Data sources & methodology

The rule we hold ourselves to

Every number on Shortlisted — a rank, an acceptance rate, a program-specific figure — is either pulled from a named, citable publication, or clearly labeled as an estimate with the reasoning behind it. We never invent a plausible-looking number to fill a gap. If a real published figure doesn't exist yet for a school, we say so directly rather than guessing and presenting it as fact.

Overall university rankings, by country

• US — U.S. News & World Report Best Colleges (National Universities), cross-checked against the U.S. Department of Education's College Scorecard for acceptance rates.
• UK — The Complete University Guide.
• Australia, Germany & France — Times Higher Education (THE) World University Rankings.
• Singapore & Hong Kong — QS World University Rankings.
• India — NIRF (National Institutional Ranking Framework), India's official government ranking published by the Ministry of Education.

Program-specific rankings

Where it exists, we go a level deeper than the overall institutional rank and cite the subject-specific ranking for a student's intended field — e.g. U.S. News' own Best Undergraduate Business, Economics, Computer Science, and Engineering Programs rankings, or its Best Law Schools / Best Medical Schools rankings used as the closest available signal where no undergraduate subject ranking exists for a field. NIRF publishes separate category tables (Engineering, Management, Medical, Law, Architecture, Pharmacy, and more) that we use the same way for Indian universities. A school with no citable subject-specific ranking simply isn't shown one — it falls back to the institution's overall rank instead of a fabricated subject figure.

Acceptance rates

We prioritize a real, officially published overall admit rate wherever one exists (the U.S. Department of Education's College Scorecard is the primary source for US schools). Where no official rate is published, we may show a research-based estimate — built from at least two independent sources, direct applicant/admit counts, or structural signals like published cutoffs — and it's always labeled as an estimate, never presented as an official figure. Some countries also have real, separate Early Decision / Early Action / Regular Decision rates where a school publishes them, shown alongside the overall rate rather than blended into it.

Test scores & admissions requirements

SAT/ACT ranges (US) and other standardized test data are sourced from each institution's U.S. News profile or equivalent official source, and marked as unavailable rather than guessed when a school doesn't publish one — including schools that are genuinely test-blind, where no range exists to publish in the first place.

When we don't have real data

If a specific rank, rate, or requirement isn't available from a credible published source for a given school, we leave it out or label it clearly as an estimate — we don't fill the gap with an invented number just to make every field look complete. Accuracy matters more to us than a tidy spreadsheet.