What are the most common reasons people drop out of expensive coding bootcamps and lose their non-refundable deposit money?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most common reasons people drop out of expensive coding bootcamps and lose their non-refundable deposit money?
3 real searches · 1 real-search pass
coding bootcamp dropout reasons attrition students financial academic workload nonrefundable depositGoogle ↗
OBSERVEDReason
coding bootcamp completion rates withdrawal reasons student outcomes CIRR reportGoogle ↗
OBSERVEDReason
coding bootcamp complaints refund deposit misleading advertising student experiencesGoogle ↗
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). 2 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 dropout reasons attrition students financial academic workload nonrefundable deposit Google ↗
coding bootcamp completion rates withdrawal reasons student outcomes CIRR report Google ↗
coding bootcamp complaints refund deposit misleading advertising student experiences Google ↗
- Who’s coding? An analysis of UK bootcamp experiences and outcomes - Kate M. Miltner, Gitit Kadar-Satat, Emily Ashton, Lauren Scorer, 2026 · journals.sagepub.com
- Evaluation of Skills Bootcamps - 2021–22 (Wave 2) Completions & Outcomes Report · files.eric.ed.gov
- Evaluation of Skills Bootcamps Wave 2 Implementation Report updated September 2024 · files.eric.ed.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
coding bootcamp dropout reasons attrition students financial academic workload nonrefundable deposit OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
coding bootcamp completion rates withdrawal reasons student outcomes CIRR report OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
coding bootcamp complaints refund deposit misleading advertising student experiences OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |