Smith was born in 1870 in Lansing, Michigan. He was the son of copper and lumber magnate, Samuel Latta Smith (1830–1917), and Eliza Cordelia (Seager) Smith. He attended Lansing High School and the Michigan Military Academy, graduating from the latter institution in 1886.