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The Dripping Stone Fallacy: Confirmation Bias in the Roman Empire and Beyond

What to do when the crops are failing because of a drought? Why , we persuade the Gods to send rain of course! I'll let the fourth Roman Emperor, Claudius, explain: Derek Jacobi stuttering away as  Claudius in the TV  series I Claudius There is a black stone called the Dripping Stone, captured originally from the Etruscans and stored in a temple of Mars outside the city. We go in solemn procession and fetch it within the walls, where we pour water on it, singing incantations and sacrificing. Rain always follows--unless there has been a slight mistake in the ritual, as is frequently the case.*                                                                  It sounds an awful lot as if Claudius is weighing in on the replication debate, coming down squarely on the side of replication critics, resear...

When Replicating Stapel is not an Exercise in Futility

Over 50 of Diederik Stapel’s papers have been retracted because of fraud. This means that his “findings,” have now ceased to exist in the literature. But what does this mean for his hypotheses?* Does the fact that Stapel has committed fraud count as evidence against his hypotheses? Our first inclination is perhaps to think yes. In theory, it is possible that Stapel ran a number of studies, never obtained the predicted results, and then decided to take matters into his own hands and tweak a few numbers here and there. If there were evidence of a suppressed string of null results, then yes, this would certainly count as evidence against the hypothesis; it would probably be a waste of time and effort to try to “replicate” the “finding.” Because the finding is not a real finding, the replication is not a real replication. However, by all accounts (including Stapel’s own), once he got going, Stapel didn’t bother to run the actual experiment. He just made up all the data. This me...

ROCing the Boat: When Replication Hurts

Though failure to replicate presents a serious problem, even highly-replicable  results may be consistently and dramatically misinterpreted if dependent measures are not carefully chosen. This sentence comes from a new paper by Caren Rotello, Evan Heit, and Chad DubĂ© to be published in Psychonomic Bulletin & Review.   Replication hurts in such cases because it reinforces artifactual results. Rotello and colleagues marshal support for this claim from four disparate domains: eyewitness memory, deductive reasoning, social psychology, and studies of child welfare. In each of these domains researchers make the same mistake by using the same wrong dependent measure. Common across these domains is that subjects have to make detection judgments: was something present or was it not present? For example, subjects in eyewitness memory experiments decide whether or not the suspect is in a lineup. There are four possibilities.             ...

The Diablog on Replication with Dan Simons

Dan Simons Last year, I had a very informative and enjoyable blog dialogue, or diablog, with Dan Simons about the reliability and validity of replication attempts. Unfortunately, there was never an easy way for anyone to access this diablog. It has only occurred to me today (!) that I could remedy this situation by creating a meta-post. Here it is. In my first post on the topic , I argued that it is important to consider to consider not only the reliability but also the validity of replication attempts because it might be problematic if we try to replicate a flawed experiment.   Dan Simons responded to this, arguing that deviations from the original experiment, while interesting, would not allow us to determine the reliability of the original finding. I then had some more thoughts . To which Dan wrote another constructive response . My final point was that direct replications should be augmented with systematic variations of the original experiment...

Verbal Overshadowing: What Can we Learn from the First APS Registered Replication Report?

Suppose you witnessed a heinous crime being committed right before your eyes. Suppose further that a few hours later, you’re being interrogated by hard-nosed detectives Olivia Benson and Odafin Tutuola. They ask you to describe the perpetrator. The next day, they call you in to the police station and present you with a lineup. Suppose the suspect is in the lineup. Will you be able to pick him out? A classic study in psychology  suggest Benson and Tutuola have made a mistake by first having you describe the perpetrator because the very act of describing the perpetrator will make it more difficult for you to identify him out of the lineup. This finding is known as the verbal overshadowing effect and was discovered by Jonathan Schooler. In the experiment that is of interest here, he and his co-author, Tonya Engstler-Schooler, found that verbally describing the perpetrator led to a 25% accuracy decrease in identifying him. This is a sizeable difference with practical implications. B...

Developing Good Replication Practices

In my last post, I described a (mostly) successful replication by Steegen et al. of the ”crowd-within effect.” The authors of that replication effort felt that it would be nice to mention all the good replication research practices that they had implemented in their replication effort. And indeed, positive psychologist that I am, I would be remiss if I didn’t extol the virtues of the approach in that exemplary replication paper, so here goes. Make sure you have sufficient power. We all know this, right? Preregister your hypotheses, analyses, and code. I like how the replication authors went all out in preregistering their study. It is certainly important to have the proposed analyses and code worked out up front. Make a clear distinction between confirmatory and exploratory analyses. The authors did here exactly as the doctor, A.D. de Groot in this case , ordered. It is very useful to perform exploratory analyses but they should be separated clearly from the ...