lives, such as credit lending or criminal justice. This is driven by the idea that 'objective' machines base their decisions … 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 …