Real ChatGPT answer · index seedy2kby1T2vJ8completeEducation · financial aid and scholarshipsinformational
Is Niche college ranking data reliable enough to help me decide if an out of state tuition price tag is actually worth the investment for my daughter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Niche college ranking data reliable enough to help me decide if an out of state tuition price tag is actually worth the investment for my daughter?
3 real searches · 1 real-search pass
Niche college rankings methodology student reviews data sources ranking methodology 2026Google ↗
OBSERVEDReason
US Department of Education College Scorecard earnings graduation rates net price official data college decisionsGoogle ↗
OBSERVEDReason
IPEDS College Navigator graduation rates net price student loan outcomes official college comparisonGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Niche college rankings methodology student reviews data sources ranking methodology 2026 Google ↗
US Department of Education College Scorecard earnings graduation rates net price official data college decisions Google ↗
IPEDS College Navigator graduation rates net price student loan outcomes official college comparison Google ↗
- How Niche Ranks Colleges: Transparent & Trusted Methodology · niche.com
- Why Did My College's Ranking Change? · niche.com
- Official College Scorecard · collegescorecard.ed.gov
- College Navigator · nces.ed.gov
- Version: September 2025Technical Documentation: College Scorecard Institution-Level DataContentsContents · collegescorecard.ed.gov
- USING FEDERAL DATA TO MEASURE AND · collegescorecard.ed.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Niche college rankings methodology student reviews data sources ranking methodology 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
US Department of Education College Scorecard earnings graduation rates net price official data college decisions OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IPEDS College Navigator graduation rates net price student loan outcomes official college comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |