 While a junior in college, McCollum was elected to Sigma Xi, a non-profit honor society for those interested in science and engineering.As his mother had hoped, McCollum graduated from the University of Kansas in 1903.While there, he abandoned the dream of becoming a doctor, and during his sophomore year, he consumed organic chemistry, earning a bachelor's degree in three years, followed by his master's in 1904.