This isn't about overfitting. Race is almost exactly the opposite problem: the signal in the data is so strong that you can't help but pick it up, even after you censor everything you can think of. If you try to predict any kind of consumer behavior from a racially heterogeneous dataset you will end up finding something that correlates with race, because practically everything correlates with race.