Are online FAFSA calculators from NerdWallet more accurate than the official federal estimator for returning adult students with kids?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are online FAFSA calculators from NerdWallet more accurate than the official federal estimator for returning adult students with kids?
2 real searches · 1 real-search pass
NerdWallet FAFSA calculator accuracy methodology federal student aid estimator StudentAid.gov adult students children family size SAIGoogle ↗
OBSERVEDOther / navigational
Federal Student Aid Estimator official estimate accuracy FAFSA SAI family size dependent children 2026-27Google ↗
OBSERVEDConsequence
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
NerdWallet FAFSA calculator accuracy methodology federal student aid estimator StudentAid.gov adult students children family size SAI Google ↗
Federal Student Aid Estimator official estimate accuracy FAFSA SAI family size dependent children 2026-27 Google ↗
- Student Aid Index (SAI) and Pell Grant Eligibility · fsapartners.ed.gov
- Filling Out the FAFSA Form · fsapartners.ed.gov
- What Is the Federal Student Aid Estimator? · nerdwallet.com
- FAFSA Submission Summary: What You Need To Know · studentaid.gov
- Federal Student Aid Estimator · studentaid.gov
- Federal Student Aid Estimator · studentaid.gov
- NerdWallet's FAFSA estimator explanation · nerdwallet.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
NerdWallet FAFSA calculator accuracy methodology federal student aid estimator StudentAid.gov adult students children family size SAI OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Federal Student Aid Estimator official estimate accuracy FAFSA SAI family size dependent children 2026-27 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |