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SmartPLS 4 — Topic Summaries

AI-powered summaries of 7 videos about SmartPLS 4.

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#SmartPLS4 Series 26 - Mediation Model Analysis with Multiple Mediators

Research With Fawad · 3 min read

The session lays out a practical workflow for testing mediation with multiple mediators in SmartPLS 4, then demonstrates how to classify each...

Mediation AnalysisMultiple MediatorsSmartPLS 4

#SmartPLS4 Series 28 - How to Perform Moderation Analysis with Multiple Moderators

Research With Fawad · 2 min read

Moderation analysis in SmartPLS 4 can be run as part of a single, integrated structural equation model—yet it may still produce a clear outcome: role...

Moderation AnalysisSmartPLS 4Multiple Moderators

#SmartPLS4 Series 38 - Moderated Mediation (Model B)

Research With Fawad · 3 min read

Moderated mediation in SmartPLS 4 hinges on one practical shift: when the moderator changes the path that feeds the mediator-to-outcome link (instead...

Moderated MediationConditional MediationSmartPLS 4

#SmartPLS4 Series - 40 - How to use Categorical Predictor variables?

Research With Fawad · 2 min read

Categorical predictors in SmartPLS 4 work through dummy coding, and the choice of which category becomes the reference group directly flips...

Dummy CodingCategorical PredictorsReference Category

#SmartPLS4 Series 29 - Moderation Analysis with Higher Order Moderator

Research With Fawad · 2 min read

Role stress—built from role ambiguity and role conflict—does not uniformly change how internal marketing translates into internal service quality or...

Higher-Order ConstructsModeration AnalysisRole Stress

Conceptualize, Analyze, and Interpret Discriminant Validity using #SmartPLS4

Research With Fawad · 2 min read

Discriminant validity is the quality check that confirms overlapping constructs in social science research are truly distinct. In SmartPLS 4, it’s...

Discriminant ValidityHTMTFornell–Larcker

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