Almost anything you'd use is correlated to demographics somehow or another. We tend to think certain systems are "OK" and not too racist, because they have a well-articulated rationale independent of demographics. But ML is not very good at explaining rationale for decisions, so we don't have the benefit of that argument and it's difficult to even empirically understand how biased the system is.

This is a hard problem.