1) On the individuals:
Some individuals might get rich, but also sometimes arrested due to corruption.
Other individuals do not receive what they should receive, such as their pension money, if it was stolen by someone else.
2) On the society:
it hinders the development in a society, first by literally stealing tax money and then additionally due to the lack of trust in the officials