解析GitHub Copilot的感知生产力.pdf

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1、SERT Conference 2024Viggo Tellefsen WivestadResearcher&data scientistUnpacking the Perceived Productivity of GitHub CopilotTechnology for a better societyGitHub Copilot Official launch June 2022 AI-based coding assistant Codex:LLM trained on English and codeTechnology for a better societySurvey RQ:W

2、hat are the effects of introducing GitHub Copilot as a developer tool?N=Technology for a better societySelf-assessment by Copilot preview usersTechnology for a better societyhttps:/github.blog/2022-09-07-research-quantifying-github-copilots-impact-on-developer-productivity-and-happinessLikert scale:

3、Agreement by usersTechnology for a better societyI am more productive when using GitHub CopilotStrongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly agreeNum.repliesEffect(Agreement)Likert scale:Agreement between groupsTechnology for a better societyI generally feel productive when I code

4、Strongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly agreeNum.repliesLikert scale:Agreement between groupsTechnology for a better societyI generally feel productive when I codeStrongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly agreeNum.repliesLikert scale:Agreement between

5、groupsTechnology for a better societyEffect(Agreement)I generally feel productive when I codeStrongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly agreeNum.repliesThe greatest differencesConcern:GenAI might threaten collaborationLikert scale:Agreement vs.ChangeTechnology for a better soci

6、etyI am more productive when using GitHub CopilotEffectAmbiguousStrongly disagreeDisagreeNeither agree nor disagreeAgreeStrongly agreeLikert scale:Agreement vs.ChangeHow has GitHub Copilot changed your productivity?Major decreaseMinor decreaseNo changeMinor increaseMajor increase