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Variable system: An alternative approach for the analysis of mediated moderation.

路径分析(统计学) 调解 心理信息 适度 代表(政治) 计量经济学 过程(计算) 功能(生物学) 变量 调解 规范 数据挖掘 变量(数学) 结构方程建模 理论计算机科学 计算机科学 数学 程序设计语言 机器学习 数学分析 梅德林 进化生物学 政治 政治学 法学 生物
作者
Joyce Lok Yin Kwan,Wai Chan
出处
期刊:Psychological Methods [American Psychological Association]
卷期号:23 (2): 262-277 被引量:27
标识
DOI:10.1037/met0000160
摘要

Mediated moderation (meMO) occurs when the moderation effect of the moderator (W) on the relationship between the independent variable (X) and the dependent variable (Y) is transmitted through a mediator (M). To examine this process empirically, 2 different model specifications (Type I meMO and Type II meMO) have been proposed in the literature. However, both specifications are found to be problematic, either conceptually or statistically. For example, it can be shown that each type of meMO model is statistically equivalent to a particular form of moderated mediation (moME), another process that examines the condition when the indirect effect from X to Y through M varies as a function of W. Consequently, it is difficult for one to differentiate these 2 processes mathematically. This study therefore has 2 objectives. First, we attempt to differentiate moME and meMO by proposing an alternative specification for meMO. Conceptually, this alternative specification is intuitively meaningful and interpretable, and, statistically, it offers meMO a unique representation that is no longer identical to its moME counterpart. Second, using structural equation modeling, we propose an integrated approach for the analysis of meMO as well as for other general types of conditional path models. VS, a computer software program that implements the proposed approach, has been developed to facilitate the analysis of conditional path models for applied researchers. Real examples are considered to illustrate how the proposed approach works in practice and to compare its performance against the traditional methods. (PsycINFO Database Record
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