Are coding bootcamp job guarantees legitimate or are they mostly marketing hype based on misleading placement statistics from last year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are coding bootcamp job guarantees legitimate or are they mostly marketing hype based on misleading placement statistics from last year?
3 real searches · 1 real-search pass
coding bootcamp job placement statistics 2024 2025 CIRR outcomes methodology job guarantee refund termsGoogle ↗
OBSERVEDComparison
FTC coding bootcamp job placement misleading statistics lawsuit job guarantee refund claimsGoogle ↗
OBSERVEDReason
Council on Integrity in Results Reporting bootcamp outcomes standards employment rate denominatorGoogle ↗
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 statistics 2024 2025 CIRR outcomes methodology job guarantee refund terms Google ↗
FTC coding bootcamp job placement misleading statistics lawsuit job guarantee refund claims Google ↗
Council on Integrity in Results Reporting bootcamp outcomes standards employment rate denominator Google ↗
- CFPB Sues Student Lender Climb Credit and Investment Firm 1/0 for Deceiving Borrowers About Coding Bootcamps and Vocational Programs · consumerfinance.gov
- CFPB Takes Action Against Climb Credit and Investment Firm 1/0 for Deceiving Borrowers About Coding Bootcamps and Vocational Programs · consumerfinance.gov
- Career Step, LLC, FTC v. · ftc.gov
- Career Step Refunds · ftc.gov
- CIRR school outcomes database · cirr.org
- Make Informed Decisions About Bootcamps · cirr.org
- 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 statistics 2024 2025 CIRR outcomes methodology job guarantee refund terms OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FTC coding bootcamp job placement misleading statistics lawsuit job guarantee refund claims OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Council on Integrity in Results Reporting bootcamp outcomes standards employment rate denominator OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |