SmartPLS4 — Topic Summaries
AI-powered summaries of 16 videos about SmartPLS4.
16 summaries
#SmartPLS4 Series 23 - Moderation Analysis with Interaction Plot/Slope Analysis
Moderation analysis in SmartPLS4 hinges on one idea: a moderator changes how strongly (or in what direction) an independent construct relates to a...
#SmartPLS4 Series 27 - How to Report Mediation Analysis Results
Mediation results in SmartPLS4 should be reported using a tight set of ingredients: the indirect effect (whether the IV’s influence on the DV through...
#SmartPLS4 Series 22 - How to Run a Simple Mediation Model?
Mediation analysis in SmartPLS4 hinges on a simple idea: an exogenous construct affects a mediator, which then affects an endogenous construct. That...
#SmartPLS4 Series 18 - How to Analyze Higher Order Reflective Formative Construct?
Validating a higher-order construct that behaves differently across levels—reflective at the lower level but formative at the higher level—requires...
SmartPLS4 Series 36 - How to Report Moderated Mediation Analysis?
Role ambiguity weakens the indirect pathway between collaborative culture and organizational performance through Assurance—an effect that holds even...
Necessary Condition Analysis (NCA) using PLS-SEM in #SmartPLS4
Necessary Condition Analysis (NCA) in SmartPLS4 lets researchers identify “must-have” predictors—factors that set a minimum threshold required for an...
#SmartPLS4 Series 34 - Quick Guide: Assess Predictive Validity/Predictive Power using PLS Predict?
Assessing a structural model’s predictive power in PLS-SEM comes down to comparing how closely predicted values match actual values for each...
CBSEM using #SmartPLS4 | 8 | What Fit Indices to use for Model Fit?
Model fit in structural equation modeling is essentially a feasibility check: whether the collected data actually aligns with the proposed...
Singular Matrix Problem in SmartPLS4
Singular Matrix problems in SmartPLS4 often trace back to variables that don’t provide enough independent information—most commonly dummy-coded...
Robustness Checks #SmartPLS4 - Endogeneity using Gaussian Copula in #SmartPLS4?
Endogeneity checks in SmartPLS4 can be made more reliable by testing not just single paths, but every combination of paths using the Gaussian copula...
CBSEM using #SmartPLS4 | 11 | Simple Structural Model Analysis
Structural model analysis in SmartPLS4 is used to test whether hypothesized relationships between latent constructs hold—while explicitly accounting...
CBSEM using #SmartPLS4 | 12 | Report Measurement Model Results
Reporting a SmartPLS4 measurement model isn’t just about listing numbers—it’s about presenting fit, reliability, validity, and discriminant checks in...
CBSEM using #SmartPLS4 | 14 | Mediation Analysis using CBSEM Model in SmartPLS4
Mediation analysis hinges on separating an effect into two parts: a direct path from an independent variable to a dependent variable, and an indirect...
Categorical Independent Variable in Mediation Relationship using #SmartPLS4
The analysis tests whether organizational commitment acts as a mediator between organization type (public vs. private) and collaborative culture,...
CBSEM using #SmartPLS4 | 10 | Understand and Interpret Discriminant Validity
Discriminant validity—whether constructs that should be distinct are actually empirically different—can be tested in covariance-based structural...
Robustness Checks #SmartPLS4 - Unobserved Heterogeneity using SmartPLS4
Unobserved heterogeneity can quietly undermine SmartPLS results when different latent subgroups produce substantially different parameter...