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Real college application profiles.

Real, anonymized profiles of admitted students at top colleges — their GPAs, test scores, courses, and activities, next to exactly where they got in, were waitlisted, or were turned away.

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What real profiles reveal

Acceptance rates tell you the odds. Real profiles tell you the story — what an admitted student actually looked like, in full, the year they applied.

  • The whole picture. Grades, course rigor, scores, activities, awards, and demographics together — never a single number in isolation.
  • Every outcome. Admits, waitlists, and rejections side by side, so you can see who cleared the bar and who just missed it.
  • Honest benchmarks. These are anonymized profiles from real applicants — not a glossy, averaged-out ideal that no real student ever matched.
  • Always current. The dataset refreshes every cycle, so a 2020 admit's stats never quietly stand in for today's far more competitive bar.

How to read the data

Look for patterns, not single data points. One outlier proves nothing; the shape of the whole pool tells you where you stand.

  • Mind the range, not just the median. One admit with a 3.5 usually means exceptional everything-else — not that a 3.5 is safe.
  • Use the middle 50%. Comfortably above the 75th percentile? Likely a safety. Below the 25th? Treat it as a reach and plan accordingly.
  • Weigh course rigor. A 3.8 with a full AP/IB load reads very differently from a 4.0 in easy classes — admissions officers notice the difference.
  • Read the whole applicant. Two students with identical stats can get opposite results. The tiebreakers live in essays, activities, and story.

How to build a standout profile

Once you know the bar, the real work is separating yourself from thousands of others who clear it too. The strongest applicants look intentional, not just accomplished.

  • Start with rigor, early. Colleges recruit from your transcript first. Take the hardest courses you can handle and protect your GPA in them — this is the one thing you can't fix senior year.
  • Go deep, not wide. A committed multi-year commitment with real impact beats ten scattered clubs. Pick two or three things and lead them somewhere.
  • Build a spike. The most memorable profiles tell one clear story — a theme that connects courses, activities, and essays into a person an officer can picture on campus.
  • Make the essay do work. Grades get you into the room; the essay gets you remembered. Browse profiles that got in with stats like yours and study what set them apart.
  • Plan your list by outcome. Balance reaches, targets, and safeties using the real ranges here — not a gut feeling about where you “should” get in.
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Frequently asked questions

Yes — and they're fully anonymized. Every profile comes from a real past college applicant who voluntarily shared their results, stripped of any identifying details. Each one reflects an actual application from a recent cycle, which is what makes them a far truer picture than a glossy, averaged-out ideal.

Every admissions cycle. New early-decision and early-action results roll in each winter, and regular-decision results are added each spring — so the profiles you're comparing against always reflect the most recent, and most competitive, class to get in.

The median unweighted GPA of Ivy admits is typically 3.9+. But context matters: a 3.7 in a rigorous AP-heavy schedule can outweigh a 4.0 with light coursework. Browse admitted profiles at each school to see the real academic range that clears the bar.

Filter to the schools you care about, then read the admitted students' GPA and SAT/ACT — the range, not just the median. Layer in activities and demographics for context. You're finding where you fall in the distribution, not hunting for one profile that matches yours exactly. Signed in? The “Students like me” sort ranks profiles by your own stats.

Often dramatically. CS at UCLA, business at USC, or engineering at Georgia Tech can be far more selective than the school's headline rate. Some colleges admit to the university and let you pick a major later; others admit directly to a program. Always check program-level rates, not just the overall number.

No — and don't let one profile convince you otherwise. Admissions is holistic and genuinely unpredictable: every year, students with lighter stats than the ones here get in, and students who look flawless on paper get turned away. A top-tier profile helps, but there is no single winning formula. Context, story, essays, fit, and timing all matter, and committees are building a class, not ranking a spreadsheet. Treat these profiles as a guide, not a verdict — then pour your energy into the parts of your application you can still shape.