A long-time activist in the Progressive Conservative Party, Oliver served as the party's director of legal affairs through six federal elections from 1972 to 1988.
Oliver also served for years as Constitution Chairman and member of the Finance Committee for the Progressive Conservative Association of Nova Scotia, and is a former Vice-President of that Party, .