William Reynolds Purnell was born in Bowling Green, Missouri, on 6 September 1886.
In January 1917, while he was serving on the Rowan, he married Ada Dodge Curtiss, the daughter of Walter Phelps Dodge and the ex-wife of Gerald S. Curtiss.