Verified Answer :

Hagrid

Based on these data, are "being female" and "earning over
$50,000" independent events. They are independent events because by being
female does not mean they could earn $50,000. It would depend on how the
females work their way to earn that kind of money.

Answer:

D, No, P(being female | the person earns over $50,000) ≠ P(being female)