 Stevenson was born in Lisburn, Ireland, and educated at Methodist College Belfast and Trinity College Dublin, from which he graduated in 1901.He entered the Ceylon Civil Service in that year, rising to Second Assistant Colonial Secretary in May 1911.From December 1912 to October 1913 he was seconded to the Colonial Office in London, but then returned to Ceylon as private secretary to Governor Sir Robert Chalmers.