Methods and systems for learning models of the preferences of members drawn from some population or group, utilizing arbitrary paired preferences of those members, in any commonly used ranking model are disclosed. These methods and systems utilize techniques for learning Mallows models, and mixtures thereof, from pairwise preference data.