To choose a multi-winner rule, i.e., a voting rule that selects a subset of $k$ alternatives based on preferences of a certain population, is a hard and ambiguous task. Depending on the context, it varies widely what constitutes an "optimal" committee. In this paper, we offer a new perspective to measure the quality of committees and---consequently---multi-w