Scarce defended the value of open debate on nuclear policy. He also chaired the Adelaide Oval Stadium Management Authority and remained active in education and health causes, including the Cancer Council SA. Scarce resigned as chancellor in 2020 amid governance changes at the University of Adelaide, concluding a period marked by his strong involvement in state development and public policy.

In 2021, Scarce supported Australia's