Real ChatGPT answer · index seedjKvTnKgyFXYcompleteEducation · financial aid and scholarshipscommercial
What is the best way to evaluate if taking out private student loans is a terrible idea after maxing out federal aid options?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the best way to evaluate if taking out private student loans is a terrible idea after maxing out federal aid options?
3 real searches · 1 real-search pass
CFPB private student loans risks repayment protections cosigner variable interest rates officialGoogle ↗
OBSERVEDComparison
Federal Student Aid annual loan limits undergraduate aggregate limits PLUS private loans officialGoogle ↗
OBSERVEDComparison
College Scorecard earnings debt graduation outcomes official Department EducationGoogle ↗
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)
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
CFPB private student loans risks repayment protections cosigner variable interest rates official Google ↗
Federal Student Aid annual loan limits undergraduate aggregate limits PLUS private loans official Google ↗
College Scorecard earnings debt graduation outcomes official Department Education Google ↗
- What are private student loans? · consumerfinance.gov
- Paying for School and Avoiding Scams · consumer.ftc.gov
- Annual and Aggregate Loan Limits · fsapartners.ed.gov
- Frequently Asked Questions · fsapartners.ed.gov
- College Scorecard · collegescorecard.ed.gov
- 4 Ways to Manage Your Federal Student Aid (Grants, Loans, and Work-Study) · studentaid.gov
- 4 Things to Consider in Choosing a College or Career School · studentaid.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CFPB private student loans risks repayment protections cosigner variable interest rates official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Federal Student Aid annual loan limits undergraduate aggregate limits PLUS private loans official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
College Scorecard earnings debt graduation outcomes official Department Education OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |