Last updated:
Quick answer
Give the AI your shortlist of schools plus your family income range, and ask for a table of net price, graduation rate, median debt, and earnings. You compare real outcomes instead of brochure gloss.
At a glance
All outcome figures are estimates from cited sources, not independent verification by us.
- What it is allowed to do
- Read-only
Only reads, researches, or summarizes. It never drafts outbound content or changes anything.
- Time saved (estimate)
- About 2 to 3 hours of clicking through Scorecard pages per school
- Difficulty
- Intermediate
- Tools needed
- ChatGPT, Perplexity
- Typical cost
- Free AI tiers work. The College Scorecard itself is free and run by the U.S. Department of Education.
Reviewed Oct 19, 2026
Basis (estimate): Estimate only: pulling net price, grad rates, debt, and earnings for several schools by hand is tedious; no timed study found.
What does this setup do?
Compare colleges on net price for your income, graduation rates, student debt, and post-graduation earnings using federal College Scorecard data.
Who is it for?
Parents and students narrowing a college list who want numbers, not viewbook photos.
How do you set it up?
Tools
- ChatGPT, Claude, or Perplexity (Perplexity can pull current Scorecard figures)
- Your shortlist of 3 to 6 schools
- Your approximate family income range (for net price)
- The U.S. Department of Education College Scorecard site
Steps
- Narrow your list to 3 to 6 schools you are seriously considering.
- Note your family income range. Net price depends heavily on it, and sticker price means little.
- Ask the AI to build a comparison table from College Scorecard data: net price for your income, graduation rate, median debt, and median earnings 10 years out.
- Verify the two or three most important numbers on the College Scorecard site yourself.
- Ask the AI to flag which schools are strong or weak on value: low debt plus decent earnings beats prestige alone.
- Add your non-number factors: distance, size, programs, campus feel. Numbers narrow the list; visits decide it.
Example output
Illustrative. Your results will differ.
- 8 sources scanned, 3 worth your time
- Key points in 5 bullets, each linked to its source
- Check the links. Trust the sources, not the summary.
Where to paste this prompt
ChatGPT: ChatGPT → Project instructions, or ChatGPT Tasks for scheduled reminders (once a day on Free)
Copy-paste prompt
Adapt bracketed fields to your situation.
Help me compare these colleges using federal College Scorecard data:
Schools: [LIST 3 TO 6 SCHOOLS]
Family income range: [e.g. 75,000 to 110,000]
Intended major, if known: [MAJOR OR "undecided"]
Build a table with one row per school:
- Average net price for our income range
- Graduation rate
- Median student debt at graduation
- Median earnings 10 years after entry
- Acceptance rate
Then tell me:
1. Which schools look strongest on value (low debt, solid earnings)?
2. Which ones have red flags in the data?
3. What questions should we ask on a campus visit or with the financial aid office?
Use College Scorecard figures where possible. If a number is unavailable or you are unsure, say so instead of guessing.Newsletter
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What usually goes wrong?
Where agents tend to stall on this job. More patterns in Where AI gets stuck.
- AI college data goes stale. Verify the key numbers on the Scorecard site before any decision.
- The AI can mix up similarly named schools. Check that each row is the right campus.
- Rankings optimize for prestige, not your wallet. Keep the table focused on cost and outcomes.
Which chat tools work with this prompt?
Paste the prompt into any of these assistants (free or paid tiers).
- ChatGPT
- Claude
- Perplexity
Common questions
- Is the College Scorecard free?
- Yes. It is run by the U.S. Department of Education at collegescorecard.ed.gov, and the data is free for anyone to use.
- What matters more, graduation rate or earnings?
- Graduation rate first. Not finishing is the most expensive outcome. Then look at debt versus earnings for the schools where students actually finish.
- Can the AI write my application essays?
- It can help brainstorm and edit, but admissions offices want your voice. Do not submit AI-written essays as your own.
What tips make it smoother?
- Net price for YOUR income is the number that matters. Sticker price is marketing.
- Earnings data comes from federal aid recipients only, so it is incomplete. Useful directionally, not precise.
- A high graduation rate is one of the best value signals. Paying for five years instead of four is expensive.
- Run each school’s own net price calculator too. Averages are a starting point, not your offer.
Where do the claims come from?
Summaries use public sources linked below, not independent verification. How setups are picked.
- Read College Raptor’s write-up (www.collegeraptor.com)
College Raptor: How to read the federal College Scorecard: costs by income, debt, earnings data and its limits.
- Read UniScorecard’s write-up (uniscorecard.com)
UniScorecard: College comparison built on Scorecard data: net price, graduation rates, and earnings by school.
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