Observing Context Improves Disparity Estimation when Race is Unobserved

Kweku Kwegyir-Aggrey, Naveen Durvasula, Jennifer Wang +1

In many domains, it is difficult to obtain the race data that is required to estimate racial disparity. To address this problem, practitioners have adopted the use of proxy methods…