Introducing Mastering Partial Least Squares Structural Equation Modeling (PLS-SEM) with SmartPLS in 38 Hours

A map of practical extensions

The contents move from PLS-SEM components, estimation and assessment to formative measurement, CTA-PLS, quadratic effects, heterogeneity, higher-order constructs, mediation and group comparison. This provides a useful view of how a basic analysis can lead to more specific questions.

Each extension still needs a reason. Nonlinearity is not something to add merely because a linear path is nonsignificant, and a higher-order construct needs more justification than a tidier diagram.

Learn beyond the clicks

For each section, reproduce an example, explain the output in words and identify what it cannot establish. A matching screenshot alone does not demonstrate understanding. Distinguish indicator meaning from numerical performance, and coefficient direction from uncertainty.

Illustrative exercise created by Lê Minh: after reading mediation, draw an X–M–Y chain and explain the theoretical meaning of each relationship. Describe the evidence needed for an indirect effect without inserting invented results. After group analysis, state how groups are defined and which comparison requirements need further reading.

Small outputs reveal where to return. Experienced users can select a relevant topic; beginners should establish basic assessment before moving into extensions.

Match the edition to the software

This 2019 book predates SmartPLS 4. It should not be labeled a SmartPLS 4 interface guide. Check current documentation when menus or settings differ. Pairing it with the Primer can strengthen methodological reasoning. The realistic payoff is a learning plan with visible outputs, rather than a fixed-hour promise of research competence.

Choose a companion reading

Continue with: A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) (Third edition · English).

Source and edition