Drury is a trainer from Louisville, Kentucky, and a board member of the Kentucky Thoroughbred Association and Kentucky Thoroughbred Owners and Breeders. A protégé of former trainer Frank Brothers, Drury won his first race as a trainer in 1991 and his first stakes race in 2008 with Model’s Memo. Art Collector was his first graded stakes winner and a leading Kentucky Derby contender.