Structural Equation Modeling (PLS-SEM & CB-SEM)

Partial Least Squares SEM (PLS-SEM)

Raw questionnaire data, item-to-construct mapping, and conceptual model diagram.

Outer model (loadings, alpha, CR, AVE, Fornell-Larcker, HTMT) and inner model (path betas, t-values, R², f², Q², SRMR) plus high-res model diagrams.

Covariance-Based SEM (CB-SEM in AMOS, LISREL & R lavaan)

Survey dataset (typically N > 200) and theoretical model specification.

Full fit indices table (χ²/df, RMSEA, CFI, TLI, NFI, SRMR), regression weights, and standardized/unstandardized path diagrams.

Mediation, Moderation, Conditional Process (Hayes) & Multi-Group (MGA)

Data for main constructs, mediators, moderators, or grouping variables.

Direct/indirect/total effects table, bias-corrected bootstrap CIs, interaction simple-slope plots, and MGA permutation p-values.