Real ChatGPT answer · index seedK6t6P51ojGIcompleteEducation · financial aid and scholarshipscomparison

Looking at Niche college rankings versus US News data which platform is more reliable for comparing financial aid packages from private liberal arts colleges

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at Niche college rankings versus US News data which platform is more reliable for comparing financial aid packages from private liberal arts colleges
3 real searches · 1 real-search pass
U.S. News college rankings financial aid data methodology average need based aid percentage need met liberal arts collegesGoogle ↗
OBSERVED
Niche college rankings financial aid methodology average aid package net price dataGoogle ↗
OBSERVED
IPEDS net price calculator College Scorecard financial aid data methodology private collegesGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
U.S. News college rankings financial aid data methodology average need based aid percentage need met liberal arts colleges Google ↗
Niche college rankings financial aid methodology average aid package net price data Google ↗
IPEDS net price calculator College Scorecard financial aid data methodology private colleges Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. News college rankings financial aid data methodology average need based aid percentage need met liberal arts colleges
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Niche college rankings financial aid methodology average aid package net price data
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IPEDS net price calculator College Scorecard financial aid data methodology private colleges
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1