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Problems with detecting assumed mediation using the hierarchical multiple regression strategy

机译:使用分层多元回归策略检测假定中介的问题

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In huma resource management (HRM) and allied fields (e.g., organizational behavior, management, and industrial and organizational psychology), tests of mediation are frequently conducted using the hierarchical multiple regression (HMR) strategy of Baron and Kenny [Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations.Journal of Personality and Social Psychology, 51, 1173-1182]. Although previous research has identified a number of serious problems with this approach, the present study adds to the literature by identifying yet additional problems with its use in inferring the existence of mediation. Using a statistical simulation, we found that certain patterns of correlation coefficients guarantee inferences about mediation, whereas other patterns preclude such inferences. On the basis of various analyses including logistic regression and inspection of three-dimensional plots, we identified patterns of correlation coefficients needed to satisfy Baron and Kenny's [Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51, 1173-1182] conditions for inferring mediation. The same patterns have no necessary relation to actual causal connections among variables in mediation models. Moreover, as a consequence of the failure of the HMR strategy to detect mediating effects, many instances of actual mediation in HRM and allied fields may have gone undetected. In view of the foregoing, we conclude that the HMR strategy should no longer be used in testing for mediation.
机译:在人力资源管理(HRM)和相关领域(例如组织行为,管理以及产业和组织心理学)中,调解测试经常使用Baron和Kenny的分层多元回归(HMR)策略进行[Baron,RM,&肯尼(DA)(1986)。社会心理学研究中的主持人-调解人变量区别:概念,战略和统计考虑。人格与社会心理学杂志,51,1173-1182]。尽管先前的研究已经确定了该方法的许多严重问题,但本研究通过确定其在推断调解存在方面的其他问题而增加了文献数量。使用统计模拟,我们发现相关系数的某些模式可以保证有关调解的推论,而其他模式则可以排除这种推论。根据包括逻辑回归和三维图检查在内的各种分析,我们确定了满足Baron和Kenny's [Baron,R. M.,&Kenny,D. A.(1986)所需的相关系数的模式。社会心理学研究中的主持人-调解人变量区别:概念,战略和统计方面的考虑。人格与社会心理学杂志,51,1173-1182]推断调解的条件。相同的模式与中介模型中变量之间的实际因果关系没有必要的关系。此外,由于HMR策略未能检测到中介效果,因此HRM和相关领域中许多实际中介的实例可能都未被发现。鉴于上述情况,我们得出结论,在调解的测试中不应再使用HMR策略。

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