Published SAT middle 50%, and the IQ estimate it implies
Click a row to load it into the estimator above. Estimates use the regression-adjusted method; schools that are test-blind (e.g. the University of California) publish no range and are left out.
✓ = checked against published 2023–25 Common Data Set figures as reported by admissions sites (Oct 2026); sources differ by ±10–40 points between years. Unticked rows are approximate and should be verified against each school's current CDS (section C9) before publishing. Ranges under test-optional policies describe submitters only. Estimated IQ = mean of the range converted with r = .82; individual students span far wider.
Test-optional admissions push published ranges up
When submitting scores is optional, students with strong scores send them and others don't. The college's reported range then describes only submitters. The lower the share submitting, the more the range flatters the whole class.
Student bodies overlap far more than rankings suggest
Estimated IQ distributions for three generic tiers, each with SD of about 10 inside the school (selection narrows the spread). Click a tier to see how many of its students would fit in another.
Mostly selection, plus a modest schooling effect
Selective schools admit students who already scored high on tests closely related to IQ. Most of the gap between universities exists before the first lecture.
Natural-experiment studies (Ritchie & Tucker-Drob 2018) suggest each extra year of education raises measured intelligence by about 1 to 5 points, mainly shown for school years rather than university.
Higher average scores among graduates then show up in occupations and incomes, which can make the degree look more causal than it is.
Why the same trick rarely works elsewhere
- Common Data Set Initiative. Standard template, Section C9: SAT and ACT score percentiles of enrolled first-year students.
- College Board (2023). SAT Suite of Assessments Annual Report: Total Group.
- Frey, M. C., & Detterman, D. K. (2004). Scholastic Assessment or g? Psychological Science, 15(6), 373–378.
- Ritchie, S. J., & Tucker-Drob, E. M. (2018). How much does education improve intelligence? A meta-analysis. Psychological Science, 29(8), 1358–1369.
- Belasco, A. S., Rosinger, K. O., & Hearn, J. C. (2015). The test-optional movement at America's selective liberal arts colleges. Educational Evaluation and Policy Analysis, 37(2), 206–223.