A new criterion for assessing discriminant validity in variance-based structural equation modeling
Universidade Nova de Lisboa · University of Twente · +4 more institutions
Abstract
Discriminant validity assessment has become a generally accepted prerequisite for analyzing relationships between latent variables. For variance-based structural equation modeling, such as partial least squares, the Fornell-Larcker criterion and the examination of cross-loadings are the dominant approaches for evaluating discriminant validity. By means of a simulation study, we show that these approaches do not reliably detect the lack of discriminant validity in common research situations. We therefore propose an alternative approach, based on the multitrait-multimethod matrix, to assess discriminant validity: the heterotrait-monotrait ratio of correlations. We demonstrate its superior performance by means of…
Citation impact
- FWCI
- 576.92
- Percentile
- 100%
- References
- 114
Authors
3Topics & keywords
- Structural equation modeling
- Discriminant validity
- Discriminant
- Latent variable
- Variance (accounting)
- Linear discriminant analysis
- Partial least squares regression
- Statistics
- Reduced inequalities