Real ChatGPT answer · index seed4UK0VlR5eDUcompleteEducation · financial aid and scholarshipscommercial

How accurate are the net price calculators for private colleges versus public universities when you have a complex self employed income situation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How accurate are the net price calculators for private colleges versus public universities when you have a complex self employed income situation?
3 real searches · 1 real-search pass
college net price calculator accuracy self employed income business assets limitations private colleges public universitiesGoogle ↗
OBSERVEDReason
Federal Student Aid net price calculator estimates limitations family financial circumstances business incomeGoogle ↗
OBSERVEDReason
College Board CSS Profile business farm income self employed financial aid business valuationGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
college net price calculator accuracy self employed income business assets limitations private colleges public universities Google ↗
Federal Student Aid net price calculator estimates limitations family financial circumstances business income Google ↗
College Board CSS Profile business farm income self employed financial aid business valuation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
college net price calculator accuracy self employed income business assets limitations private colleges public universities
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Federal Student Aid net price calculator estimates limitations family financial circumstances business income
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
College Board CSS Profile business farm income self employed financial aid business valuation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1