Ivory played three years for Washington State. Because of injuries, he did not get to play as much as he could have. In 22 games, he rushed 91 times for 534 yards and 4 touchdowns. He also had 23 kickoff returns, averaging 22.8 yards. In August 2009, Ivory was kicked off the Washington State team.