50k and 300k are peanuts to these people, who have been pocketing millions each year in salaries and bonuses.

Jail time would be the only real punishment. They take very calculated and rewarding risks. If they don't get caught they walk away with many millions. If they get caught they walk away with many millions minus a few k.

Technically this is a "sure bet".