 Burke played baseball at St. Albert the Great Elementary School and St. Xavier High School in Louisville, Kentucky and the University of Tennessee, where he was named to three All-America teams.In 1999, Burke was selected as a Freshman 2nd team All-American at second base.In 2000, in addition to being named a 3rd team All-American, he was named to the All-Southeastern Conference team at second base.