What a wild idea. Corporations and wealthy people are also corrupt. It turns out that it is a lack of morals. Or in many cases a complete dismissal of them for the pursuit of profit.
Most people's morals can be bought, it's just a matter of cost. Increasing salaries for government employees increases the barrier to entry for corruption.
Whether or not a typical state can actually afford it is a completely different issue altogether.
