I would bet on this too if given a planet similar to early earth. Sure I only have a sample size of one to work with, but since life appeared so early on earth I'd be willing to put money on it appearing on a similar planet if given billions of years. My hunch is that if the origin of life is astoundingly unlikely then we'd be living on a planet that is warmer, drier and perhaps a billion years older.