Bogusevic was a two-way star player for Tulane University, playing in the outfield and also used as a starting pitcher. He was drafted 24th overall in the 2005 MLB Draft by the Houston Astros as a starting pitcher. He remained a pitcher in the Houston Astros organization until mid-2008 before converting to an outfielder. In 2008, he was selected to play in the Arizona Fall League as an outfielder.