Whitmore earned both his bachelor's degree (1911) and Ph.D. (1914) from Harvard University, where his Ph.D. advisor was Charles Loring Jackson.
At Penn State, Whitmore served as the Dean of the School of Chemistry and Physics from 1929-1947, succeeding his former Harvard colleague Gerald Wendt in the position.