The young Davies, like many of the power elite of his generation, benefited from going to grammar school, winning a place at St John's College, Cambridge, where he took a first in economics. From there, he moved to the most intellectually-privileged of Oxford colleges, Balliol, working alongside the Left-wing economist Andrew Graham.