Are substitute teachers being used more frequently at my daughter's elementary school due to the statewide teacher shortage?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are substitute teachers being used more frequently at my daughter's elementary school due to the statewide teacher shortage?
2 real searches · 1 real-search pass
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). 1 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
New York State teacher shortage 2026 substitute teachers school staffing vacancies data NYSED Google ↗
Fulton City School District NY substitute teacher vacancies staffing elementary school substitute coverage Google ↗
- Oversight of Teacher Shortages · osc.ny.gov
- DiNapoli: Better Oversight and Monitoring Needed to Address Teacher Shortages · osc.ny.gov
- Fulton City School District · fultoncsd.org
- Fulton City School District · fultoncsd.org
- Job Posting · fultoncsd.recruitfront.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
New York State teacher shortage 2026 substitute teachers school staffing vacancies data NYSED OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Fulton City School District NY substitute teacher vacancies staffing elementary school substitute coverage OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |