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PLS-SEM — Topic Summaries

AI-powered summaries of 9 videos about PLS-SEM.

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What is R Square, F Square, and Q Square in PLS-SEM (SmartPLS)

Research With Fawad · 3 min read

R square, F square, and Q square are three PLS-SEM metrics that answer different questions about a structural model: how much variance the model...

R SquareF SquareQ Square

Necessary Condition Analysis (NCA) using PLS-SEM in #SmartPLS4

Research With Fawad · 3 min read

Necessary Condition Analysis (NCA) in SmartPLS4 lets researchers identify “must-have” predictors—factors that set a minimum threshold required for an...

Necessary Condition AnalysisSmartPLS4PLS-SEM

The Concept and Theory of Moderation Analysis in PLS-SEM

Research With Fawad · 3 min read

Moderation analysis in PLS-SEM is built for one core problem: relationships between two constructs often change depending on a third variable. That...

Moderation AnalysisPLS-SEMTwo-Stage Interaction

32. SEMinR Lecture Series - Multi-group Analysis (PLS-MGA)

Research With Fawad · 2 min read

Multi-group analysis in SEMinR (PLS-MGA) lets researchers test whether key path relationships in a PLS-SEM model hold the same across subgroups—here,...

PLS-MGASEMinRMulti-Group Analysis

20. SEMinR Series. Evaluating Structural Model | Step 1 | Collinearity Diagnostics

Research With Fawad · 2 min read

After finishing reliability/validity checks for the measurement (outer) models, the next priority in PLS-SEM is to evaluate the structural (inner)...

PLS-SEMStructural ModelCollinearity Diagnostics

16. SEMinR Lecture Series | Evaluating Formative Measurement Model | Introduction

Research With Fawad · 2 min read

Formative measurement models in SEMinR (PLS-SEM) require a different evaluation workflow than reflective ones, and the practical difference starts at...

Formative MeasurementReflective MeasurementSEMinR

Data Distribution/Normality in PLS SEM using SmartPLS

Research With Fawad · 2 min read

PLS-SEM work in SmartPLS often raises a practical question: should researchers test whether survey responses are normally distributed? The core...

Normality TestingPLS-SEMSmartPLS

Differences between CBSEM, PLSSEM, and GSCA

Research With Fawad · 2 min read

Generalized Structured Component Analysis (GSCA) is the newest addition discussed here, and it stands out for how it fits data: it minimizes...

CBSEMPLS-SEMGSCA

What if the condition is not necessary? NCA using PLS-SEM in #SmartPLS4

Research With Fawad · 2 min read

Necessary Condition Analysis (NCA) in SmartPLS-SEM is often framed around whether an antecedent’s presence is required for an outcome. This session...

Necessary Condition AnalysisPLS-SEMSmartPLS 4