EduFinder
EduFinder by Waystar

The Shortlist! Builder

Twenty questions. Five US colleges that match you.

A Ranking Is Not a Fit.

The Problem

Rankings funnel everyone toward the same dozen schools, and scattergrams read your odds off US-only, self-reported data that misses most applicants and never splits by major.

The same dozen schools everyone else is applying to
A curated list of 417 US colleges, from large publics to selective privates
Odds read off self-reported data that misses most applicants
Current US Department of Education College Scorecard facts on every school
Niche's UCLA sample sits at 30K for a school that gets 110K+ a year
Every school card carries a dated, linked source you can open
Two studies found scattergrams steered high-scorers to fewer top schools, not more
One reach, three matches, one safety, so the spread is the output
The Sample

Five Schools, and Why Each One.

Sample Only. Mateo Rivera is a fictional STEM-leaning junior. He answered the twenty questions, asked for selective schools, and said good teaching mattered more than a famous research name. Here is the shortlist the Builder returned for him, matched from a curated list of 417 US colleges. This is the full sample that used to sit on its own page, now built right into this one.
20 Answers 417 US Colleges 5 Schools Back 1 Reach · 3 Matches · 1 Safety
Your Signal Read

What Twenty Answers Said about Mateo

He is a strong STEM applicant who works better in places that take engineering seriously without being run by it. Three answers did the most work, and each one is traceable to a sentence in the reasoning below.

Teaching > Famous Research Small Enough to Know the Faculty Wants Co-op Time in Industry

Pick a claim to see the sentence it produced.

The Selectivity Ladder

Your Five Schools, Ranked

Each bar is the school's published acceptance rate. The band is the bucket the Builder sorted it into, which comes from the selectivity Mateo asked for, not from a prediction about him. Ask for selective schools and the split is always one reach, three matches, one safety.

1 Case Western Reserve University Reach

Cleveland, Ohio · private research · ~5,800 undergraduates. An engineering school that hides inside a research university.

29% acceptedSAT 1430–1540
Avg Net Price$38,909 Grad Rate87% Median Earnings$87,989
2 Rensselaer Polytechnic Institute Match

Troy, New York · private engineering-focused · ~6,400 undergraduates. Built around problems, not survey courses.

58% acceptedSAT 1330–1500
Avg Net Price$33,139 Grad Rate83% Median Earnings$102,051
3 Worcester Polytechnic Institute Match

Worcester, Massachusetts · private engineering-focused · ~5,200 undergraduates. A curriculum built around three real projects, not a thesis.

59% accepted93% employed within six months
Avg Net Price$43,273 Grad Rate88% Median Earnings$103,470
4 Stony Brook University Match

Stony Brook, New York · public research · ~17,000 undergraduates. The largest CS program on this list, at a public price.

49% acceptedSAT 1320–1490
Avg Net Price$18,430 Grad Rate78% Median Earnings$74,502
5 Rose-Hulman Institute of Technology Safety

Terre Haute, Indiana · private engineering-focused · ~2,000 undergraduates. The smallest serious engineering school in the country.

73% acceptedSAT 1280–1470
Avg Net Price$40,665 Grad Rate82% Median Earnings$101,253
Reach Match Safety Bar Length = Published Acceptance Rate
Why #1

Case Western Reserve University

He ranked teaching above research reputation, and the Case Engineering core is graded against your own learning rather than curved against your peers. He wanted small enough to know the faculty, and the upper-division CS sequences average around twenty-five students. He said he would take a school that gave him co-op time in industry, and Case's required research or co-op requirement is the cleanest version of that on the list.

Tuition Fact

Sticker tuition is roughly $66,000 for the 2024–25 year. Case's published net price for families earning $75–110k is about $32,500.

Source: case.edu/financialaid · retrieved May 2026. Every school card carries a dated, linked source like this one.

What to Do with These Five

Pick the Two or Three You Would Actually Visit.

Then add them to The Roster! Board to compare fit, sort your own list buckets, and get a dated chance read. The Builder is the discovery step; the Roster is the application workspace.

Answer 20 Questions Get 5 Schools Track Them on the Roster

Three Steps. One Short List.

What Goes In What Comes Back
1

Answer Twenty Questions.

Some are practical. Some quietly read how you work, choose, and decide.

Goes In:Twenty Answers What You Want from Cost and Life after College
Comes Back:A Signal Read of How You Work and Choose
2

We Match You to Five US Colleges.

