 Corey played college baseball in NCAA Division II at Edinboro University of Pennsylvania for the Edinboro Fighting Scots.He was inducted into the school's athletics hall of fame in 2009.Corey was drafted in the fourth round of the 1995 Major League Baseball draft by the Cincinnati Reds.