The son of the former Dean of Winchester, the Very Revd Michael Stancliffe, who was himself ordained at Salisbury Cathedral, Stancliffe was born in 1942 in Devizes, Wiltshire, where his father was curate of St James' Southbroom, later serving at Ramsbury and Cirencester before becoming Chaplain to Westminster School.