Is it safer to use Qubes with Whonix from Virtualbox than directly on the host computer?

I know that it's not advisable to run Qubes-Whonix from Virtualbox because of performance issues, but other than that, is it safer? That is to say. Is it harder or easier to hack / infect Qubes-Whonix under Virtualbox than to work normally?