Frank Scott was born in Boultham, Lincoln, Lincolnshire in 1876. Frank made 45 appearances in the Football League playing as an inside forward for Lincoln City.
He also played for Southern League clubs New Brompton and Brighton & Hove Albion (1902-1904), for whom he was top scorer in the 1902-03 season with 31 goals in all competitions.