Jimmy Carter was one incumbent that lost, we had terrible inflation, the end of a real estate boom and hostages in Iran. That is how much it took to unseat an incumbent. Bush the elder didn't campaign, that is the reason given by pundits for why he didn't win a second term.
I see the parties...