{"title":"Firms' GitHub Copilot adoption and labor market outcomes for software engineers","authors":"Matthew Baird, Mar Carpanelli, Brian Xu, Kevin Xu","doi":"10.1111/coep.70035","DOIUrl":null,"url":null,"abstract":"<p>Using LinkedIn and GitHub data, this paper examines how firms' adoption of GitHub Copilot (GHC), a generative AI coding assistant, relates to software engineer (SWE) skills and labor outcomes. GHC adoption is associated with around a 3%–5% higher monthly probability of hiring SWEs, driven by entry-level hires. New hires exhibit around 5% more non-programming skills, with no decrease in coding skills. These findings are consistent with, for SWEs, GAI's productivity impacts and creation of new tasks outweighing potential displacement effects from automation of some SWE tasks.</p>","PeriodicalId":47364,"journal":{"name":"Contemporary Economic Policy","volume":"44 4","pages":"767-788"},"PeriodicalIF":1.0000,"publicationDate":"2026-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Contemporary Economic Policy","FirstCategoryId":"96","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/coep.70035","RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/4/22 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
Using LinkedIn and GitHub data, this paper examines how firms' adoption of GitHub Copilot (GHC), a generative AI coding assistant, relates to software engineer (SWE) skills and labor outcomes. GHC adoption is associated with around a 3%–5% higher monthly probability of hiring SWEs, driven by entry-level hires. New hires exhibit around 5% more non-programming skills, with no decrease in coding skills. These findings are consistent with, for SWEs, GAI's productivity impacts and creation of new tasks outweighing potential displacement effects from automation of some SWE tasks.
期刊介绍:
Contemporary Economic Policy publishes scholarly economic research and analysis on issues of vital concern to business, government, and other decision makers. Leading western scholars, including three Nobel laureates, are among CEP"s authors. The objectives are to communicate results of high quality economic analysis to policymakers, focus high quality research and analysis on current policy issues of widespread concern, increase knowledge among economists of features of the economy key to understanding the impact of policy, and to advance methods of policy analysis.