Anderson was the Chief Surgeon of the Women's Hospital Corps (WHC) and a Fellow of the Royal Society of Medicine. Her aunt, Dame Millicent Fawcett, was a British suffragist. Her partner was fellow doctor and suffragette Flora Murray.