Selective and (mis)leading economics journals: Meta-research evidence

IF 5.9 2区 经济学 Q1 ECONOMICS
Zohid Askarov, Anthony Doucouliagos, Hristos Doucouliagos, T. D. Stanley
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引用次数: 1

Abstract

We assess statistical power and excess statistical significance among 31 leading economics general interest and field journals using 22,281 parameter estimates from 368 distinct areas of economics research. Median statistical power in leading economics journals is very low (only 7%), and excess statistical significance is quite high (19%). Power this low and excess significance this high raise serious doubts about the credibility of economics research. We find that 26% of all reported results have undergone some process of selection for statistical significance and 56% of statistically significant results were selected to be statistically significant. Selection bias is greater at the top five journals, where 66% of statistically significant results were selected to be statistically significant. A large majority of empirical evidence reported in leading economics journals is potentially misleading. Results reported to be statistically significant are about as likely to be misleading as not (falsely positive) and statistically nonsignificant results are much more likely to be misleading (falsely negative). We also compare observational to experimental research and find that the quality of experimental economic evidence is notably higher.
经济学期刊的选择性和(误)引导性:元研究证据
我们利用来自 368 个不同经济学研究领域的 22,281 个参数估计,评估了 31 种主要经济学综合期刊和领域期刊的统计能力和超统计显著性。主要经济学期刊的统计能力中位数非常低(仅为 7%),而超额统计显著性则相当高(19%)。如此低的统计能力和如此高的超额显著性让人对经济学研究的可信度产生严重怀疑。我们发现,在所有报告的结果中,有 26% 经过了某种统计显著性选择过程,56% 的统计显著性结果被选择为具有统计显著性。在排名前五的期刊中,选择偏差更大,66% 具有统计意义的结果被选择为具有统计意义。主要经济学期刊上报告的绝大多数经验证据都可能具有误导性。统计意义显著的结果与统计意义不显著的结果一样可能具有误导性(假阳性),而统计意义不显著的结果更可能具有误导性(假阴性)。我们还比较了观察性研究和实验性研究,发现实验性经济证据的质量明显更高。
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来源期刊
CiteScore
11.30
自引率
3.80%
发文量
57
期刊介绍: As economics becomes increasingly specialized, communication amongst economists becomes even more important. The Journal of Economic Surveys seeks to improve the communication of new ideas. It provides a means by which economists can keep abreast of recent developments beyond their immediate specialization. Areas covered include: - economics - econometrics - economic history - business economics
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