I run a small software startup and need to know if the Scrum Master certification actually helps improve team velocity or if it is just a resume builder.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I run a small software startup and need to know if the Scrum Master certification actually helps improve team velocity or if it is just a resume builder.
3 real searches · 1 real-search pass
empirical research Scrum Master certification impact team performance velocity certification agile teamsGoogle ↗
OBSERVEDReason
Scrum Guide Scrum Master effectiveness team effectiveness empirical study agile project performanceGoogle ↗
OBSERVEDReason
systematic literature review Scrum team performance velocity measurement certification Scrum MasterGoogle ↗
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
empirical research Scrum Master certification impact team performance velocity certification agile teams Google ↗
Scrum Guide Scrum Master effectiveness team effectiveness empirical study agile project performance Google ↗
systematic literature review Scrum team performance velocity measurement certification Scrum Master Google ↗
- Spearheading agile: the role of the scrum master in agile projects · research.monash.edu
- A Theory of Scrum Team Effectiveness | ACM Transactions on Software Engineering and Methodology · doi.org
- The Power of Scrum Mastery: An Analysis of Agile Team Performance and Scrum Master Influence · scitepress.org
- A Theory of Scrum Team Effectiveness (2023) · bishtref.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
empirical research Scrum Master certification impact team performance velocity certification agile teams OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Scrum Guide Scrum Master effectiveness team effectiveness empirical study agile project performance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
systematic literature review Scrum team performance velocity measurement certification Scrum Master OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |