Wiggle Room
Wiggle room is the freedom to choose among ways of designing a study or analyzing its data. If many alternatives are tried and only the most striking result is reported, a statistical test can make a chance pattern look more convincing than it is.
THE IDEA
WIGGLE ROOM AND THE NAMES OF THE RABBIS
The Bible decoders didn't write ten thousand versions of their paper and send them to ten thousand statistical journals. So it's hard to see, at first, how their story resembles the Baltimore stockbroker con.
But when mathematicians took up the "challenge" Kass had posed in his journal preface, looking for some explanation other than "God did it" for the Bible code results, they found the matter wasn't as simple as Witztum and company had made it seem. The pace was set by Brendan McKay, an Australian computer scientist, and Dror Bar-Natan, an Israeli mathematician then at Hebrew University. They made the critical point that medieval rabbis didn't have passports or birth certificates granting them official names. They were referred to by appellations, and different authors might denote the same rabbi in different ways. If Dwayne "The Rock" Johnson were a famous rabbi, for example, would you look for a prediction of his birth in the Torah under Dwayne Johnson, The Rock, Dwayne "The Rock" Johnson, D.T.R. Johnson, or all of these?
This ambiguity creates some wiggle room for code hunters. Consider Rabbi Avraham ben Dov Ber Friedman, an eighteenth-century Hasidic mystic who lived and worked in the shtetl of Fastov, in the Ukraine. Witztum, Rips, and Rosenberg use "Rabbi Avraham" and "HaMalach" ("the angel") as appellations. But why, McKay and Bar-Natan ask, do they use "HaMalach" alone but not "Rabbi Avraham HaMalach," a name by which the rebbe was also often known?
McKay and Bar-Natan found that wiggle room in the choices of names led to drastic changes in the quality of the results. They made a different set of choices about the appellations of the rabbis; their choices, according to biblical scholars, make just as much sense as the ones picked by Witztum (one rabbi called the two lists of names " equally appalling"). And they found that with the new list of names, something quite amazing transpired. The Torah no longer seemed to detect the birth and death dates of the rabbinic notables. But the Hebrew edition of War and Peace nailed it, identifying the rabbis with their correct dates about as well as the book of Genesis did in the Witztum paper.
What can this mean? Not, I hurry to say, that Leo Tolstoy composed his novel with the names of rabbis concealed therein, designed to be uncovered only once modern Hebrew was developed and classic works of world literature translated into it. Rather, McKay and Bar-Natan are making a potent point about the power of wiggle room. Wiggle room is what the Baltimore stockbroker has when he gives himself plenty of chances to win; wiggle room is what the mutual fund company has when it decides which of its secretly incubating funds are winners and which are trash. Wiggle room is what McKay and Bar-Natan used to work up a list of rabbinical names that jibed well with War and Peace. When you're trying to draw reliable inferences from improbable events, wiggle room is the enemy.
In a later paper, McKay and Bar-Natan asked Simcha Emanuel, a Talmud professor then at the University of Tel Aviv, to draw up another list of appellations, this one not designed for compatibility with either the Torah or War and Peace. On this list, the Torah did only a little better than chance. (How Tolstoy did is left unreported.)
It is very unlikely that any given set of rabbinic appellations is well matched to birth and death dates in the book of Genesis. But with so many ways of choosing the names, it's not at all improbable that among all the choices there would be one that made the Torah look uncannily prescient. Given enough chances, finding codes is a cinch. It's especially easy if you use Michael Drosnin's less scientific approach to code-finding. Drosnin said of code skeptics, "When my critics find a message about the assassination of a prime minister encrypted in Moby-Dick, I'll believe them." McKay quickly found equidistant letter sequences in Moby-Dick referring to the assassination of John F. Kennedy, Indira Gandhi, Leon Trotsky, and, for good measure, Drosnin himself. At the time of Ellenberg’s account, Drosnin was alive and well despite the prophecy. He was on his third Bible code book, the last of which he advertised by taking out a full-page ad in a December 2010 edition of the New York Times, warning President Obama that, according to letter sequences hidden in Scripture, Osama bin Laden might already have a nuclear weapon.
Witztum, Rips, and Rosenberg insist they weren't like the masters of the incubator funds, displaying to the public only the experiments that gave the best possible results; their precise list of names was chosen in advance, they say, before running any tests. And that may well be true. But even if it is, it casts the miraculous success of the Bible codes in a very different light. That the Torah, like War and Peace, can successfully be mined for some version of the rabbis' names is not surprising. The miracle, if there is one, is that Witztum and his colleagues were moved to choose precisely those versions of the names on which the Torah scores best.
There's one loose end that should trouble you, though. McKay and Bar-Natan made a compelling case that the wiggle room in the design of Witztum's experiment was enough to explain the Bible codes. But the Witztum paper was carried out using standard statistical tests, the same ones scientists use to judge claims about everything from medicines to economic policies. It wouldn't have been accepted in Statistical Science otherwise. If the paper passed that test, shouldn't we have accepted its conclusions, however otherworldly they might have seemed? Or, to put it another way: if we now feel comfortable rejecting the conclusions of the Witztum study, what does that say about the reliability of our standard statistical tests?
It says you ought to be a little worried about them. And it turns out that, without any input from the Torah, scientists and statisticians have already been worrying about them for quite some time.
When to use it
When designing a clinical trial, pre-specify the primary outcome and analysis plan to prevent cherry-picking after seeing the data.
In data science, separate exploratory analysis from confirmatory analysis to avoid p-hacking and data dredging.
When evaluating a business strategy, avoid iterating on metrics until one shows success; instead, predefine success criteria.
For confirmatory research, register the study’s hypotheses and analysis plan before examining the results.
FROM THEORY TO EVERYDAY LIFE
In practice
Bible Code Controversy
Witztum, Rips, and Rosenberg claimed hidden codes in the Torah predicted rabbis' birth and death dates, but McKay and Bar-Natan showed that flexibility in choosing rabbinical appellations (wiggle room) allowed the Torah to appear prescient, and the same flexibility made War and Peace appear equally predictive.
Incubator Fund Comparison
Mutual fund companies secretly run multiple incubator funds and only publicize the successful ones, creating an illusion of skill. This mirrors the wiggle room of selecting which name variants to test, as in the Bible code example.
A MOMENT TO REFLECT
Put it to work.
How can researchers reduce wiggle room in their studies to avoid false positives?
Think of a personal decision where you had multiple ways to frame a question—did you use wiggle room to confirm a preexisting belief?
In what ways might wiggle room affect the credibility of scientific findings in your field?
CONTINUE THE CONVERSATION
Source texts
- How Not to Be Wrong The Power of Mathematical Thinking (Ellenberg, Jordan)