Comment by throwawayqqq11

Being flagged as potential fraud based on eg. ethnicity is what you want to eliminate, so you have to start with the assumption of an even distristribution.

From the article:

> Deciding which definition of fairness to optimize for is a question of values and context.

This optimization is the human feedback required to not have the model stagnate in a local optimum.