Which US coding bootcamps have the most transparent student outcome reports verified by third party auditors?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which US coding bootcamps have the most transparent student outcome reports verified by third party auditors?
6 real searches · 1 real-search pass
US coding bootcamps student outcomes reports third party audited CIRR member schools 2025 2026Google ↗
OBSERVEDConsequence
CIRR coding bootcamp outcomes report independent auditor verification methodology member schoolsGoogle ↗
OBSERVEDConsequence
coding bootcamp audited outcomes report third party auditor GAO FTC outcomes transparencyGoogle ↗
OBSERVEDConsequence
US coding bootcamps independently audited student outcomes reports CIRR 2024 2025 members audited outcomesGoogle ↗
OBSERVEDConsequence
Council on Integrity in Results Reporting CIRR audit methodology third party auditor bootcamp reports schoolsGoogle ↗
OBSERVEDReason
coding bootcamp outcomes report third party audited student outcomes 2024 App Academy Codesmith Hack ReactorGoogle ↗
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 (6)
Classes come from the query-classifier (a local Laya model). 3 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
US coding bootcamps student outcomes reports third party audited CIRR member schools 2025 2026 Google ↗
CIRR coding bootcamp outcomes report independent auditor verification methodology member schools Google ↗
coding bootcamp audited outcomes report third party auditor GAO FTC outcomes transparency Google ↗
US coding bootcamps independently audited student outcomes reports CIRR 2024 2025 members audited outcomes Google ↗
Council on Integrity in Results Reporting CIRR audit methodology third party auditor bootcamp reports schools Google ↗
coding bootcamp outcomes report third party audited student outcomes 2024 App Academy Codesmith Hack Reactor Google ↗
- Explore Verified Coding Bootcamp Outcomes · cirr.org
- Firsthand Education · readfirsthand.com
- Outcomes (new) · hackreactor.com
- Codesmith website · codesmith.io
- Code Platoon website · codeplatoon.org
- Outcomes · careersincode.org
- CIRR Reporting Standards | Setting the Benchmark for Tech Education Transparency · cirr.org
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
US coding bootcamps student outcomes reports third party audited CIRR member schools 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
CIRR coding bootcamp outcomes report independent auditor verification methodology member schools OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
coding bootcamp audited outcomes report third party auditor GAO FTC outcomes transparency OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
US coding bootcamps independently audited student outcomes reports CIRR 2024 2025 members audited outcomes OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Council on Integrity in Results Reporting CIRR audit methodology third party auditor bootcamp reports schools OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
coding bootcamp outcomes report third party audited student outcomes 2024 App Academy Codesmith Hack Reactor OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |