Elite college admissions: What matters and by how much

All of the studies are not ideal, some more so than others. However, when methodology is varied, they still come to a similar conclusion. For example, the 2nd linked study used a different approach than the first one that you referenced. It used a data set of 210k students at 356 colleges, with a wide variety of selectivity. At some of these colleges, most failed to graduate. At at some colleges, the vast majority graduated. Some colleges were not selective, to the point where SAT was nearly irrelevant for admissions decisions, as you described. They still found SAT score did not significantly improve prediction of graduation rate for the college and prediction of whether an individual student would graduate, beyond the rest of the controls.