Jackson was born in Toronto, Ontario, Canada, on March 25, 1872, a son of Samuel Nelson Jackson (1838-1913) and Mary Anne (Parkyn) Jackson (1843-1916). His siblings included J. Holmes Jackson, who served several terms as mayor of Burlington, Vermont and S. Hollister Jackson, who served as Lieutenant governor of Vermont