This is a National Academies' Consensus Study Report of the Committee on Revitalizing Graduate Education for the 21st Century, on which AAU President Mary Sue Coleman served. The report examines the current state of U.S. graduate STEM education and explores how the system might best respond to ongoing developments in the conduct of research on evidence-based teaching practices and in the needs and interests of its students and the broader society it seeks to serve.