心理信息
复制(统计)
复制
统计能力
荟萃分析
心理学
出版偏见
统计假设检验
心理学研究
无效假设
统计
计量经济学
研究异质性
调查研究
临床心理学
社会心理学
梅德林
应用心理学
医学
数学
生物
内科学
生物化学
作者
T. D. Stanley,Evan C. Carter,Hristos Doucouliagos
出处
期刊:Psychological Bulletin
[American Psychological Association]
日期:2018-10-15
卷期号:144 (12): 1325-1346
被引量:317
摘要
Can recent failures to replicate psychological research be explained by typical magnitudes of statistical power, bias or heterogeneity? A large survey of 12,065 estimated effect sizes from 200 meta-analyses and nearly 8,000 papers is used to assess these key dimensions of replicability. First, our survey finds that psychological research is, on average, afflicted with low statistical power. The median of median power across these 200 areas of research is about 36%, and only about 8% of studies have adequate power (using Cohen's 80% convention). Second, the median proportion of the observed variation among reported effect sizes attributed to heterogeneity is 74% (I2). Heterogeneity of this magnitude makes it unlikely that the typical psychological study can be closely replicated when replication is defined as study-level null hypothesis significance testing. Third, the good news is that we find only a small amount of average residual reporting bias, allaying some of the often-expressed concerns about the reach of publication bias and questionable research practices. Nonetheless, the low power and high heterogeneity that our survey finds fully explain recent difficulties to replicate highly regarded psychological studies and reveal challenges for scientific progress in psychology. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
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