Who is using AI to code? Global diffusion and impact of generative AI

Generative coding tools promise big productivity gains, but uneven uptake could widen skill and income gaps. We train a neural classifier to spot artificial intelligence (AI)-generated Python functions in more than 30 million GitHub commits by 160,097 software developers, tracking how fast, and where, these tools take hold. Currently, AI writes an estimated 29% of Python functions in the US-a shrinking lead over other countries. We estimate that quarterly output, measured in online code contributions, consequently increased by 3.6%. AI seems to benefit experienced, senior-level developers: They increased productivity and more readily expanded into new domains of software development. By contrast, early-career developers showed no significant benefits from AI adoption. This may widen skill gaps and reshape future career ladders in software development.

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Publication Details

Journal
Science
Published
2026-01-22
DOI
https://doi.org/10.1126/science.adz9311
Citations
1
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
17.70
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article

Who is using AI to code? Global diffusion and impact of generative AI

Simone Daniotti, Johannes Wachs, Frank Neffke, Xiangnan Feng
1 citations
Science
Artificial Intelligence in Healthcare and Education
17.70
article

Who is using AI to code? Global diffusion and impact of generative AI

Simone Daniotti, Johannes Wachs, Frank Neffke, Xiangnan Feng
article en
1 citations

Abstract

Generative coding tools promise big productivity gains, but uneven uptake could widen skill and income gaps. We train a neural classifier to spot artificial intelligence (AI)-generated Python functions in more than 30 million GitHub commits by 160,097 software developers, tracking how fast, and where, these tools take hold. Currently, AI writes an estimated 29% of Python functions in the US-a shrinking lead over other countries. We estimate that quarterly output, measured in online code contributions, consequently increased by 3.6%. AI seems to benefit experienced, senior-level developers: They increased productivity and more readily expanded into new domains of software development. By contrast, early-career developers showed no significant benefits from AI adoption. This may widen skill gaps and reshape future career ladders in software development.

ScienceVol. 391(6787)
Eötvös Loránd University (HU), Corvinus University of Budapest (HU), Utrecht University (NL), SPX Transformer Solutions (United States) (US), Complexity Science Hub (AT), ELTE Centre for Economic and Regional Studies (HU)
Decent work and economic growth
Openalex Percentile: Top 2%
Artificial Intelligence in Healthcare and Education
17.70
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