 Sanderson rowed for Cambridge in the Boat Race in 1899 and 1900 which were two victories for Cambridge.He became a member of Leander Club and was a crew member of the Leander eight which won the gold medal for Great Britain rowing at the 1908 Summer Olympics.Sanderson joined the Royal Horse Artillery in May 1900, and served as Second Lieutenant in the Second Boer War in South Africa.