Hutchinson studied at studied at Bob Jones University and at University of Arkansas. In 1970 he married Donna Jean King. Together they had three children. Hutchinson was divorced from his wife after rumors he had an affair. In 2000, he secondly married a member of his staff, Randi Fredholm. Hutchinson is an ordained minister in the Baptist church.