Oliver was born in Albany, New York in 1872, and graduated from Harvard University in 1894 where he served as editor-in-chief of "The Harvard Monthly".
Oliver was born in Albany, New York in 1872; his father Robert Shaw Oliver would later serve as Assistant Secretary of War. Oliver graduated from Harvard University in 1894 where he served as editor-in-chief of "The Harvard Monthly".