Litcius/Paper detail

Do right PLS and do PLS right: A critical review of the application of PLS-SEM in construction management research

Ningshuang Zeng, Yan Liu, Pan Gong, Marcel Hertogh, Markus König

2021Frontiers of Engineering Management275 citationsDOIOpen Access PDF

Abstract

Abstract Partial least squares structural equation modeling (PLS-SEM) is a modern multivariate analysis technique with a demonstrated ability to estimate theoretically established cause-effect relationship models. This technique has been increasingly adopted in construction management research over the last two decades. Accordingly, a critical review of studies adopting PLS-SEM appears to be a timely and valuable endeavor. This paper offers a critical review of 139 articles that applied PLS-SEM from 2002 to 2019. Results show that the misuse of PLS-SEM can be avoided. Critical issues related to the application of PLS-SEM, research design, model development, and model evaluation are discussed in detail. This paper is the first to highlight the use and misuse of PLS-SEM in the construction management area and provides recommendations to facilitate the future application of PLS-SEM in this field.

Topics & Concepts

Partial least squares regressionStructural equation modelingComputer scienceField (mathematics)Multivariate statisticsMathematicsMachine learningPure mathematicsOccupational Health and Safety ResearchConstruction Project Management and PerformanceQuality and Supply Management