Born in Edinburgh, Andrews was unable to attend art school as her family could not afford her tuition. During World War I she worked as a welder in an aeroplane factory developing the first all-metal aeroplanes. During this time she applied to an art correspondence course, and later became an art teacher at the Portland House School following the War.