What methodology do coding bootcamps use to audit their employment reporting to ensure graduation success rates reflect genuine tech placements?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What methodology do coding bootcamps use to audit their employment reporting to ensure graduation success rates reflect genuine tech placements?
3 real searches · 1 real-search pass
coding bootcamp employment outcomes audit methodology CIRR standards job placement verification graduate outcomesGoogle ↗
OBSERVEDConsequence
coding bootcamp job placement rate reporting audit independent verification employment outcomes methodologyGoogle ↗
OBSERVEDReason
CIRR standards outcomes reporting employment definition full time in field verification auditGoogle ↗
OBSERVEDDefinition
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 employment outcomes audit methodology CIRR standards job placement verification graduate outcomes Google ↗
coding bootcamp job placement rate reporting audit independent verification employment outcomes methodology Google ↗
CIRR standards outcomes reporting employment definition full time in field verification audit Google ↗
- CIRR Reporting Standards | Setting the Benchmark for Tech Education Transparency · cirr.org
- CIRR: Standardized Job Placement Data from Coding Bootcamps · coursereport.com
- Join CIRR · cirr.org
- Council on Integrity in Results Reporting (CIRR) · cirr.org
- Make Informed Decisions About Bootcamps · cirr.org
- Explore published school outcomes · cirr.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
coding bootcamp employment outcomes audit methodology CIRR standards job placement verification graduate outcomes OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
coding bootcamp job placement rate reporting audit independent verification employment outcomes methodology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CIRR standards outcomes reporting employment definition full time in field verification audit OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |