A new hierarchical multiple criteria ordered clustering approach as a complementary tool for sorting and ranking problems

•A new preference-oriented clustering method.•Clusters are totally ordered according to a strict preference relation.•It is useful to rank large sets of actions.•It helps to characterize classes in multi-criteria ordinal classification.•Imprecision and uncertainty handled by interval outranking approaches.