Does your point about proportionality also hold for ordinality? In other words, if I have several X variables that do not behave in an ordinal fashion with Y, should I still include them in the full model? My understanding or perhaps misunderstanding of the ordinality assumption was that all X variables included in the model should behave in an ordinal fashion with Y. Is that not the case?
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