 Hutchinson was born in 1910 in Houston, Texas, the daughter of a clothing store owner.She received her Bachelor of Science degree from Rice Institute in 1932 and her Doctor of Science degree in chemical engineering from MIT in 1937, the first woman to earn a doctorate in the subject in the USA.Her thesis topic was "The effect of solute on the liquid film resistance in gas absorption."