Weobserve standard transfer learning can improve prediction accuracies of target tasks at the cost of lowering their prediction fairness – a phenomenon we named discriminatory transfer. We examine prediction fairness of a standard hypothesis transfer algorithm and a standardmulti-task learning algorithm, and show they both su er discriminatory transfer on the real-world Communities and Crime da...