In 1990, Bailey moved to Nicosia, Cyprus and became Canon Theologian of the Anglican Episcopal Diocese of Cyprus and the Gulf. In June 1997, he became Canon Theologian of the Episcopal Diocese of Pittsburgh of the Episcopal Church (United States). Bailey resided in New Wilmington, Pennsylvania.
