“…Geographic variations in health care costs and clinical quality, particularly within the Medicare program, have long been of interest to health care providers, policy makers, and payers, beginning with foundational research by Wennberg and colleagues (Burney, Schieber, Blaxall, & Gabel, 1978;Cromley & Shannon, 1988;Escarce, 1991;Hirth, Tedeschi, & Wheeler 2001;Keating, Landrum, Lamont, Bozeman, & McNeil, 2012;O'Hare, Rodriguez, Hailpern, Larson, & Kurella Tamura, 2010;Reschovsky, Ghosh, Stewart, & Chollet, 2012;Wennberg, 1996;Wennberg & Cooper 1999;Wennberg & Gittelsohn, 1973;Wennberg & Gittelsohn, 1982;Zhang, Baicker, & Newhouse, 2010a, 2010b. The existence of variations in spending across the United States (U.S.) suggests opportunities for gains in efficiency and cost savings.…”