Compare the ROI of coding bootcamp certificates versus hiring self taught developers with strong GitHub portfolios for my startup.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the ROI of coding bootcamp certificates versus hiring self taught developers with strong GitHub portfolios for my startup.
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
coding bootcamp graduate employment outcomes cost 2025 2026 CIRR report Google ↗
software developer hiring skills based hiring work samples GitHub portfolio evidence research Google ↗
- Are Coding Bootcamps Worth It in 2025? · coursereport.com
- Coding Bootcamps in 2026: Your Complete Guide · coursereport.com
- Explore Verified Coding Bootcamp Outcomes · cirr.org
- Make Informed Decisions About Bootcamps · cirr.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
coding bootcamp graduate employment outcomes cost 2025 2026 CIRR report OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
software developer hiring skills based hiring work samples GitHub portfolio evidence research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |