Madison obtained her J.D. from Yale Law School, and her B.A. from U.C. Berkeley, with highest distinction. During law school, she participated in the Veterans Legal Services Clinic, as well as the Palliative Medical-Legal Partnership. In her third year, she argued before the Federal Circuit on behalf of a class of disabled veterans seeking to end the multi-year delays in the adjudication of their benefits decisions.