This expression is used to describe someone who begins supporting a political figure, sporting team, or idea only after it has become popular or successful. The internet tells me “bandwagon” had its origin in a book written by P.T. Barnum published in 1855. The expression is often used to describe those who are only attracted after it appears a campaign, team, or idea is a sure winner.