Hice is a native of Atlanta and received his Bachelor of Arts degree from Asbury College in Wilmore, Kentucky, a Master of Divinity degree from Southwestern Baptist Theological Seminary in Fort Worth, Texas, and a Doctor of Ministry degree from Luther Rice Seminary in Atlanta, Georgia.