 Coe was born in Boston, Massachusetts in 1879 and raised in Somerville, Massachusetts.He was the son of William W. Coe, Sr., and Annie Coe.He began his education in the Boston public schools and subsequently attended preparatory schools, including Noble and Greenough School in Boston.