Romney had a track record of more success and little failures. It was a no brainer that things would improve in America and even in Congress if Obama wasn't given a second chance.
Personally I would like to see the GOP run a conservative candidate for once. What do they have to lose ? Back in 1980, Reagan was considered a right wing conservative back then.