The preliminaries in the paper contrast the advantages and disadvantages of using arbitrary scores for ordinal responses in linear models compared to generalised linear models for ordered catagory responses. The context of multilevel and random effects models is a particular focus. Simulation...

Methods for scoring ordered classifications in ordered statistical analysis are reviewed. These contrast with model based approaches through generalised linear models. The practical empirical advantages of scoring functions are developed.