 Burke was the Houston Astros' first overall pick in the 2001 Major League Baseball Draft as the 10th overall selection.In 2003, Burke was named Round Rock's Team MVP and a Texas League All-Star after batting .301 with 3 home runs and 41 RBI.He played on the USA Baseball Olympic qualifying team and was named the starting second baseman for the All-Star Futures Game.