Data sources & methodology

How this data is built.

Swim to College combines three public sources into one decision view. Every admissions field carries a source status so you can tell verified facts from gaps — and check the original.

Three sources, one school view.

Performance, admissions and evidence — kept distinct and honestly labeled.

Performance

Competition race results

9.5M individual race results power the time-tier matching and each program's event bands. Times are real, by event, course and age.

Admissions

U.S. College Scorecard + official sites

Acceptance, cost, aid, graduation and earnings from the U.S. Department of Education; language, deadlines and support from official school sites.

Evidence

Per-field source status

Each scraped field is tagged Verified, Pending, Web source, or Not disclosed, with the source snippet shown on the school page.

How to read the labels.

StatusMeaningHow we use it
Gov dataU.S. government statistic (Scorecard)Shown as authoritative; note Scorecard definitions.
VerifiedConfirmed against the official school pageHighlighted; used in matching.
PendingExtracted, not yet double-checkedShown with a check-the-source prompt.
Web sourceThird-party web sourceLowest priority; fallback only.
Not disclosedSchool has not published itShown as "Not disclosed" — never read as zero.

What we don't do

We do not predict your admission probability. We have public school-level conditions and real race times — not your GPA, essays or activities — so we match conditions and time tiers, and stay honest about gaps.

Scorecard definitions

Acceptance rate, test ranges, graduation rate and median earnings follow U.S. College Scorecard definitions (e.g., earnings are a federal-aid cohort median, inflation-adjusted). Treat them as reference, not guarantees.