Single-Level and Multilevel Mediation Analysis

被引:53
作者
Tofighi, Davood [1 ]
Thoemmes, Felix [2 ]
机构
[1] Georgia Inst Technol, Sch Psychol, Atlanta, GA 30332 USA
[2] Cornell Univ, Dept Psychol, Dept Human Dev, Ithaca, NY 14853 USA
关键词
mediation analysis; multilevel mediation analysis; CONFIDENCE-LIMITS; EARLY ADOLESCENTS; VARIABLES; MODELS; SCHOOL; BELIEFS; SUPPORT; PRODUCT; TESTS; SPSS;
D O I
10.1177/0272431613511331
中图分类号
D669 [社会生活与社会问题]; C913 [社会生活与社会问题];
学科分类号
1204 ;
摘要
Mediation analysis is a statistical approach used to examine how the effect of an independent variable on an outcome is transmitted through an intervening variable (mediator). In this article, we provide a gentle introduction to single-level and multilevel mediation analyses. Using single-level data, we demonstrate an application of structural equation modeling (SEM) in estimating mediation models with multiple mediators and multiple outcomes. We also describe the estimation and interpretation of a 211 multilevel mediation model in which the first, second, and third numbers correspond to the measurement levels of the independent, mediator, and outcome variables, respectively. We present two numerical examples that use simulated data based on published studies in adolescence research to demonstrate how to specify, estimate, and interpret the results of single-level and multilevel mediation analyses to answer key research questions. We briefly discuss underlying assumptions required to make a valid causal interpretation of a mediation analysis.
引用
收藏
页码:93 / 119
页数:27
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