Beyond the school website. Each source reveals something different about what the school actually offers.
Common Data Set (CDS)
Each school publishes annual CDS reports with detailed admissions data, financial aid breakdowns, demographic information, and degrees granted by major. The most authoritative single source about a school. AdmitPath's scoring engine uses CDS Section C7 data for per-school calibration.
Where: Search '[School Name] Common Data Set [year]' or check the school's institutional research page. Most schools publish under 'Institutional Research' or 'Facts & Figures.'
Key value: Section C7 (admissions factor weights — this is what AdmitPath uses for per-school calibration), Section C1 (admit rates by round), Section B (enrollment by demographics), Section H (financial aid packages), Section J (degrees by major). C7 is the single most valuable section — it tells you whether a school weights essays as 'Very Important,' 'Important,' or 'Considered.'
First Destinations Reports
Annual reports from career services showing where graduates went after the school — by major, by industry, by job title. Reveals real career outcomes vs marketing claims.
Where: Search '[School Name] First Destinations report' or check the career services page.
Key value: Specific company/grad school placement by major. The 'top employers' list. Median starting salaries by field. Research participation rates.
r/[School Name] subreddits
Honest student perspectives on academics, social life, dining, dorms, faculty, classes. Sort by 'top of year' for most-upvoted insights.
Where: reddit.com/r/[SchoolName] for most schools.
Key value: Real student experience. Filters for top posts. Searchable for specific topics ('dining,' 'professor X,' 'social scene'). Especially useful for student culture.
Niche student reviews
User-generated reviews from current students and alumni. Filter to 3-5 star reviews to balance highlights and gripes.
Where: niche.com/colleges/
Key value: Anonymous student perspectives across multiple dimensions (academics, athletics, dining, dorms, professors, value). Useful for vibe checking.
School-specific student newspapers
The Daily (Stanford), Crimson (Harvard), Daily Pennsylvanian (Penn), Yale Daily News, Chicago Maroon. Honest student journalism on what's actually happening at the school.
Where: Search '[School Name] daily' or 'student newspaper.'
Key value: Recent stories on student concerns, faculty issues, administrative changes, social events. Reflects current school dynamics.
LinkedIn alumni search
Search the school + your intended major to see where alumni work. Helps verify First Destinations claims and identify real career pipelines.
Where: LinkedIn → search '[School Name]' → filter by school AND major.
Key value: Real career paths. Alumni network strength. Geographic distribution. Industry concentration. Useful for major-specific outcome verification.
Current student conversations
Direct conversations with current students at the school. Often more honest than admissions materials.
Where: Email department coordinators for connections. Reach out via LinkedIn alumni who graduated recently. Use AdmitPath alumni network.
Key value: Specific perspectives on classes, professors, social life, what they wish they'd known. Best source for fit assessment.
Reddit r/ApplyingToCollege
Active community discussing applications across schools. Crowdsourced admit data, essay advice, school comparisons.
Where: reddit.com/r/ApplyingToCollege
Key value: Real-time perspectives from current applicants. Crowdsourced admit data. Discussion of recent changes. Filter to 'best' for quality content.