What are some of the challenges in modeling fairness in decision-making algorithms?

Hanie: One very important issue is the lack of a concrete definition of “fairness.” I can tell you that there are a number of definitions and sometimes research groups are not on the same page when it comes to the definition of fairness. When you don’t have a clear definition, then how can you model it correctly?