My son is trying to decide between attending a traditional four year university computer science program or a fast paced coding bootcamp like General Assembly this fall.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My son is trying to decide between attending a traditional four year university computer science program or a fast paced coding bootcamp like General Assembly this fall.
3 real searches · 1 real-search pass
computer science bachelor's degree vs coding bootcamp employment outcomes employers degree requirements 2025 General Assembly outcomes reportGoogle ↗
OBSERVEDComparison
BLS software developers education bachelor's degree occupational outlook 2025Google ↗
OBSERVEDShort fact
General Assembly software engineering bootcamp outcomes report job placement 2025Google ↗
OBSERVEDConsequence
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
computer science bachelor's degree vs coding bootcamp employment outcomes employers degree requirements 2025 General Assembly outcomes report Google ↗
BLS software developers education bachelor's degree occupational outlook 2025 Google ↗
General Assembly software engineering bootcamp outcomes report job placement 2025 Google ↗
- Software Developers, Quality Assurance Analysts, and Testers : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics · bls.gov
- Computer and Information Technology Occupations : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics · bls.gov
- General Assembly Outcomes Report 2020 · ga-public-downloads.s3.amazonaws.com
- General Assembly Reviews and Student Outcomes · coursereport.com
- Software Engineering Bootcamp · generalassemb.ly
- General Assembly’s 2026 Catalog United States · ga-public-downloads.s3.us-east-1.amazonaws.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
computer science bachelor's degree vs coding bootcamp employment outcomes employers degree requirements 2025 General Assembly outcomes report OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
BLS software developers education bachelor's degree occupational outlook 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
General Assembly software engineering bootcamp outcomes report job placement 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |