based on data that contains biased human decisions. This has led to a call for fairness-aware machine learning. However …, fairness is a complex concept which is also reflected in the attempts to formalize fairness for algorithmic decision making …. Statistical formalizations of fairness lead to a long list of criteria that are each flawed (or harmful even) in different …