When Personalization Harms: Reconsidering the Use of Group Attributes in Prediction

Vinith M. Suriyakumar, Marzyeh Ghassemi, Berk Ustun

Machine learning models are often personalized with categorical attributes that are protected, sensitive, self-reported, or costly to acquire. In this work, we show models that are…