Between expensive coding bootcamp certificates and cheap university extension certificates which option provides a better ROI for career changers
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Between expensive coding bootcamp certificates and cheap university extension certificates which option provides a better ROI for career changers
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). 2 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
2025 2026 coding bootcamp outcomes employment rates CIRR report university extension certificates employer value career changers ROI Google ↗
BLS software developers web developers occupational outlook 2024 2034 education requirements Google ↗
- Explore Verified Coding Bootcamp Outcomes · cirr.org
- Make Informed Decisions About Bootcamps · cirr.org
- Web Developers and Digital Designers : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics · bls.gov
- Software Developers, Quality Assurance Analysts, and Testers : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics · bls.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 coding bootcamp outcomes employment rates CIRR report university extension certificates employer value career changers ROI OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
BLS software developers web developers occupational outlook 2024 2034 education requirements OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |