Understanding and Implementing Brant’s Tests in Ordinal Logistic Regression with Python. This article details the proportional odds model for ordinal logistic regression, its assumptions, and methods to assess the proportional odds assumption using likelihood ratio tests and separate fits approaches, with Python implementation examples.