Frank Wise was born on 3 July 1885 at 13 Albert Street, Bury St. Edmunds, the county town of Suffolk.
Wise attended Guildhall Feoffement School and King Edward VI School (Bury St Edmunds), winning an Exhibition Scholarship to Sidney Sussex College, Cambridge reading Mathematics.