The semi-friendly loan shark doesn't pay you personal bribes. The kneecap shark pays you bribes to take loans on behalf of your country which you aren't personally on the hook for.

By the time the bill comes due, you've got enough money to catch a private jet off into the sunset.

It's elite capture 101.