What do recent hiring managers actually think about coding bootcamp certificates from App Academy versus General Assembly in the current software engineering market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent hiring managers actually think about coding bootcamp certificates from App Academy versus General Assembly in the current software engineering market?
3 real searches · 1 real-search pass
2025 2026 software engineering hiring managers opinions coding bootcamp graduates certificates App Academy General Assembly hiring surveyGoogle ↗
OBSERVEDReason
Reddit hiring manager bootcamp App Academy General Assembly certificate software engineer hiring 2025 2026Google ↗
OBSERVEDOther / navigational
App Academy outcomes employment report 2025 General Assembly outcomes report software engineering bootcampGoogle ↗
OBSERVEDConsequence
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). 3 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
2025 2026 software engineering hiring managers opinions coding bootcamp graduates certificates App Academy General Assembly hiring survey Google ↗
Reddit hiring manager bootcamp App Academy General Assembly certificate software engineer hiring 2025 2026 Google ↗
App Academy outcomes employment report 2025 General Assembly outcomes report software engineering bootcamp Google ↗
- economicgraph.linkedin.com · economicgraph.linkedin.com
- Do Coding Bootcamps Get You Jobs? Yes · tripleten.com
- App Academy Reviews and Student Outcomes · coursereport.com
- General Assembly Reviews and Student Outcomes · coursereport.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 software engineering hiring managers opinions coding bootcamp graduates certificates App Academy General Assembly hiring survey OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Reddit hiring manager bootcamp App Academy General Assembly certificate software engineer hiring 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
App Academy outcomes employment report 2025 General Assembly outcomes report software engineering bootcamp OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |