I’m working on a survey study and my data do not satisfy the proportional odds assumption (checked as Ordinal Logistic Regression | R Data Analysis Examples).

I know that there are more complex models which can allow for partial proportionality or non proportionality but I’d like to keep the presentation of my results clear and straightforward the most. What do you think would be the best way to analyze and/or represent my data (I’m ok also with plots)?

I saw some Authors do multiple logistic regressions for every cutpoint in the likert scale.

I have a series of 5 points likert scale questions with 4 demographic characteristic I want to use as covariates.

Thank you!

GMA