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基于结构方程模型的多层调节效应

方杰 温忠麟 吴艳

心理科学进展2018,Vol.26Issue(5):781-788,8.
心理科学进展2018,Vol.26Issue(5):781-788,8.DOI:10.3724/SP.J.1042.2018.00781

基于结构方程模型的多层调节效应

The analyses of multilevel moderation effects based on structural equation modeling

方杰 1温忠麟 2吴艳3

作者信息

  • 1. 广东财经大学人文与传播学院,广州510320
  • 2. 华南师范大学心理学院/心理应用研究中心,广州510631
  • 3. 广东外语外贸大学应用心理学系,广州510420
  • 折叠

摘要

Abstract

In recent years,multilevel models (MLM) have been frequently used for studying multilevel moderation in social sciences.However,there still exist sampling errors and measurement errors even after separating the between-group effects from the within-group effects of multilevel moderation.To solve this problem,a new method has been developed abroad by integrating MLM with structural equation models (SEM) under the framework of multilevel structural equation models (MSEM) to set latent variables and multiple indicators.It has been showed that the method could rectify sampling errors and measurement errors effectively and obtain more accurate estimation of moderating effects.After introducing the new method by modeling with random coefficient prediction and with latent moderated structural equations,we propose a procedure for analyzing multilevel moderation by using MSEM.An example is illustrated with the software Mplus.Totally 29 articles,published in Chinese psychological journals from 2010 to 2017,are reviewed for evaluating the situation of using multilevel moderation analysis methods in psychological researches in China.Directions for future study on multilevel moderation and MSEM were discussed at the end of the paper.

关键词

多层线性模型/调节效应/抽样误差/随机系数/潜调节结构方程

Key words

multilevel model/multilevel moderation/sampling error/random coefficient/Latent moderated structural equation

分类

社会科学

引用本文复制引用

方杰,温忠麟,吴艳..基于结构方程模型的多层调节效应[J].心理科学进展,2018,26(5):781-788,8.

基金项目

国家自然科学基金项目(31771245,31400909)、国家社会科学基金项目(17BTJ035)、教育部人文社会科学研究青年基金项目(14YJC190003)资助. (31771245,31400909)

心理科学进展

OA北大核心CHSSCDCSCDCSSCICSTPCD

1671-3710

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