NAVAL-SEM is an award-winning, free and open-source offline Structural Equation Modeling (SEM) platform supporting PLS-SEM and CB-SEM workflows. Designed for researchers, PhD scholars, professors, and analysts, it provides visual model building, measurement assessment, structural model analysis, and reproducible research workflows without subscriptions or cloud dependency.

Features include:
• PLS-SEM & CB-SEM
• Bootstrapping, mediation, moderation & conditional process analysis
• HTMT, AVE, Composite Reliability, Cronbach's Alpha, Fornell-Larcker
• VIF, f² effect size, indirect effects, Q² blindfolding, PLSpredict, CVPAT
• Multi-Group Analysis (MGA), HOC, MICOM
• IPMA, NCA, nonlinear effects, FIMIX-PLS, PLS-POS, endogeneity checks
• EFA, CVI, measurement validation, fsQCA
• APA report generation and R/Python/Lavaan export

Fully offline and available for Windows, macOS, and Linux. Recognized with the SourceForge Rising Star Award.

Features

  • PLS-SEM
  • CB-SEM
  • Structural Equation Modeling
  • SmartPLS Alternative
  • SEM Software
  • HTMT
  • Bootstrapping
  • Mediation Analysis
  • Research Software
  • Offline Analytics
  • Statistical Software
  • Visual Modeling
  • Average Variance Extracted (AVE)
  • Composite Reliability (ρc)
  • Cronbach's Alpha
  • Fornell-Larcker Criterion
  • Schema: ave, cr, alpha in FitIndices
  • VIF for formative indicators
  • Outer weight significance (bootstrap)
  • f² effect size per structural path
  • Indirect effects decomposition
  • Schema: f2, indirect_effects
  • POST /indirect endpoint
  • Q² blindfolding (omission loop)
  • PLSpredict (k-fold vs. LM)
  • CVPAT cross-validated ability test
  • CMB marker variable analysis
  • Schema: q2, cvpat, cmb fields
  • POST /predict endpoint
  • HOC: repeated indicator approach
  • HOC: two-stage approach
  • MICOM measurement invariance
  • Multi-Group Analysis (MGA)
  • Schema: hoc_type, MGA output
  • POST /mga endpoint
  • Moderation — interaction term
  • Simple slope analysis
  • Moderated mediation index
  • IPMA (importance-performance map)
  • NCA — new nca.py
  • POST /ipma, POST /nca
  • Nonlinear effects (polynomial)
  • FIMIX-PLS segmentation
  • PLS-POS segmentation
  • Gaussian Copula endogeneity
  • Schema: robustness_checks block
  • POST /robustness endpoint
  • EFA (PCA + Varimax, KMO, Bartlett)
  • CVI calculator (I-CVI, S-CVI, κ*)
  • Nomological validity (R² benchmark)
  • Measurement invariance (config→scalar)
  • Schema: ScaleDevelopmentResult, CVIResult
  • POST /efa, POST /cvi endpoints
  • fsQCA truth table + calibration
  • Necessity + sufficiency analysis
  • Bubble chart + coincidence output
  • APA report templates (markdown + docx)
  • ModelResult schema freeze
  • POST /fsqca, POST /report endpoints

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License

Other License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Mathematics Software, Python Social sciences Software, Python Statistics Software

Registered

2026-05-22