Since poverty is (at least typically) defined relative to some average those two things are not as disconnected as you may think.

But in general I'd expect crime to be a "least worst option" choice and I seem to remember research to that effect. Although I wouldn't be able to find that now again, so take it with an appropriate amount of salt.