Question: what is the difference between multinomial and ordinal logistic regression?
Answer: 1 Answer. In the case of the multinomial one has no intrinsic ordering; in contrast in the case of ordinal regression there is an association between the levels. For example if you examine the variable V1 that has green , yellow and red as independent levels then V1 encodes a multinomial variable.