The title A Guy Named Joe was taken from a phrase used by General Clair Chennault, who formed the American Volunteer Group, nicknamed "The Flying Tigers," in 1941. Chennault used the phrase to refer to any member of his flying squadrons. In the film, the term is further explained by an English boy who says that to Americans any "right chap" is "a guy named Joe."