False-positive psychology: undisclosed flexibility in data collection and analysis allows presenting anything as significant - PubMed (original) (raw)
. 2011 Nov;22(11):1359-66.
doi: 10.1177/0956797611417632. Epub 2011 Oct 17.
Affiliations
- PMID: 22006061
- DOI: 10.1177/0956797611417632
False-positive psychology: undisclosed flexibility in data collection and analysis allows presenting anything as significant
Joseph P Simmons et al. Psychol Sci. 2011 Nov.
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.
Comment in
- False-Positive Citations.
Simmons JP, Nelson LD, Simonsohn U. Simmons JP, et al. Perspect Psychol Sci. 2018 Mar;13(2):255-259. doi: 10.1177/1745691617698146. Perspect Psychol Sci. 2018. PMID: 29592640 - Rein in the four horsemen of irreproducibility.
Bishop D. Bishop D. Nature. 2019 Apr;568(7753):435. doi: 10.1038/d41586-019-01307-2. Nature. 2019. PMID: 31019328 No abstract available. - A journal club to fix science.
Orben A. Orben A. Nature. 2019 Sep;573(7775):465. doi: 10.1038/d41586-019-02842-8. Nature. 2019. PMID: 31551562 No abstract available. - How misconduct helped psychological science to thrive.
Wicherts J. Wicherts J. Nature. 2021 Sep;597(7875):153. doi: 10.1038/d41586-021-02421-w. Nature. 2021. PMID: 34493844 No abstract available.
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