中介检验方法的选择与使用管理科学应用

G. Dastgeer, A. ur Rehman, Muhammad Jam e Kausar Ali Asghar
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引用次数: 6

摘要

本文运用PROCESS宏观和结构方程模型(SEM)对Baron和Kenny、Sobel、Hayes间接效应与bootstrap三种主要中介分析方法进行了比较分析。它讨论了与调解分析相关的常见问题以及在方法的选择和应用以及结果的解释中所犯的常见错误。在本文中,我们开发并测试了各种模型,包括简单中介、并行中介和串行/顺序中介模型。我们使用了一个来自管理领域的研究模型,该模型包括两个自变量(即组织公正和企业社会责任),两个因变量(即员工幸福感和组织绩效)和两个中介变量(即组织信任和组织文化)。本文说明了自举法比巴伦法和肯尼法或索贝尔法具有优势。统计能力强,对i型误差控制较好。即使数据缺乏正态分布的性质,它也能产生较好的结果。这篇文章有许多实际意义。更具体地说,对于管理研究者来说,它提供了一个对如何正确进行中介分析的深入理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Selection and use of Mediation Testing Methods; Application in Management Sciences
This research article presents a comparative analysis of three major methods of mediation analysis i.e., Baron and Kenny, Sobel, Hayes indirect effect with bootstrap using PROCESS macro and Structural Equation Modeling (SEM). It discusses common issues associated with mediation analysis and common mistakes committed in the selection and application of method and in the interpretation of results. In this article we have developed and tested a variety of models including simple mediation, parallel mediation, and serial/sequential mediation models. We have used a research model drawn from management field which includes two independent variables (i.e., organization justice and corporate social responsibility), two dependent variables (i.e., employee wellbeing and organization performance) and two mediating variables (i.e., organization trust and organization culture). The article illustrates that bootstrapping has an advantage over Baron and Kenny method or with Sobel test. Besides, it has high statistical power and better control on type-I error. It produces better results even when data lacks the property of normal distribution. The article has many practical implications. More particularly for management researchers, it provides an in-depth understanding of how to correctly conduct mediation analysis.
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