This SAS White Paper focuses on the emerging role of machine learning and alternative data in credit decision making. Technology advances such as high-performance, in-memory processing and machine learning have redefined the credit risk management. Lenders that capitalize on modern technology to re-engineer their credit risk scoring and decision systems can improve the quality of leads and make better recommendations, while reducing manual activities, maintenance costs and losses.