Summary Multilateral comparison of outcomes drawn from multiple groups pervade the social sciences and measurement their variability, usually involving functions respective group location scale parameters, is intrinsic interest. However, such approaches frequently mask more fundamental differences that comprehensive examination relative distributional structures reveal. Indeed, in categorical d...