Question
How can an ordinal model become inspectable?
Ordinal regression parameters are easier to discuss when the latent evidence, response criteria, and resulting categories can be seen together.
What I built
Plots and measures.
The package draws latent distributions, ROC curves, posterior predictive checks, and Bayesian forest plots. It also computes d′, criteria, scale ratios, and AUC.
Key design decision
Keep the thresholds visible.
The visual language connects the coefficients to the response rule instead of treating the fitted model as a black box.
Artifact
Limitations
A plot is not a design.
A clear figure cannot repair weak data, an unexamined coding choice, or an unsupported causal claim.