is always based on insufficient evidence. And we need a new research paradigm to help us move forward and to protect our children.

Derrion Albert was killed by Arne Duncan's Chicago School Reform Plan, Renaissance 2010. And we must insist that "reformers" find ways to do less damage in the future.

- Ira Socol