Auditing Predictive Models for Intersectional Biases

Kate S. Boxer, Edward McFowland, Daniel B. Neill

Predictive models that satisfy group fairness criteria in aggregate for members of a protected class, but do not guarantee subgroup fairness, could produce biased predictions for i…