Katherine Anderson was the eldest child and only daughter of three children born to John Herbert Anderson, a chartered accountant, and his wife, Lizzie (née Dawson).
In 1925 she obtained a teaching diploma from the London Day Training College, now the Institute of Education and part of the University of London.