Faculty Opinions recommendation of False-positive psychology: undisclosed flexibility in data collection and analysis allows presenting anything as significant.

Author(s):  
Hans van Beek
2019 ◽  
Author(s):  
Samuel A Mehr

I ran a sensitivity analysis on the original data from "False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant." (Simmons et al., 2011, Psych Science) and found that the intentionally spurious result reported therein was attributable to a single outlier. This is presented as an example of why sensitivity analysis is a useful piece of the analytic toolkit in psychology.


2011 ◽  
Vol 22 (11) ◽  
pp. 1359-1366 ◽  
Author(s):  
Joseph P. Simmons ◽  
Leif D. Nelson ◽  
Uri Simonsohn

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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