 He received the master's degree of divinity from Kenrick School of Theology in 1987.Rice was ordained a deacon on May 3, 1986, by Bishop J. Terry Steib, SVD.Rice was ordained to the priesthood on January 3, 1987, by Archbishop of Saint Louis John L. May.