 O'Keefe was educated in the city's public schools.He graduated from the College of Saint Thomas and studied for the priesthood at St. Paul Seminary in St. Paul, Minnesota.He was ordained a priest for the Archdiocese of St. Paul on January 29, 1944, by Archbishop John Gregory Murray.