The OCC's SRC 11-7 guidelines on model risk management have placed a significant emphasis on the quality of the data that banks use to develop risk models. Prakash Jagannathan and Narasimha Swamy discuss the challenges facing banks and propose an alternative approach for building an effective model data governance mechanism.