Coming soon
This tutorial pairs with Video 3 in the series. Full write-up will land when the video is published. Chapter 6 of Hair et al. (2026) has the theoretical treatment, and the code file seminr-primer-v2-chap6.R has the runnable example.
Video 3 Chapter 6 Structural model
Structural Model Assessment
Once measurement passes, assess the structural model: path coefficients and their significance, R², f² effect sizes, Q²predict, and bootstrap confidence intervals on indirect effects.
Video planned. Subscribe on YouTube to be notified when it drops.
What you'll learn
- Interpret standardized path coefficients and their bootstrap significance
- Report R² and adjusted R² for endogenous constructs
- Compute and interpret f² effect sizes
- Use Q²predict to evaluate out-of-sample predictive relevance
- Read total, direct, and indirect effects from the SEMinR summary
R practice in this video
- > Use the native pipe |> for teaching code (R ≥ 4.1)
- > End every reproducible script with sessionInfo()