Are coding bootcamp job placement statistics audited and trustworthy based on recent reports from consumer advocacy groups
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are coding bootcamp job placement statistics audited and trustworthy based on recent reports from consumer advocacy groups
4 real searches · 1 real-search pass
consumer advocacy group report coding bootcamp job placement rates audited trustworthy CIRR 2024 2025 outcomes statisticsGoogle ↗
OBSERVEDConsequence
coding bootcamp job placement statistics consumer advocacy reports audited trustworthy CIRR FTC 2024 2025 2026Google ↗
OBSERVEDOther / navigational
consumer protection investigation coding bootcamp employment outcomes placement rate misleading claims reportGoogle ↗
OBSERVEDReason
Council on Integrity in Results Reporting CIRR audit methodology bootcamp outcomes verificationGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
consumer advocacy group report coding bootcamp job placement rates audited trustworthy CIRR 2024 2025 outcomes statistics Google ↗
coding bootcamp job placement statistics consumer advocacy reports audited trustworthy CIRR FTC 2024 2025 2026 Google ↗
consumer protection investigation coding bootcamp employment outcomes placement rate misleading claims report Google ↗
Council on Integrity in Results Reporting CIRR audit methodology bootcamp outcomes verification Google ↗
- Coding Bootcamp Claims: The truth behind the numbers - National Consumers League · nclnet.org
- Council on Integrity in Results Reporting (CIRR) · cirr.org
- Make Informed Decisions About Bootcamps · cirr.org
- CIRR and Bootcamps · switchup.org
- CIRR school outcome reports · cirr.org
- Are Coding Bootcamps Worth It in 2026? What the Data Says · boot.dev
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
consumer advocacy group report coding bootcamp job placement rates audited trustworthy CIRR 2024 2025 outcomes statistics OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
coding bootcamp job placement statistics consumer advocacy reports audited trustworthy CIRR FTC 2024 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
consumer protection investigation coding bootcamp employment outcomes placement rate misleading claims report OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Council on Integrity in Results Reporting CIRR audit methodology bootcamp outcomes verification OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |