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The research found that the increase in developer productivity due to AI could boost global GDP by over $1.5 trillion." /> <link rel="canonical" href="https://github.blog/news-insights/research/the-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot/" /> <meta property="og:locale" content="en_US" /> <meta property="og:type" content="article" /> <meta property="og:title" content="The economic impact of the AI-powered developer lifecycle and lessons from GitHub Copilot" /> <meta property="og:description" content="Today at Collision Conference we unveiled breaking new research on the economic and productivity impact of generative AI–powered developer tools. The research found that the increase in developer productivity due to AI could boost global GDP by over $1.5 trillion." /> <meta property="og:url" content="https://github.blog/news-insights/research/the-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot/" /> <meta property="og:site_name" content="The GitHub Blog" /> <meta property="article:published_time" content="2023-06-27T16:20:54+00:00" /> <meta property="article:modified_time" content="2024-05-14T18:24:22+00:00" /> <meta property="og:image" content="https://github.blog/wp-content/uploads/2023/06/image6-1.png?fit=1999%2C1050" /> <meta property="og:image:width" content="1999" /> <meta property="og:image:height" content="1050" /> <meta property="og:image:type" content="image/png" /> <meta name="author" content="Thomas Dohmke" /> <meta name="twitter:card" content="summary_large_image" /> <meta name="twitter:label1" content="Written by" /> <meta name="twitter:data1" content="Thomas Dohmke" /> <meta name="twitter:label2" content="Est. reading time" /> <meta name="twitter:data2" content="8 minutes" /> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"WebPage","@id":"https://github.blog/news-insights/research/the-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot/","url":"https://github.blog/news-insights/research/the-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot/","name":"The economic impact of the AI-powered developer lifecycle and lessons from GitHub Copilot - The GitHub Blog","isPartOf":{"@id":"https://github.blog/#website"},"primaryImageOfPage":{"@id":"https://github.blog/news-insights/research/the-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot/#primaryimage"},"image":{"@id":"https://github.blog/news-insights/research/the-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot/#primaryimage"},"thumbnailUrl":"https://github.blog/wp-content/uploads/2023/06/image6-1.png?fit=1999%2C1050","datePublished":"2023-06-27T16:20:54+00:00","dateModified":"2024-05-14T18:24:22+00:00","author":{"@id":"https://github.blog/#/schema/person/552d7b5c5d5515f3919cc4284e67c61e"},"description":"Today at Collision Conference we unveiled breaking new research on the economic and productivity impact of generative AI–powered developer tools. 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</li> <li id="menu-item-78868" class="p-5 py-xl-7 px-xl-8 col-4 color-bg-subtle card"><div class="d-block position-relative mb-3 rounded-2 tease-thumbnail overflow-hidden"><img width="800" height="425" src="https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?resize=800%2C425" class="tease-thumbnail__img d-block width-full height-auto aspect-ratio-1032-548 object-fit-cover" alt="" decoding="async" srcset="https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=800 800w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=400 400w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px" /></div><a href="https://github.blog/engineering/how-we-use-github-to-be-more-productive-collaborative-and-secure/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">How we use GitHub to be more productive, collaborative, and secure</a><p class="mb-3 f5 color-fg-muted">Our engineering and security teams do some incredible work. Let’s take a look at how we use GitHub to be more productive, build collaboratively, and shift security left.</p><span class="Link d-inline-flex flex-items-center" role="presentation">Learn more<svg xmlns="http://www.w3.org/2000/svg" class="octicon d-block ml-1 mt-1" viewBox="0 0 12 12" width="12" height="12"><path d="M4.7 10c-.2 0-.4-.1-.5-.2-.3-.3-.3-.8 0-1.1L6.9 6 4.2 3.3c-.3-.3-.3-.8 0-1.1.3-.3.8-.3 1.1 0l3.3 3.2c.3.3.3.8 0 1.1L5.3 9.7c-.2.2-.4.3-.6.3Z"></path></svg></span></li> </ul> </li> <li id="menu-item-78832"><a href="https://github.blog/enterprise-software/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78832-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Enterprise software<svg viewBox="0 0 16 16" width="16" height="16" class="octicon d-block ml-1 mt-1 color-fg-muted" role="presentation"><path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path></svg></a> <ul class="dropdown d-flex flex-wrap width-full position-absolute left-0 list-style-none mt-2 rounded-3 z-3 overflow-hidden color-border-subtle" aria-label="Enterprise software sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78832-dropdown" tabindex="-1"> <li id="menu-item-78869" class="flex-1 p-5 py-xl-7 px-xl-7"><div class="col-9 mb-4 mb-lg-7"><a href="https://github.blog/enterprise-software/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">Enterprise software<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right ml-1 mt-1" role="presentation"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a><p class="mt-1 my-0 f4 color-fg-muted">Explore how to write, build, and deploy enterprise software at scale.</p></div> <ul class="d-flex flex-wrap list-style-none" aria-label="Enterprise software sub-menu"> <li id="menu-item-78833" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/enterprise-software/automation/" class="d-block f4 color-fg-default text-bold">Automation</a><p class="mb-0 f5 color-fg-muted">Automating your way to faster and more secure ships.</p></li> <li id="menu-item-78834" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/enterprise-software/ci-cd/" class="d-block f4 color-fg-default text-bold">CI/CD</a><p class="mb-0 f5 color-fg-muted">Guides on continuous integration and delivery.</p></li> <li id="menu-item-78835" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right pt-2 pt-lg-4"><a 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https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.43.47 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px" /></div><a href="https://resources.github.com/artificial-intelligence/how-enterprise-engineering-teams-can-successfully-adopt-ai/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">How enterprise engineering teams can successfully adopt AI</a><p class="mb-3 f5 color-fg-muted">Learn how to bring AI to your engineering teams and maximize the value that you get from it.</p><span class="Link d-inline-flex flex-items-center" role="presentation">Learn more<svg xmlns="http://www.w3.org/2000/svg" class="octicon d-block ml-1 mt-1" viewBox="0 0 12 12" width="12" height="12"><path d="M4.7 10c-.2 0-.4-.1-.5-.2-.3-.3-.3-.8 0-1.1L6.9 6 4.2 3.3c-.3-.3-.3-.8 0-1.1.3-.3.8-.3 1.1 0l3.3 3.2c.3.3.3.8 0 1.1L5.3 9.7c-.2.2-.4.3-.6.3Z"></path></svg></span></li> </ul> </li> <li id="menu-item-78840"><a href="https://github.blog/news-insights/" 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The research found that the increase in developer productivity due to AI could boost global GDP by over $1.5 trillion.</p> </div> </div> <div class="offset-lg-1 col-lg-10"> <div class="position-relative overflow-hidden rounded-2 z-1"> <svg aria-hidden="true" width="1032" height="548" class=" d-block width-full height-auto" role="presentation"></svg> <img width="1600" height="850" src="https://github.blog/wp-content/uploads/2023/06/image6-1.png?resize=1600%2C850" class="d-block cover-image wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image6-1.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image6-1.png?w=1600 1600w, https://github.blog/wp-content/uploads/2023/06/image6-1.png?w=800 800w, https://github.blog/wp-content/uploads/2023/06/image6-1.png?w=400 400w, https://github.blog/wp-content/uploads/2023/06/image6-1.png?w=1032 1032w, https://github.blog/wp-content/uploads/2023/06/image6-1.png?w=516 516w" sizes="auto, (max-width: 1600px) 100vw, 1600px" /> </div> </div> </div> </div> <div class="position-absolute bottom-0 width-full" style="background:#fff; height:80px;"></div> </header> <section class="container-xl mx-auto p-responsive-blog mt-4"> <div class="gutter-spacious"> <div class="col-12 offset-lg-1 col-lg-10"> <div class="d-lg-flex flex-justify-between flex-items-center"> <div class="mb-4 mb-lg-0"> <div class="mb-1"> <div class="d-flex flex-items-center mb-6px"> <span> <span class="text-bold"> <a href="https://github.blog/author/ashtom/" title="Posts by Thomas Dohmke" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Thomas Dohmke</a><span class="mx-2">·</span><a target="_blank" href="https://github.com/ashtom" class="Link--primary" aria-label="GitHub profile of ashtom">@ashtom</a> </span> </span> </div> </div> <div data-color-mode="auto" data-light-theme="light_tritanopia" class="d-flex flex-column flex-md-row text-mono color-fg-muted"> <time datetime="2023-06-27" class="d-block"> June 27, 2023 </time> <span class="d-none d-md-block mx-3">|</span> <time datetime="2024-05-14" class="d-block mt-1 mt-md-0"> Updated May 14, 2024 </time> <div class="d-flex flex-items-center mt-2 mt-md-0"> <span class="d-none d-md-block mx-3">|</span> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16" class="mr-2"> <path fill="currentcolor" d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7-3.25v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5a.75.75 0 0 1 1.5 0Z"></path> </svg> 8 minutes </div> </div> </div> <ul class="list-style-none d-flex flex-items-center"> <li> <span class="text-semibold"> Share: </span> </li> <li class="ml-3"> <a href="https://x.com/share?text=The%20economic%20impact%20of%20the%20AI-powered%20developer%20lifecycle%20and%20lessons%20from%20GitHub%20Copilot&url=https%3A%2F%2Fgithub.blog%2Fnews-insights%2Fresearch%2Fthe-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" aria-label="Share on X"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 1227" width="10" height="10"> <path d="M714.163 519.284L1160.89 0H1055.03L667.137 450.887L357.328 0H0L468.492 681.821L0 1226.37H105.866L515.491 750.218L842.672 1226.37H1200L714.137 519.284H714.163ZM569.165 687.828L521.697 619.934L144.011 79.6944H306.615L611.412 515.685L658.88 583.579L1055.08 1150.3H892.476L569.165 687.854V687.828Z" fill="currentColor" /> </svg> </a> </li> <li class="ml-3"> <a href="https://www.facebook.com/sharer/sharer.php?t=The%20economic%20impact%20of%20the%20AI-powered%20developer%20lifecycle%20and%20lessons%20from%20GitHub%20Copilot&u=https%3A%2F%2Fgithub.blog%2Fnews-insights%2Fresearch%2Fthe-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" aria-label="Share on Facebook"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 15.3 15.4" width="10" height="10"> <path d="M14.5 0H.8a.88.88 0 0 0-.8.9v13.6a.88.88 0 0 0 .8.9h7.3v-6h-2V7.1h2V5.4a2.87 2.87 0 0 1 2.5-3.1h.5a10.87 10.87 0 0 1 1.8.1v2.1h-1.3c-1 0-1.1.5-1.1 1.1v1.5h2.3l-.3 2.3h-2v5.9h3.9a.88.88 0 0 0 .9-.8V.8a.86.86 0 0 0-.8-.8z" fill="currentColor" /> </svg> </a> </li> <li class="ml-3"> <a href="https://www.linkedin.com/shareArticle?title=The%20economic%20impact%20of%20the%20AI-powered%20developer%20lifecycle%20and%20lessons%20from%20GitHub%20Copilot&url=https%3A%2F%2Fgithub.blog%2Fnews-insights%2Fresearch%2Fthe-economic-impact-of-the-ai-powered-developer-lifecycle-and-lessons-from-github-copilot%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" aria-label="Share on LinkedIn"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 19 18" width="10" height="10"> <path d="M3.94 2A2 2 0 1 1 2 0a2 2 0 0 1 1.94 2zM4 5.48H0V18h4zm6.32 0H6.34V18h3.94v-6.57c0-3.66 4.77-4 4.77 0V18H19v-7.93c0-6.17-7.06-5.94-8.72-2.91z" fill="currentColor" /> </svg> </a> </li> </ul> </div> <div class="indigo-separator mt-4"></div> </div> </div> </section> <div class="container-xl mx-auto p-responsive-blog mt-4 mt-md-7 mb-7 mb-md-9"> <div class="d-flex flex-wrap flex-justify-center gutter-spacious"> <section class="col-12 col-md-8 col-lg-7 post__content post-72682 post type-post status-publish format-standard has-post-thumbnail hentry category-news-insights category-research tag-ai tag-ai-insights tag-artificial-intelligence tag-developer-experience tag-generative-ai tag-github-copilot tag-research"> <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd"> <html><body><p>Almost one year ago, <a href="https://github.blog/2022-06-21-github-copilot-is-generally-available-to-all-developers/">we launched GitHub Copilot to the world</a>. At the time, it felt like a leap into the unknown: We were introducing the first at-scale AI pair programmer to the world’s developers, and were cautiously optimistic. But now I am overwhelmingly confident in the promise of this technology. One year later, we have witnessed a sea change in software development.