concept

partial least squares-structural equation modeling

Also known as: PLS-SEM, partial least squares structural equation modeling, partial least squares, partial least squares structural equation modelling, Partial Least Squares Structural Equation Modelling

Facts (13)

Sources

The psychological mechanisms through which digital content ... frontiersin.org Frontiers Nov 12, 2025 7 facts

referenceSarstedt et al. (2020) advocated for the use of Partial Least Squares Structural Equation Modeling (PLS-SEM) for mediation analyses, arguing it goes beyond a tandem analysis of SEM and PROCESS.

claimSarstedt et al. (2020) advocated for the use of PLS-SEM for mediation analyses in the International Journal of Market Research.

referenceKock (2020) describes the application of Harman’s single factor test in PLS-SEM to check for common method bias.

claimHair and Alamer (2022) provided guidelines for using Partial Least Squares Structural Equation Modeling (PLS-SEM) in second language and education research.

referenceCheah, J.-H., Amaro, S., Roldán, J. L. (2023) published 'Multigroup analysis of more than two groups in PLS-SEM: a review, illustration, and recommendations' in the Journal of Business Research.

referenceKock (2021) proposes a method for common structural variation reduction in PLS-SEM using replacement analytic composites and the one fourth rule.

claimRasoolimanesh (2022) proposed a comprehensive composite-based approach for assessing discriminant validity in Partial Least Squares Structural Equation Modeling (PLS-SEM).

Examining Behavioural Aspects of Financial Decision Making - OUCI ouci.dntb.gov.ua C. Gautam, R. Wadhwa, T. V. Raman · Financial University under the Government of the Russian Federation 4 facts

referenceUrbach N. and Ahlemann F. published an article on structural equation modeling in information systems research using partial least squares in the Journal of Information Technology Theory and Application in 2010.

procedureThe study by Y. K. Arumsari et al. (2024) utilized a quantitative statistical method, analyzing primary data from a structured 5-point Likert scale questionnaire using partial least squares-structural equation modeling (PLS-SEM) via SmartPLS 4 software.

referenceAvkiran N. K. and Ringle C. M. edited a volume titled 'Partial least squares structural equation modeling: Recent advances in banking and finance', published by Springer Nature in 2018.

referenceWong K. K.-K. published a guide on using Partial Least Squares Structural Equation Modeling (PLS-SEM) techniques with SmartPLS in the Marketing Bulletin in 2013.

Impact of Parenting Style on Early Childhood Learning - Frontiers frontiersin.org Frontiers in Psychology Jun 29, 2022 1 fact

procedureThe study utilized smart partial least squares-structural equation modeling (PLS-SEM v3.2.8) software to test hypotheses regarding parenting styles and learning outcomes.

Analysing the behavioural, psychological, and demographic ... - OUCI ouci.dntb.gov.ua Parul Kumar, Md Aminul Islam, Rekha Pillai, Taimur Sharif · Elsevier BV 1 fact

referenceHair authored the paper 'Partial least squares structural equation modeling: rigorous applications, better results and higher acceptance', published in Long Range Planning, issue 46, page 1.