Are coding bootcamp job placement rates actually truthful based on recent third party audits or are they still inflating those numbers with part time retail hires?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are coding bootcamp job placement rates actually truthful based on recent third party audits or are they still inflating those numbers with part time retail hires?
3 real searches · 1 real-search pass
coding bootcamp job placement rate third party audit outcomes reporting standards 2024 2025 2026 retail part-time jobs CIRR auditGoogle ↗
OBSERVEDReason
Council on Integrity in Results Reporting bootcamp audited outcomes employment definition full-time part-time unrelated jobsGoogle ↗
OBSERVEDReason
coding bootcamp placement rates misleading FTC lawsuit job placement claims audit recentGoogle ↗
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). 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
coding bootcamp job placement rate third party audit outcomes reporting standards 2024 2025 2026 retail part-time jobs CIRR audit Google ↗
Council on Integrity in Results Reporting bootcamp audited outcomes employment definition full-time part-time unrelated jobs Google ↗
coding bootcamp placement rates misleading FTC lawsuit job placement claims audit recent Google ↗
- CFPB Takes Action Against Coding Boot Camp BloomTech and CEO Austen Allred for Deceiving Students and Hiding Loan Costs · consumerfinance.gov
- CFPB Sues Student Lender Climb Credit and Investment Firm 1/0 for Deceiving Borrowers About Coding Bootcamps and Vocational Programs · consumerfinance.gov
- CIRR verified school reports · cirr.org
- CIRR Reporting Standards | Setting the Benchmark for Tech Education Transparency · cirr.org
- Firsthand Education · readfirsthand.com
- Are Coding Bootcamps Worth It in 2026? What the Data Says · boot.dev
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
coding bootcamp job placement rate third party audit outcomes reporting standards 2024 2025 2026 retail part-time jobs CIRR audit OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Council on Integrity in Results Reporting bootcamp audited outcomes employment definition full-time part-time unrelated jobs OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
coding bootcamp placement rates misleading FTC lawsuit job placement claims audit recent OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |