Real ChatGPT answer · index seedZU6HOqUBgG4completeEducation · financial aid and scholarshipscomparison

Which is the more cost-effective strategy for a low-income borrower: pursuing teacher loan forgiveness or riding out twenty years on income-driven repayment?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which is the more cost-effective strategy for a low-income borrower: pursuing teacher loan forgiveness or riding out twenty years on income-driven repayment?
3 real searches · 1 real-search pass
2026 Teacher Loan Forgiveness requirements maximum $17,500 five consecutive years official Federal Student AidGoogle ↗
OBSERVED
2026 income driven repayment forgiveness 20 years 25 years new repayment plans July 2026 official Federal Student AidGoogle ↗
OBSERVED
2026 federal student loan forgiveness tax treatment IDR forgiveness federal tax official IRSGoogle ↗
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
2026 Teacher Loan Forgiveness requirements maximum $17,500 five consecutive years official Federal Student Aid Google ↗
2026 income driven repayment forgiveness 20 years 25 years new repayment plans July 2026 official Federal Student Aid Google ↗
2026 federal student loan forgiveness tax treatment IDR forgiveness federal tax official IRS Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Teacher Loan Forgiveness requirements maximum $17,500 five consecutive years official Federal Student Aid
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 income driven repayment forgiveness 20 years 25 years new repayment plans July 2026 official Federal Student Aid
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 federal student loan forgiveness tax treatment IDR forgiveness federal tax official IRS
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1