Algorithms shape our everyday lives and impact policy and society. The realisation that not all of these effects are beneficial is well established in both machine learning and statistics. This meeting explores this set-up with a talk by a technology-aware lawyer (Marion Oswald), and one of the original contributors on the discussion of algorithmic fairness (Alexandra Chouldechova).