When predictions support decisions they may influence the outcome they aim to
predict. We call such predictions performative; the prediction influences the
target. Performativity is a well-studied phenomenon in policy-making that has
so far been neglected in supervised learning. When ignored, performativity
surfaces as undesirable distribution shift, routine