Are teacher residency programs cheaper in the long run than traditional hiring for solving chronic educator shortages in urban districts?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are teacher residency programs cheaper in the long run than traditional hiring for solving chronic educator shortages in urban districts?
3 real searches · 1 real-search pass
teacher residency programs cost effectiveness retention turnover cost urban districts study National Center for Teacher ResidenciesGoogle ↗
OBSERVEDReason
teacher turnover cost estimate district 2024 teacher residency return on investment studyGoogle ↗
OBSERVEDReason
teacher residency program evaluation retention rates cost study urban schoolsGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
teacher residency programs cost effectiveness retention turnover cost urban districts study National Center for Teacher Residencies Google ↗
teacher turnover cost estimate district 2024 teacher residency return on investment study Google ↗
teacher residency program evaluation retention rates cost study urban schools Google ↗
- Teacher residencies offer compelling solution to staffing shortages, although at a large investment · brookings.edu
- TABLE 1 Comparison of costs across non-traditiona · brookings.edu
- About 2024 Teacher Turnover Calculations · learningpolicyinstitute.org
- 2024 Update: What's the Cost of Teacher Turnover? · learningpolicyinstitute.org
- Teacher Residencies in California: Enrollment, Preparation, and Outcomes of Residency-Prepared Teachers · learningpolicyinstitute.org
- Teacher Residencies in California: Enrollment, Preparation, and Outcomes of Residency-Prepared Teachers · learningpolicyinstitute.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
teacher residency programs cost effectiveness retention turnover cost urban districts study National Center for Teacher Residencies OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
teacher turnover cost estimate district 2024 teacher residency return on investment study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
teacher residency program evaluation retention rates cost study urban schools OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |