 Moore studied for the priesthood at Cathedral College in Brooklyn and at St. Joseph's Seminary in Yonkers.He also earned a Master of Social Work degree from Columbia University and a Master of Public Administration degree from New York University.On May 30, 1964, Moore was ordained a priest by Cardinal Francis Spellman at St. Patrick's Cathedral.