</p> <p>Today, GitHub Copilot has been activated by more than one million developers and adopted by over 20,000 organizations. It has generated over three billion accepted lines of code, and is the world’s most widely adopted AI developer tool.</p> <p>From productivity analysis to developer happiness, we have been collecting research and data on GitHub Copilot that will help us continue to improve and adapt our models. As we have recently passed the one-year anniversary of GitHub Copilot’s launch, I’m sharing key insights we’ve discovered along the way, and <a href="https://arxiv.org/abs/2306.15033">breaking research released today</a> that includes the economic impact of the AI-powered developer lifecycle. Let’s dive in.</p> <aside class="p-4 p-md-6 post-aside--large"><p class="h5-mktg gh-aside-title">Want to learn more?</p><p>These findings come from research we conducted with the analyst firm Keystone.AI and Harvard Business School professor Marco Iansiti. Our goal? To explore the immediate and long-term impact generative AI will have on developer productivity, the global economy and the open source ecosystem.</p> <p><a href="https://arxiv.org/abs/2306.15033">Get the research</a></p> </aside> </p><h2 id="generative-ai-signals-a-sea-change-in-software-development">Generative AI signals a sea change in software development<a href="#generative-ai-signals-a-sea-change-in-software-development" class="heading-link pl-2 text-italic text-bold" aria-label="Generative AI signals a sea change in software development"></a></h2> <p><strong>GitHub Copilot is turbocharging developer productivity</strong>. Analysis on a large sample of GitHub Copilot users (n = 934,533) reveals a sizable productivity impact. On average, within the first year in the market, users accept nearly 30% of code suggestions from GitHub Copilot and report increased productivity from these acceptances. Furthermore, we found that over time, the acceptance rate steadily increased as developers became more familiar with the tool. This suggests that GitHub Copilot has a large runway to continue its impact on developer productivity, as users become more accustomed to developing software with it.</p> <figure id="attachment_72684" class="wp-caption aligncenter mx-0"><img data-recalc-dims="1" decoding="async" width="1999" height="1050" class="width-fit size-large wp-image-72684 width-fit" src="https://github.blog/wp-content/uploads/2023/06/image5-1.png?w=1024&resize=1999%2C1050" alt="This figure shows the acceptance rate of GitHub Copilot recommendations over time." loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image5-1.png?w=1999 1999w, https://github.blog/wp-content/uploads/2023/06/image5-1.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image5-1.png?w=768 768w, https://github.blog/wp-content/uploads/2023/06/image5-1.png?w=1024 1024w, https://github.blog/wp-content/uploads/2023/06/image5-1.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="text-mono color-fg-muted mt-14px f5-mktg">This figure shows the acceptance rate of GitHub Copilot recommendations over time.</figcaption></figure> <p><strong>AI developer productivity benefits could boost global GDP by over $1.5 trillion</strong>. Using 30% productivity enhancement, with a projected number of 45 million professional developers in 2030, generative AI developer tools could add productivity gains of an additional 15 million “effective developers” to worldwide capacity by 2030. This could boost global GDP by over $1.5 trillion, a boon to economic activity generated by this one group of workers. We know that the demand for software and developers will likely increase—as it has throughout the history of developer tools–and these productivity gains will continue to trigger an enormous impact, as developers seize new opportunities to utilize AI for solutions design and accelerate digital transformation worldwide.</p> <figure id="attachment_72685" class="wp-caption aligncenter mx-0"><img data-recalc-dims="1" decoding="async" width="1999" height="1050" class="width-fit size-large wp-image-72685 width-fit" src="https://github.blog/wp-content/uploads/2023/06/image3-3.png?w=1024&resize=1999%2C1050" alt="AI-powered developer tools could benefit global GDP by as much as $1.5 trillion with the productivity gains of “15 million” effective developers." loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image3-3.png?w=1999 1999w, https://github.blog/wp-content/uploads/2023/06/image3-3.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image3-3.png?w=768 768w, https://github.blog/wp-content/uploads/2023/06/image3-3.png?w=1024 1024w, https://github.blog/wp-content/uploads/2023/06/image3-3.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="text-mono color-fg-muted mt-14px f5-mktg">AI-powered developer tools could benefit global GDP by as much as $1.5 trillion with the productivity gains of “15 million” effective developers.</figcaption></figure> <p><strong>Less experienced developers benefit more from GitHub Copilot</strong>. Our study also found that less experienced developers have a greater advantage with tools like GitHub Copilot, which is corroborated by other studies, including <a href="https://arxiv.org/abs/2302.06590">our own previous experiments</a> on the impact of AI on developer productivity. As developers use these tools to upskill, they will become more fluent in prompting and interacting with AI to power the development lifecycle. This will ultimately help democratize software development for more people, help close the labor gap, and establish AI pair programming tools as part of the standard developer education experience.</p> <figure id="attachment_72686" class="wp-caption aligncenter mx-0"><img data-recalc-dims="1" decoding="async" width="1999" height="1050" class="width-fit size-large wp-image-72686 width-fit" src="https://github.blog/wp-content/uploads/2023/06/image7-2.png?w=1024&resize=1999%2C1050" alt="This figure shows that developers with less experience benefit relatively more than more experienced developers." loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image7-2.png?w=1999 1999w, https://github.blog/wp-content/uploads/2023/06/image7-2.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image7-2.png?w=768 768w, https://github.blog/wp-content/uploads/2023/06/image7-2.png?w=1024 1024w, https://github.blog/wp-content/uploads/2023/06/image7-2.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="text-mono color-fg-muted mt-14px f5-mktg">This figure shows that developers with less experience benefit relatively more than more experienced developers.</figcaption></figure> <p><strong>GitHub is the engineering system for the age of AI</strong>. We also observed an explosion of open source innovation on GitHub. According to our ecosystem analysis of AI repositories on GitHub, the landscape that makes up those working on generative AI is diverse, from big tech companies to individuals. And open source activity around generative AI projects, based on our analysis of GitHub repositories and commits, has increased exponentially. We expect open source developers on GitHub to drive the next wave of AI innovation.</p> <figure id="attachment_72687" class="wp-caption aligncenter mx-0"><img data-recalc-dims="1" decoding="async" width="1999" height="1050" class="width-fit size-large wp-image-72687 width-fit" src="https://github.blog/wp-content/uploads/2023/06/image2-5.png?w=1024&resize=1999%2C1050" alt="This figure shows the monthly growth in the number of commits in generative AI repositories on GitHub." loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image2-5.png?w=1999 1999w, https://github.blog/wp-content/uploads/2023/06/image2-5.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image2-5.png?w=768 768w, https://github.blog/wp-content/uploads/2023/06/image2-5.png?w=1024 1024w, https://github.blog/wp-content/uploads/2023/06/image2-5.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="text-mono color-fg-muted mt-14px f5-mktg">This figure shows the monthly growth in the number of commits in generative AI repositories on GitHub.</figcaption></figure> <h2 id="faster-happier-developers">Faster, happier developers<a href="#faster-happier-developers" class="heading-link pl-2 text-italic text-bold" aria-label="Faster, happier developers"></a></h2> <p>Previous research examined not only the acceptance rate, but the speed at which developers completed tasks with GitHub Copilot. For example, we found in a quantitative research study that<a href="https://github.blog/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness/"> developers completed tasks 55% faster with GitHub Copilot</a>. Moreover, our early research found that <a href="https://github.blog/2023-02-14-github-copilot-for-business-is-now-available/">46% of code was completed by GitHub Copilot in those files where it was enabled</a>. These are impressive figures, but productivity for productivity’s sake means nothing—we built GitHub Copilot for the sake of developer happiness. This is GitHub Copilot’s inherent purpose.</p> <p>And it’s been a success in that regard, too. <a href="https://github.blog/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness/">In one survey</a>, 75% of developers said they felt more fulfilled when using GitHub Copilot. <a href="https://github.blog/2023-06-13-survey-reveals-ais-impact-on-the-developer-experience/">In another survey</a>, developers said the top benefit of AI coding tools was improving their coding language skills, which developers also said can lead to a more positive workday. More productive, more satisfied, and more capable developers—that’s exactly what GitHub Copilot is all about.</p> <figure id="attachment_72688" class="wp-caption aligncenter mx-0"><img data-recalc-dims="1" decoding="async" width="1999" height="1050" class="width-fit size-large wp-image-72688 width-fit" src="https://github.blog/wp-content/uploads/2023/06/image1-3.png?w=1024&resize=1999%2C1050" alt="Top-level findings that show GitHub Copilot helps developers code faster, completes up to 46% of code, and leaves developers feeling more fulfilled at work." loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image1-3.png?w=1999 1999w, https://github.blog/wp-content/uploads/2023/06/image1-3.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image1-3.png?w=768 768w, https://github.blog/wp-content/uploads/2023/06/image1-3.png?w=1024 1024w, https://github.blog/wp-content/uploads/2023/06/image1-3.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="text-mono color-fg-muted mt-14px f5-mktg">Top-level findings that show GitHub Copilot helps developers code faster, completes up to 46% of code, and leaves developers feeling more fulfilled at work.</figcaption></figure> <h2 id="our-impact-with-github-copilot-for-business">Our impact with GitHub Copilot for Business<a href="#our-impact-with-github-copilot-for-business" class="heading-link pl-2 text-italic text-bold" aria-label="Our impact with GitHub Copilot for Business"></a></h2> <p>The economic impact of generative AI over the next decade will be profound—and we’re already seeing large-scale adoption of AI coding tools like GitHub Copilot by developers and companies. In a recent survey, 92% of developers said they use AI tools both in and outside of work, which underscores how quickly these tools are redefining the <a href="https://github.blog/2023-06-13-survey-reveals-ais-impact-on-the-developer-experience/">overall developer experience</a>.</p> <p><a href="https://github.blog/2023-02-14-github-copilot-for-business-is-now-available/">We launched GitHub Copilot for Business</a> earlier this year to bring the power of generative AI to organizations of all sizes, regardless of whether they use GitHub to build software. Three months later, more than 10,000 companies were already using it—and today, more than 20,000 organizations are using GitHub Copilot for Business.