Multilevel Mediation Modeling in Group-Based Intervention Studies
- 1 August 1999
- journal article
- research article
- Published by SAGE Publications in Evaluation Review
- Vol. 23 (4) , 418-444
- https://doi.org/10.1177/0193841x9902300404
Abstract
This article proposes and evaluates a method to test for mediation in multilevel data sets formed when an intervention administered to intact groups is designed to produce change in individual mediator and outcome variables. Simulated data of this form were used to compare ordinary least squares (OLS) and two multilevel estimators of the mediated effect. OLS and multilevel standard error approximations were also evaluated and recommendations given for optimal estimator choice. These methods were applied to data from an existing substance use intervention to show the impact multilevel mediation modeling can have on the conclusions drawn from real-world evaluation studies.Keywords
This publication has 23 references indexed in Scilit:
- Introducing Multilevel ModelingPublished by SAGE Publications ,1998
- The interactive effect of alcohol prevention programs in high school classes: An illustration of item homogeneity scaling and multilevel analysis techniques.Published by American Psychological Association (APA) ,1997
- Effects of a Multidimensional Anabolic Steroid Prevention InterventionJAMA, 1996
- A Dutch social influence smoking prevention approach for vocational school studentsHealth Education Research, 1994
- Testing the generalizability of intervening mechanism theories: Understanding the effects of adolescent drug use prevention interventionsJournal of Behavioral Medicine, 1994
- Random-effects regression models for clustered data with an example from smoking prevention research.Journal of Consulting and Clinical Psychology, 1994
- Random Coefficient Models for Multilevel AnalysisJournal of Educational Statistics, 1986
- Process AnalysisEvaluation Review, 1981
- Statistical Power with Group Mean as the Unit of AnalysisJournal of Educational Statistics, 1981
- On the Exact Variance of ProductsJournal of the American Statistical Association, 1960