Andrews got her undergraduate degree from Wellesley College in 1890. She got a Master's degree from Columbia University in 1899 and a Doctor of Philosophy in 1901. She was one of only two women listed in the first edition of American Men of Science, which appeared in 1906. Charlotte Angas Scott, was the other female mathematician.