Scores are significantly less predictive, In combination with grades they are a little better but still not truly predictive. And it isn’t just the test prep. Even if high test scores indicate aptitude they tell you nothing about grit (which is work ethic) or ability to take direction and produce results. Grades and ECs tell you significantly more about future success.