 Hoey played college baseball for Rider University in Lawrenceville, New Jersey.In 2001, he played collegiate summer baseball with the Hyannis Mets of the Cape Cod Baseball League.During the 13th round of the June 2003 MLB amateur draft, the Orioles organization drafted Hoey out of Rider University and signed him on June 11.