How do I calculate the ROI for a school district utilizing our agency to solve their middle school teacher shortage?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I calculate the ROI for a school district utilizing our agency to solve their middle school 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
school district cost of teacher vacancies substitute teachers recruitment turnover financial costs study Google ↗
RAND teacher vacancies substitute teachers districts 2024 costs staffing shortages Google ↗
- Tighter district budgets call for strategic district responses · publications.csba.org
- About 2024 Teacher Turnover Calculations · learningpolicyinstitute.org
- 2024 Update: What's the Cost of Teacher Turnover? · learningpolicyinstitute.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
school district cost of teacher vacancies substitute teachers recruitment turnover financial costs study OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
RAND teacher vacancies substitute teachers districts 2024 costs staffing shortages OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |