If you give a bonus for getting done on time/early, construction will finish pretty darn close to the estimates. Construction is underbid at least partly because the incentives are setup for underbidding.

A lot of the rest is Planning fallacy[1], particularly with individual contractors, but larger contracting businesses can absolutely come up with realistic estimates based upon past experience.

1: https://en.wikipedia.org/wiki/Planning_fallacy