Born in Dumbarton, Duncan was working as a law clerk when he joined his home-town club Dumbarton in 1906.
Lahir di Dumbarton, Duncan bekerja sebagai petugas hukum ketika ia bergabung dengan klub di kotanya, Dumbarton, pada tahun 1906.