False-positive psychology: undisclosed flexibility in data collection and analysis allows presenting anything as significant |
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Authors: | Simmons Joseph P Nelson Leif D Simonsohn Uri |
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Affiliation: | Wharton School, University of Pennsylvania, Philadelphia, PA 19104, USA. jsimmo@wharton.upenn.edu |
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Abstract: | In this article, we accomplish two things. First, we show that despite empirical psychologists' nominal endorsement of a low rate of false-positive findings (≤ .05), flexibility in data collection, analysis, and reporting dramatically increases actual false-positive rates. In many cases, a researcher is more likely to falsely find evidence that an effect exists than to correctly find evidence that it does not. We present computer simulations and a pair of actual experiments that demonstrate how unacceptably easy it is to accumulate (and report) statistically significant evidence for a false hypothesis. Second, we suggest a simple, low-cost, and straightforwardly effective disclosure-based solution to this problem. The solution involves six concrete requirements for authors and four guidelines for reviewers, all of which impose a minimal burden on the publication process. |
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