Big Data

An Empirical Comparison Of The Efficacy Of Covariance-Based And Variance-Based SEM

Date Added: Aug 2009
Format: PDF

Variance-based SEM, also known under the term partial least squares (PLS) analysis, is an approach that has gained increasing interest among marketing researchers in recent years. During the last 25 years, more than 30 papers have been published in leading marketing journals that have applied this approach instead of the more traditional alternative of covariance-based SEM (CBSEM). However, although an analysis of these previous publications shows that there seems to be at least an implicit agreement about the factors that should drive the choice between PLS analysis and CBSEM, no research has until now empirically compared the performance of these approaches given a set of different conditions. The study addresses this open question by conducting a large-scale Monte-Carlo simulation.