After his graduation in 1913 Spurr started his career in industry at the Baltimore &amp; Ohio Railroad as a student employee on the staff of its third vice-president. In 1917 he served in World War I in the 21st Engineers as First Lieutenant at the Western Front, where he took part in the Battle of Saint-Mihiel.