[drivingmenuts]

Either you allow an algorithm to be ruthlessly fair, or you introduce bias and never get the problem solved correctly, because someone, somewhere, will still find a way to gripe about the amount of bias when, inevitably, it goes against them, or is perceived to be against them due to lack of knowledge. Then you wind up bikeshedding over the bias and not the actual problem.