SmartPLS4 — Brand Summaries
AI-powered summaries of 20 videos about SmartPLS4.
20 summaries
#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...
#SmartPLS4 Series - 41 - Analyze, Interpret, and Report Higher Order Reflective Formative Model
Higher-order constructs that behave “reflective at the lower level but formative at the higher level” can be validated in SmartPLS4 using a two-stage...
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...
Robustness Checks using #SmartPLS4 - Linearity - Endogeneity - Heterogeneity
Structural equation modeling in SmartPLS relies on assumptions that can quietly break results—so robustness checks matter before interpreting paths....
#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...
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...
CB-SEM using #SmartPLS4 - 3 - Understanding Basic Concepts in Structural Equation Modeling (SEM)
Structural equation modeling (SEM) is built to test relationships among theoretical constructs by modeling both the constructs and the measurement...
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...
Binary Logistic Regression Analysis using SmartPLS: How to Run, and Interpret the Results.
Binary logistic regression in SmartPLS4 can be run as a straightforward “plain regression” model to predict a binary outcome—here, whether...
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...
Categorical Predictor Variables in Process using SmartPLS4
SmartPLS4’s PROCESS macro can handle categorical predictor variables directly in a mediation-style model, using bootstrapped path significance to...
Robustness Checks #SmartPLS4 - Unobserved Heterogeneity using SmartPLS4
Unobserved heterogeneity can quietly undermine SmartPLS results when different latent subgroups produce substantially different parameter...
A GUI Alternative to Hayes #Process Macro in #SmartPLS4
SmartPLS4’s Process option offers a graphical, GUI-based way to run Hayes-style mediation models—without relying on SPSS Process Macro’s common “one...
Reflective-Reflective HOC using #SmartPLS4: Reliability, Validity, and Hypotheses Testing
Reflective–reflective higher order constructs in SmartPLS4 can be handled cleanly by validating the lower-order dimensions first, then treating those...