Appearing Unfair in the Wrong Direction
This is about a statistical trap in classification fairness, using hiring on an alien planet as an example. From the outside, a hiring process with unequal base rates can appear to be unfair in favour of the disadvantaged group. From the inside, that same process can be unfair against the...
Aug 2012