</p> <figure id="attachment_72690" class="wp-caption aligncenter mx-0"><img data-recalc-dims="1" decoding="async" width="1999" height="1050" class="width-fit size-large wp-image-72690 width-fit" src="https://github.blog/wp-content/uploads/2023/06/image4-2.png?w=1024&resize=1999%2C1050" alt="More than 20,000 organizations are using Copilot for Business to accelerate their developers’ progress." loading="lazy" srcset="https://github.blog/wp-content/uploads/2023/06/image4-2.png?w=1999 1999w, https://github.blog/wp-content/uploads/2023/06/image4-2.png?w=300 300w, https://github.blog/wp-content/uploads/2023/06/image4-2.png?w=768 768w, https://github.blog/wp-content/uploads/2023/06/image4-2.png?w=1024 1024w, https://github.blog/wp-content/uploads/2023/06/image4-2.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="text-mono color-fg-muted mt-14px f5-mktg">More than 20,000 organizations are using Copilot for Business to accelerate their developers’ progress.</figcaption></figure> <p>And companies that use GitHub Copilot are seeing real results. Engineering teams at Duolingo, for instance, have <a href="https://github.com/customer-stories/duolingo">used GitHub Copilot for Business to achieve a 25% increase in developer velocity</a>. “With GitHub Copilot, our developers stay in the flow state and keep momentum instead of clawing through code libraries or documentation,” says Johnathan Burket, a senior engineering manager at Duolingo.</p> <p>Apart from this, we are increasingly seeing organizations require their applicants to test for software development jobs with GitHub Copilot, suggesting that AI pair programming will become a standard tool for testing applicants. This means that learning <em>how</em> to use generative AI tools will soon become a core competency of a software developer.</p> <h2 id="an-inextricable-link">An inextricable link<a href="#an-inextricable-link" class="heading-link pl-2 text-italic text-bold" aria-label="An inextricable link"></a></h2> <p>What we draw from all this is that generative AI is turbocharging developer productivity with gains that will ultimately drive a boom in GDP for the global economy and, in turn, a surge in demand for software developers. We’ve seen this throughout the history of developer tool innovations from compilers to open source, and we’re already seeing that again with GitHub Copilot and soon <a href="https://github.blog/2023-03-22-github-copilot-x-the-ai-powered-developer-experience/">GitHub Copilot X</a>. One year later, we’ve realized this collision of AI and the software developer will not lead to a decrease in developer jobs—it will lead to AI augmenting developer potential and accelerating human progress.</p> <p>As more developers adopt generative AI tools and <a href="https://github.blog/2023-06-20-how-to-write-better-prompts-for-github-copilot/">become fluent in the skill set of prompting with a copilot</a>, it is clear that this new way of software development has created an inextricable link between humankind and artificial intelligence that could well define how the world’s software is built for generations to come.</p> <p>And the world will be all the better for it.</p> <h3 id="learn-more-about-the-economic-impact-of-generative-ai">Learn more about the economic impact of generative AI<a href="#learn-more-about-the-economic-impact-of-generative-ai" class="heading-link pl-2 text-italic text-bold" aria-label="Learn more about the economic impact of generative AI"></a></h3> <p><a href="https://arxiv.org/abs/2306.15033">Get our latest research</a> with Keystone.AI into the economic impact of generative AI. You can also <a href="https://www.youtube.com/watch?v=lFdbHW-8Nhc&t=10086s">see the recording</a> of our keynote session at Collision.</p> <div class="post-content-cta"><p><strong>Want to learn how GitHub can help your organization do more with AI?</strong></p> <p>At <a href="https://galaxy.github.com/">GitHub Galaxy 2024</a>, we’ll explore cutting-edge research and best practices in the rapidly evolving world of AI—empowering your business to maximize productivity and innovate at scale.