Hurley's entry into politics was in 1919, when he won election to the Cambridge school committee, on which he served until 1931.
During Governor Hurley's administration the Fair Trades Laws were passed which regulated the use of private police in strikes, imposed a minimum wage for women and children, and further regulated industrial work.