False-Positive Psychology: Undisclosed Flexibility in Data Collection and Analysis Allows Presenting Anything as Significant

被引:4447
作者
Simmons, Joseph P. [1 ]
Nelson, Leif D. [2 ]
Simonsohn, Uri [1 ]
机构
[1] Univ Penn, Wharton Sch, Philadelphia, PA 19104 USA
[2] Univ Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
关键词
methodology; motivated reasoning; publication; disclosure;
D O I
10.1177/0956797611417632
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
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.
引用
收藏
页码:1359 / 1366
页数:8
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