 Despite not finishing high school due to poverty, Chinn took the entrance examination to Columbia Teachers College, matriculating in 1917.Chinn initially studied music but changed her major to science after interacting with a racist music professor and getting praise for a scientific paper.Her scientific aptitude was recognized by Jean Broadhurts, her bacteriology professor at the college.