Fatema studied the BA Jurisprudence at Brasenose College, graduating in 2005. After completing her LPC she trained at Lovells International LLP, and has worked at Kirkland & Ellis International LLP as a partner. Fatema moved as a lateral partner to Sidley Austin LLP in 2016.