Octavio Medina wrote: “A few weeks ago I tweeted out a plot that was my attempt to visualize the relationship between a covariate or predictor and an ordinal outcome (a challenge I often struggle with!). Since some people asked, I thought it’d be a good opportunity walk through the modeling and plotting process, with a focus on the latter.”

See his process at Octavio Medina: Visualizing ordinal variables