Foster attended Jesus College, Oxford where she read English, and then the Courtauld Institute of Art, where she read for an MPhil in illuminated texts. She subsequently studied the law conversion course at London's City University with the benefit of a scholarship from Jesus College. She was elected an Hon. Fellow of Jesus College in 2020.
