Yes i agree there are many ICOs which failed after hardcap and all money gone to scammers.
This is how they continue their luxury.
Team is the key of all ICOs check the team very detailed and decide if they are real and honest.
I haven't done any bounties where the developer ran away after hitting the hardcap. I think that it happens on very rare occasions.