How do engineering teams measure generative AI productivity gains when developers use tools like GitHub Copilot daily?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do engineering teams measure generative AI productivity gains when developers use tools like GitHub Copilot daily?
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
engineering productivity generative AI coding assistants measurement DORA metrics GitHub Copilot controlled study productivity code quality Google ↗
GitHub Copilot productivity study randomized controlled trial developers task completion time 2023 2024 Google ↗
- Impact of Generative AI in · dora.dev
- Research: How GitHub Copilot helps improve developer productivity · github.blog
- Research: Quantifying GitHub Copilot’s impact in the enterprise with Accenture · github.blog
- Does GitHub Copilot improve code quality? Here’s what the data says · github.blog
- The Productivity Effects of Generative AI: Evidence from a Field Experiment with GitHub Copilot · mit-genai.pubpub.org
- Research: quantifying GitHub Copilot’s impact on developer productivity and happiness · github.blog
- Productivity and Work aka.ms/nfw · microsoft.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
engineering productivity generative AI coding assistants measurement DORA metrics GitHub Copilot controlled study productivity code quality OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GitHub Copilot productivity study randomized controlled trial developers task completion time 2023 2024 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |