Education reform advocates who base policy decisions on empirical research often face the argument that because background variables explain so much of student outcomes, it follows that policy interventions cannot be effective. This policy brief explains the logical fallacy in the argument, illustrating with two examples, one taken from the teacher quality literature and one taken from the class size literature.