Some amount of test prep is surely helpful in terms of understanding the test format and strategies, but it does seem (almost?) obvious that the SAT is actually measuring something other than test prep.

NB: SMPY qualifications for at least the early cohorts of the study are “before 13” (so, 12 or younger).