 Following the war, Anderson established and served as the police chief for the city of Savannah from 1865-1888.As Chief of Police for the city of Savannah, he brought order and through his leadership made the force one of the most effective in the nation.After founding the Georgia Sabre Club, Anderson was elected to Captain of the Georgia Hussars from December 4, 1876 to February 1880.