</p> <p><a href="https://galaxy.github.com/">Register now ></a></p> </div> </p></body></html> <section class="my-6 my-md-8 mt-md-0"> <hr class="post-tags-separator border-0 mt-0 mb-2" /> <div class="d-flex flex-items-start"> <h2 class="text-mono f4-mktg py-1 mr-3">Tags:</h2> <ul class="d-flex flex-wrap px-0 my-0 list-style-none post-tags"> <li class="my-0"> <a href="https://github.blog/tag/ai/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> AI </a> </li> <li class="my-0"> <a href="https://github.blog/tag/ai-insights/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> AI Insights </a> </li> <li class="my-0"> <a href="https://github.blog/tag/artificial-intelligence/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> artificial intelligence </a> </li> <li class="my-0"> <a href="https://github.blog/tag/developer-experience/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> developer experience </a> </li> <li class="my-0"> <a href="https://github.blog/tag/generative-ai/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> generative AI </a> </li> <li class="my-0"> <a href="https://github.blog/tag/github-copilot/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Copilot </a> </li> <li class="my-0"> <a href="https://github.blog/tag/research/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> research </a> </li> </ul> </div> </section> <div class="mt-8 mb-8 mb-md-0"> <h2 class="h5-mktg"> Written by </h2> <div class="gradient-separator mt-3 mb-4"></div> <article class="author-bio mb-5 mb-md-4"> <div class="author-bio__content"> <div class="author-bio__avatar"> <picture> <source srcset="https://secure.gravatar.com/avatar/46326e2a5a2cc69564a29dbaf1d13a63?s=200&d=mm&r=g" width="120" height="120" media="(min-width: 768px)" /> <img class="d-block circle" src="https://secure.gravatar.com/avatar/46326e2a5a2cc69564a29dbaf1d13a63?s=200&d=mm&r=g" alt="Thomas Dohmke" width="80" height="80" loading="lazy" decoding="async" > </picture> </div> <header class="author-bio__header"> <h3 class="f3-mktg text-bold mb-1"> <a href="https://github.blog/author/ashtom/" class="Link--primary color-fg-default">Thomas Dohmke</a> </h3> <p class="mb-0 f4 lh-condensed"> <a href="https://github.com/ashtom" target="_blank">@ashtom</a> </p> </header> <div class="author-bio__bio f4 lh-default"> <p>Fascinated by software development since his childhood in Germany, Thomas Dohmke has built a career building tools to accelerate developer happiness. Currently, Thomas is the Chief Executive Officer of GitHub, where he has overseen the rise of the world’s most widely adopted AI developer tools – including the launches of GitHub Copilot, Copilot Workspace, and GitHub Models. Thomas is a celebrated TED speaker and holds a PhD in mechanical engineering from University of Glasgow, UK.</p> </div> </div> </article> </div> </section> <aside id="sidebar" class="col-12 col-md-4 col-lg-3 post__sidebar" aria-label="Sidebar"> <section aria-label="Tags"> <ul class="d-none d-md-flex flex-items-start flex-wrap list-style-none mt-4 mt-md-0 mb-6 mb-md-8 post-tags"> <li class="my-0"> <a href="https://github.blog/tag/ai/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> AI </a> </li> <li class="my-0"> <a href="https://github.blog/tag/ai-insights/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> AI Insights </a> </li> <li class="my-0"> <a href="https://github.blog/tag/artificial-intelligence/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> artificial intelligence </a> </li> <li class="my-0"> <a 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id="ai-related-posts-title">More on <a href="https://github.blog/tag/ai/" class="Link--primary">AI</a></h2><article class="py-4 d-flex flex-column"><div class="col-12 tease-text"><h3 class="h6-mktg mb-12px"><a href="https://github.blog/developer-skills/githubs-top-blog-posts-of-2024/" class="Link--primary">GitHub’s top blogs of 2024</a></h3><div class="f4-mktg color-fg-muted"><p>Explore GitHub’s top blogs of 2024, featuring new tools, AI breakthroughs, and tips to level up your developer game.</p> </div><div class="d-flex flex-items-center mb-6px"> <span> <span class="text-bold"> <a href="https://github.blog/author/lclindeman/" title="Posts by Laura Lindeman" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Laura Lindeman</a> </span> </span> </div> </div></article><article class="py-4 d-flex flex-column border-top"><div class="col-12 tease-text"><h3 class="h6-mktg mb-12px"><a 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