Why do people with lower credit scores pay higher interest rates on loans and credit cards?

(a) They tend to borrow more money so interest rates rise to compensate

(b) To compensate the lender for the risk of loss due to default

(c) They tend to be unsophisticated borrowers whose ignorance banks can exploit

(d) This is false: lower scores indicate a lower risk of default