A generalized approach to ordinal classification based on the comparison of actions with either limiting or characteristic profiles

•Broadest generalization of ordinal classification (sorting) methods.•Based on general either reflexive or asymmetric binary relations.•Mild conditions of the new sorting methods.•The proposed methods fulfil fundamental properties.