Center for the Study of Family Violence and Sexual Assault, Northern Illinois University, DeKalb, IL, USA.
Child Abuse Negl. 2023 May;139:106095. doi: 10.1016/j.chiabu.2023.106095. Epub 2023 Mar 28.
Scholarly journals increasingly request that authors include effect size (ES) estimates when reporting statistical results. However, there is little guidance on how authors should interpret ESs. Consequently, some authors do not provide ES interpretations, or, when interpretations are provided, they often fail to use appropriate reference groups, using instead the ES benchmarks suggested by Cohen (1988). After discussing the most commonly used ES estimates, we describe the method used by Cohen (1962) to develop ES benchmarks (i.e., small, medium, and large) for use in power analyses and describe the limitations associated with using these benchmarks. Next, we establish general benchmarks for family violence (FV) research. That is, we followed Cohen's approach to establishing his original ES benchmarks using family violence research published in 2021 in Child Abuse & Neglect, which produced a medium ES (d = 0.354) that was smaller than Cohen's recommended medium ES (d = 0.500). Then, we examined the ESs in different subspecialty areas of FV research to provide benchmarks for contextualized FV ESs and to provide information that can be used to conduct power analyses when planning future FV research. Finally, some of the challenges to developing ES benchmarks in any scholarly discipline are discussed. For professionals who are not well informed about ESs, the present review is designed to increase their understanding of ESs and what ES benchmarks tell them (and do not tell them) with respect to understanding the meaningfulness of FV research findings.
学术期刊越来越要求作者在报告统计结果时包含效应量(ES)估计值。然而,对于作者应该如何解释 ES 并没有太多的指导。因此,一些作者没有提供 ES 解释,或者在提供解释时,他们经常没有使用适当的参考群体,而是使用科恩(1988)建议的 ES 基准。在讨论了最常用的 ES 估计值之后,我们描述了科恩(1962)用于开发 ES 基准(即小、中、大)的方法,用于进行功效分析,并描述了使用这些基准的相关局限性。接下来,我们为家庭暴力(FV)研究建立了一般基准。也就是说,我们遵循科恩的方法,使用 2021 年发表在《儿童虐待与忽视》上的家庭暴力研究来建立他最初的 ES 基准,得出的中等 ES(d = 0.354)小于科恩建议的中等 ES(d = 0.500)。然后,我们检查了 FV 研究不同子领域的 ES,为上下文化的 FV ES 提供基准,并提供可用于规划未来 FV 研究时进行功效分析的信息。最后,讨论了在任何学术领域制定 ES 基准所面临的一些挑战。对于不太了解 ES 的专业人士,本综述旨在提高他们对 ES 的理解,以及 ES 基准在理解家庭暴力研究结果的意义方面能告诉他们什么(不能告诉他们什么)。