评估共同度量效应量以完善中介模型

Assessing Common-Metric Effect Sizes to Refine Mediation Models

ORGANIZATIONAL RESEARCH METHODS · 2023
被引 13
人大 A-ABS 4

中文导读

提出用基于方差比例的三种标准化效应量来比较不同中介研究的结果,帮助研究者发现理论缺口并完善模型,以领导力研究为例说明其用途。

Abstract

Mediation analysis tests X → M → Y processes in which an independent variable ( X) exerts an indirect effect on a dependent variable ( Y) through its influence on an intervening or mediator variable ( M). A preponderance of mediation studies, however, focuses on determining solely whether mediation effects are statistically significant, instead of focusing on what the results tell us about potential theoretical refinements in the mediation model. We argue in favor of employing a set of three standardized effect sizes based on variance proportions that allow researchers to compare their results with those of other mediation studies employing similar combinations of X, M, and Y variables. These standardized effect sizes constitute a set of common metrics signaling potential gaps in a mediation model, and as such provide useful insights for the theoretical refinement of mediation models in organizational research. We illustrate the utility of comparing these common-metric effect sizes using the examples of abusive and transformational leadership effects on employee outcomes as transmitted by social exchange quality.

组织行为学领导力研究方法中介分析