The Use of PLS When Analyzing Formative Constructs: Theoretical Analysis and Results From Simulations
نویسندگان
چکیده
Partial Least Squares (PLS) has become an increasingly popular approach to testing research models with multiple proposed causality links. Moreover, recent interest in the specification of constructs in a formative manner has accentuated this tendency, given the purported ability of PLS to handle this methodological development. While a review of the literature reveals an extensive use of PLS in this capacity, there is neither theoretical nor empirical evidence supporting this property of the technique. An examination of the inner workings of PLS shows several limitations of PLS when used in 'formative' (Mode B) estimation, and compares it to linear regression and covariance-based approaches. Results from Monte Carlo simulations comparing the performance of PLS and covariance-based techniques in estimating models with formatively specified constructs in either exogenous or endogenous positions reveals important biases for PLS, but not for covariance-based SEM. The results are discussed and recommendations for researchers are proposed.
منابع مشابه
Differential Effects of Omitting Formative Indicators: A Comparison of Techniques
Research examining the formative specification of constructs has highlighted the need for researchers to capture all relevant causes of a construct of interest. However, the consequences of omitting a formative indicator have not been thoroughly examined. Given that one of the commonly employed techniques for modeling formatively specified constructs, Partial Least Squares, implicitly assumes t...
متن کاملValidating Formative Partial Least Squares (PLS) Models: Methodological Review and Empirical Illustration
The issue of formative constructs, as opposed to the more frequently used reflective ones, has recently gained momentum among IS and Management researchers. Most researchers maintain that formative constructs have been understudied, and that there is paucity in methodological literature to guide researchers on how such constructs should be developed and estimated. A survey of IS research has re...
متن کاملPLS Path Modeling: From Foundations to Recent Developments and Open Issues for Model Assessment and Improvement
In this chapter the authors first present the basic algorithm of PLS Path Modeling by discussing some recently proposed estimation options. Namely, they introduce the development of new estimation modes and schemes for multidimensional (formative) constructs, i.e. the use of PLS Regression for formative indicators, and the use of path analysis on latent variable scores to estimate path coeffici...
متن کاملConflating Antecedents and Formative Indicators: A Comment on Aguirre-Urreta and Marakas
A and Marakas [ A3 Aguirre-Urreta M, Marakas G (2013) Research note—Partial least squares and models with formatively specified endogenous constructs: A cautionary note. Inform. Systems Res., ePub ahead of print September 5, http://dx.doi.org/10.1287/isre.2013.0493] aim to evaluate the performance of partial least squares (PLS) path modeling when estimating models with formative endogenous cons...
متن کاملOn the Relationship between the Implementation of Formative Assessment Strategies and Iranian EFL Teachers’ Self-Efficacy: Do Gender and Experience Make a Difference?
This study sought to examine the relationship between the use of formative assessment strategies and the Iranian EFL teachers’ sense of self-efficacy. Moreover, this study investigated the relationships and interactions between the EFL teachers’ use of formative assessment strategies, their gender, level of experience, and sense of self-efficacy. This is a descriptive ex post facto design study...
متن کامل