Sharpe was a candidate for the 2016 Libertarian vice presidential nomination. During the 2016 Libertarian National Convention, he placed second on the first ballot with 30.4% of the vote. Because no one received a majority on that ballot, a second ballot vote was held. Sharpe received 46.9% of the vote on the second ballot, finishing second to former Massachusetts Governor Bill Weld.