All pulled from our curated list of 417 real US schools. No made-up names, no random web search results.

Goes In:Your Signal Read
Comes Back:Five Schools Drawn from 417 One Reach, Three Matches, One Safety
3

Read Your Fit Report. Then Add the Schools to the Roster! Board.

Each school comes with its own fit writeup. Auto-fill the five into Profile & Chances to get a dated chance read.

Goes In:Your Five Schools
Comes Back:A Fit Paragraph for Every Pick A Dated Chance Read on the Roster
From 417 to Five

The Spread Is the Output, Not a Single Number.

Reach Match Safety Segment Width = How Many of the Five

The three stage widths are schematic. The split is not: one reach, three matches, one safety is the target spread for a student who asked for selective schools. A band is a selectivity bucket, never a chance prediction, because the Builder does not compute one.

417US colleges, curated not scraped 20questions 5schools, each with a fit paragraph

Where the Five Schools Go Next.

Carries In Nothing Yet The Builder is where the path starts. It needs your twenty answers and nothing else, so there is no earlier tool to import from.
Carries Out The Roster! Board
Five Matched Schools A Fit Paragraph for Each
Auto-fill the five into Profile & Chances for a dated chance read, then track every deadline, requirement, and essay against them.

Parents See the Schools, Never the Reasoning.

A family link is invited, not installed. Send one, have a parent confirm it, and a short, factual card for this tool appears on their side of the account.

What a Confirmed Parent Reads Here.

The school names on the shortlist you generated, the date you generated it, and how many of the survey's questions you have answered so far. That is the whole card. The fit paragraphs, the tradeoffs behind each match, and every answer you gave stay on your screen only.

Either side can start the link and the other side has to confirm it, so nothing crosses until someone says yes, and you can end it whenever you want. The one thing a parent can do besides read is send a reminder, capped at one per tool per day, which emails you and never opens your work.

See Everything a Family Link Shares

Fair Questions, Straight Answers.

What we would want to know before trusting an admissions tool.

What Is EduFinder Actually Built On?

EduFinder is built on specialist materials and structured admissions data: human-written SAT-style questions based on released-test patterns, acceptance-record calibration for chance bands, hand-curated college data, and intake flows designed by educators. AI helps synthesize a student's answers into the final output, but the product is the underlying data, structure, and judgment.

How Are the Schools Chosen?

Curated, not scraped. The list of 417 US colleges is built and maintained by the same educators who write the rest of the product, weighted toward schools that admit a real range of applicants and now spanning large public universities and more accessible state schools alongside selective private colleges, so students see real reach, target, and safety options. Each school carries current facts from the US Department of Education College Scorecard, including acceptance rate, average net price, SAT and ACT ranges, graduation and retention rates, and median earnings and debt. Your answers about cost and life after college now shape the ranking too, so the Shortlist leans toward schools with a lower net price and stronger graduate outcomes, not fit alone.

Can I See a Sample First?

Yes. You can open a full sample Shortlist (five real US colleges matched to a real applicant, each with its own fit paragraph) before you answer a single question or sign in. Sign in to reveal your own five matches.

Who Built This?

A small team of educators with US-college admissions experience, based in Seoul, plus engineers. The same people designed the question bank, the prediction model, and the editor, and tested them in real classrooms before anything shipped publicly. The "Who We Are" page has the longer version.

What Happens to My Answers?

Your intake answers, saved work, and reports stay in your account. We do not share them, sell them, or use them to train models. You can delete the whole account from settings at any time.

One Survey. One Short List.

Answer first. Reveal yours.

What You Give It
Twenty Answers How You Work and Choose What Cost Has to Look Like What You Want after College The Selectivity You Want
What Comes Back
Five US Colleges A Fit Paragraph Each Reach, Match, Safety College Scorecard Facts A Dated Source per School Roster Auto-Fill
The Shortlist! Builder

Five US Colleges That Match You.

  • Twenty questions that read how you work and choose
  • Five matched schools from a curated list of 417 US colleges
  • A fit paragraph for every pick
  • Auto-fill into The Roster! Board when you are ready

Free

For every signed-in account.

Create Your Free Account

Families pay private admissions consultants $200 to $300 an hour to shape a college list. This one is built from your own twenty answers, for $0.

Step 1 of 5 · Fall · 9th Grade

Where This Fits on the EduFinder Path

See the Full Path from 9th grade to senior fall.