can you review the pros and cons of setting up an internal apprenticeship program instead of hiring senior developers
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
can you review the pros and cons of setting up an internal apprenticeship program instead of hiring senior developers
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
software engineering apprenticeship programs employer benefits costs mentoring productivity evidence 2024 2025 Google ↗
DORA software delivery team experience senior developers mentoring onboarding productivity research Google ↗
- The Return on Investment (ROI) to Employers from Registered Apprenticeships · dol.gov
- Do Employers Earn Positive Returns to Investments in Apprenticeship? Evidence from Registered Programs under the American Apprenticeship Initiative (Kuehn et al., 2022) · beta.dol.gov
- New hires do struggle with productivity · dora.dev
- DORA · dora.dev
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
software engineering apprenticeship programs employer benefits costs mentoring productivity evidence 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
DORA software delivery team experience senior developers mentoring onboarding productivity research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |