Department of Psychology, York University.
Psychol Methods. 2018 Jun;23(2):208-225. doi: 10.1037/met0000126. Epub 2017 Mar 9.
Statistical practice in psychological science is undergoing reform which is reflected in part by strong recommendations for reporting and interpreting effect sizes and their confidence intervals. We present principles and recommendations for research reporting and emphasize the variety of ways effect sizes can be reported. Additionally, we emphasize interpreting and reporting unstandardized effect sizes because of common misconceptions regarding standardized effect sizes which we elucidate. Effect sizes should directly answer their motivating research questions, be comprehensible to the average reader, and be based on meaningful metrics of their constituent variables. We illustrate our recommendations with empirical examples involving a One-way ANOVA, a categorical variable analysis, an interaction effect in linear regression, and a simple mediation model, emphasizing the interpretation of effect sizes. (PsycINFO Database Record
心理学科学中的统计实践正在进行改革,这部分反映在强烈建议报告和解释效应大小及其置信区间上。我们提出了研究报告的原则和建议,并强调了报告效应大小的多种方式。此外,我们强调解释和报告未标准化的效应大小,因为标准化效应大小存在常见的误解,我们对此进行了阐明。效应大小应该直接回答其激发研究问题,让普通读者能够理解,并且基于其组成变量的有意义的度量。我们通过涉及单向方差分析、分类变量分析、线性回归中的交互效应以及简单的中介模型的实证示例来说明我们的建议,强调了效应大小的解释。