Normalize
Imported records keep raw provenance separate from normalized GPA, tests, major, activities, and outcomes.
Admissions estimates you can inspect
Don’t just get a number.
See the evidence.
Compare your academic profile with historical applicants, understand every estimate, and trace comparable outcomes back to their sources.
Informational estimates, never an admissions guarantee.
Comparable record91% match
Base-rate adjusted47%
Medium confidenceUniversity of Illinois
Urbana-Champaign
Urbana-Champaign
18 records8 close matches
Your analysis
Build a profile in three short steps.
Incomplete is fine. Similarity uses only fields both profiles have.
Your admissions outlook
Estimates, with receipts.
Methodology
Simple on purpose.
Honest by design.
Compare
A transparent weighted distance finds records with similar academics, testing, major, activities, and awards.
Calibrate
Neighbor outcomes determine a bounded relative-odds adjustment to a recent overall institutional admit-rate prior. Reddit's self-selected acceptance rate does not become the baseline.
Inspect
Every comparable opens into its extracted profile, college decisions, and original source attribution where available.
Read this before using an estimate.
Online result posters are self-selected and do not represent all applicants. Institutional priors are overall rates, not program-, residency-, round-, or context-specific rates. Criteria change, records are incomplete, and correlation is not admissions causation. Treat these results as evidence exploration, not an official probability or advice.