 Her maternal grandfather, who graduated from the University of Cambridge, was involved in establishing the post-independence education system in Ghana but later became a political exile.Hirsch was educated at the private Wimbledon High School, and then studied philosophy, politics, and economics at St Peter's College, Oxford.After her graduation with a Bachelor of Arts degree, she took the Graduate Diploma in Law at the BPP Law School.