 On 22 January 2016, Parke announced her retirement at the next federal election, to spend more time with her family, following her marriage to Perth businessman and patron of the arts, Warwick Hemsley.In April 2019, she was selected by the Australian Labor Party to contest the federal seat of Curtin in the 2019 federal election.This seat had been held by former Deputy Liberal Leader Julie Bishop since 1998.