articleUnderstanding StatisticsNov 1, 2004Closed access

A Beginner's Guide to Partial Least Squares Analysis

WHU – Otto Beisheim School of Management · University of Cologne

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Abstract

Since the introduction of covariance-based structural equation modeling (SEM) by Joreskog in 1973, this technique has been received with considerable interest among empirical researchers. However, the predominance of LISREL, certainly the most well-known tool to perform this kind of analysis, has led to the fact that not all researchers are aware of alternative techniques for SEM, such as partial least squares (PLS) analysis. Therefore, the objective of this article is to provide an easily comprehensible introduction to this technique, which is particularly suited to situations in which constructs are measured by a very large number of indicators and where maximum likelihood covariance-based SEM tools reach…

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Topics & keywords

Keywords
  • LISREL
  • Covariance
  • Partial least squares regression
  • Structural equation modeling
  • Computer science
  • Analysis of covariance
  • Limit (mathematics)
  • Econometrics
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