Electronic Theses and Dissertations
Identifier
873
Date
2013
Document Type
Dissertation
Degree Name
Doctor of Philosophy
Major
Ed Psychology and Research
Concentration
Educational Research
Committee Chair
Terry Ishitani
Committee Member
Jade Xu
Committee Member
Ernest Rakow
Committee Member
Corinna Ethingoton
Abstract
Modern approaches to estimation of mediation have evolved to create inconsistencies in the science. Researchers claim mediation effects with differential analytic techniques and discrepant considerations for the passage of time. This study compares and contrasts the results and substantive conclusions reached by four approaches to mediation estimation: (a) cross-sectional data with product of coefficients estimation mediation; (b) cross-sectional data with bootstrapping estimation of mediation; (c) longitudinal data with product of coefficients estimation; and (d) longitudinal data with bootstrapping estimates. An empirical example of multiple mediators in the relationship between neighborhood quality and child television exposure is provided. Findings were consistent between the product of coefficients and bootstrapping approaches. Variations between the cross-sectional and longitudinal approaches, however, were substantial. A significant mediation effect was identified cross-sectionally that was not significant, nor even the strongest of indirect effects, longitudinally. This is the first study to provide a real-world illustration of the consequences of divergent approaches to mediation estimation. In light of study findings, it is recommended that the use of the term "mediation" be discontinued as it relates to cross-sectional analyses.
Library Comment
Dissertation or thesis originally submitted to the local University of Memphis Electronic Theses & dissertation (ETD) Repository.
Recommended Citation
Swindle, Taren Michelle, "Product of Coeffecients and Bootstrapping Estimation Apporaches to Expoloring Multiple Mediation Effects: A Comparison of Cross-Sectional and Longitudinal Research" (2013). Electronic Theses and Dissertations. 731.
https://digitalcommons.memphis.edu/etd/731
Comments
Data is provided by the student.