Stevens was educated at St. Lawrence College, Ramsgate, the University of Leicester where he took an LL.B and the University of Southampton, where he did his MPhil.
He presided over an external police inquiry into allegations in Northern Ireland of collusion between the British Army, the Royal Ulster Constabulary and loyalist terrorists in the murders of Irish nationalists.