Insufficiently Justified Disparate Impact: A New Criterion for Subgroup Fairness

Neil Menghani, Edward McFowland, Daniel B. Neill

In this paper, we develop a new criterion, "insufficiently justified disparate impact" (IJDI), for assessing whether recommendations (binarized predictions) made by an algorithmic…