How do financial aid offices at top tier law schools calculate expected family contribution for older applicants with significant mortgage and retirement assets?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do financial aid offices at top tier law schools calculate expected family contribution for older applicants with significant mortgage and retirement assets?
4 real searches · 1 real-search pass
2026-2026 top law school financial aid institutional methodology home equity retirement assets CSS Profile law school older applicants Harvard Yale Stanford ColumbiaGoogle ↗
OBSERVEDComparison
Harvard Law School financial aid assets retirement accounts home equity mortgage calculationGoogle ↗
OBSERVEDReason
Yale Law School financial aid application assets retirement accounts home equityGoogle ↗
OBSERVEDOther / navigational
Stanford Law School financial aid home equity retirement assets law studentsGoogle ↗
OBSERVEDComparison
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026-2026 top law school financial aid institutional methodology home equity retirement assets CSS Profile law school older applicants Harvard Yale Stanford Columbia Google ↗
Harvard Law School financial aid assets retirement accounts home equity mortgage calculation Google ↗
Yale Law School financial aid application assets retirement accounts home equity Google ↗
Stanford Law School financial aid home equity retirement assets law students Google ↗
- Student Resources from Assets - Harvard Law School · hls.harvard.edu
- Determination of Financial Need - Harvard Law School · hls.harvard.edu
- How Need-Based Aid Works · law.yale.edu
- JD Financial Support - Tuition & Financial Aid · law.stanford.edu
- Aid FAQs - Financial Aid Student Handbook · law.stanford.edu
- Admissions, Expenses, and Financial Aid < Yale University · catalog.yale.edu
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026-2026 top law school financial aid institutional methodology home equity retirement assets CSS Profile law school older applicants Harvard Yale Stanford Columbia OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Harvard Law School financial aid assets retirement accounts home equity mortgage calculation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Yale Law School financial aid application assets retirement accounts home equity OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Stanford Law School financial aid home equity retirement assets law students OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |