Parton's early education stemmed from his father's schools, where he also assisted. Parton's father was headmaster of Cannock Grammar School as well as principal and proprietor of a small international boarding school for children. After completing mathematics at Chester Teaching College, Parton returned to his father's school to give private instruction to older children in Latin, French, German, English, shorthand, typing, bookkeeping, and mathematics. In the 1920s he was left in charge of the school while his father returned to teach in state schools. Ill health cut short Parton's teaching career.