DEEPCOLLEGES · OPS · v3.3 SCHOOLS·INDEXED 120 SOURCES IPEDS · CDS · SCORECARD LAST·SYNC 2026.04.29

Decode Your Admissions

System Status: Operational // Version 3.3

Meet Lena Wang

Lena Wang — Founder of DeepColleges

I spent seven years inside a top-tier college consulting agency, guiding students through the grueling gauntlet of Ivy League and Top 50 admissions. But my most profound education came from navigating this process for my own three children — two daughters and a son.

I know the frustration of parents who are about to make one of the largest financial investments of their lives, only to realize the entire industry is a black box. I built DeepColleges because you deserve verifiable data, not subjective opinions.

Founder & Data Architect · Former Senior Consultant · Mother of Three

We Publish Math, Not Rankings

US News rankings rely on peer reputation surveys: college presidents rating schools they've never attended. Private consultants charge up to $40,000 for advice built on opaque metrics.

DeepColleges acts as your data extraction layer. We ingest raw federal data — acceptance rates by GPA, net costs by income, median salaries by major — and transform it into actionable intelligence. Every number can be traced back to its federal source.

DeepColleges vs. Legacy Consulting

InquiryLegacy Consultant ($40k)DeepColleges Engine
Acceptance by exact GPA?Vague "Highly Competitive"Yes (0.2 GPA Brackets)
Net cost by family income?Usually Sticker PriceYes (CDS Income Tiers)
Salary 10 yrs out (by Major)?Vague "Prospects"Yes (Scorecard Data)
MethodologyProprietary ("Trust us")Open Formula
Data RefreshManual / AnnualAuto-synced (48 hrs)
Cost$3,000 – $40,000Free

Data Sources

Every number on DeepColleges comes from public, auditable sources maintained by the U.S. federal government or published directly by universities:

  • College Scorecard — U.S. Department of Education. Admissions data, net costs by income bracket, median earnings by program, completion rates, loan default rates.
  • IPEDS — National Center for Education Statistics. Enrollment details, transfer-in rates, program-level completions, demographics, housing capacity.
  • Common Data Set (CDS) — Published by each university. Contains admission factor weights — how much each school values GPA, test scores, essays, extracurriculars, and AP courses.

The ETL Pipeline

No manual data entry. Numbers go from federal databases to your screen through an automated pipeline:

[ FETCH ]

Python pulls College Scorecard API & IPEDS datasets

[ ENRICH ]

Parse CDS admission factors, compute Decision Scores & ROI

[ DEPLOY ]

11ty compiles JSON to 5,000+ static pages on Cloudflare edge

Core Constraints

[ REJECT ] We do not accept payment from universities for rankings or placement.
[ REJECT ] We do not use subjective reputation surveys or sentiment analysis.
[ REJECT ] We do not offer essay-writing, application editing, or admission manipulation services.
[ REJECT ] We do not display personally identifiable student information.

Platform Coverage

120
Schools Indexed
5,000+
Analysis Pages
6
Languages
48hr
Data Refresh

Contact

Questions, feedback, or data corrections? Email us at [email protected].

If you believe any data point on this site is incorrect, please include the page URL and the source you're comparing against. We take data accuracy seriously — if we're wrong, we want to know.