{"id":3619,"date":"2022-09-15T10:00:45","date_gmt":"2022-09-15T01:00:45","guid":{"rendered":"https:\/\/blog-github-com-develop.go-vip.co\/jp\/?p=3619"},"modified":"2022-09-15T09:31:57","modified_gmt":"2022-09-15T00:31:57","slug":"research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness","status":"publish","type":"post","link":"https:\/\/blog-github-com-develop.go-vip.co\/jp\/2022-09-15-research-quantifying-github-copilots-impact-on-developer-productivity-and-happiness\/","title":{"rendered":"\u8abf\u67fb\uff1aGitHub Copilot\u304c\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3068\u6e80\u8db3\u5ea6\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u6570\u5024\u5316"},"content":{"rendered":"<p style=\"font-size: 14px;\">\u7d041\u5e74\u524d\u306bGitHub 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\/>\n<p>\u79c1\u305f\u3061\u306f\u65e5\u3005\u3001\u3088\u308a\u5c11\u306a\u3044\u52b4\u529b\u3067\u3088\u308a\u591a\u304f\u306e\u3053\u3068\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u305f\u308a\u5de5\u7a0b\u3092\u7fd2\u6163\u5316\u3057\u305f\u308a\u3057\u3066\u3044\u307e\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3044\u3066\u306f\u3001\u4f5c\u696d\u306e\u52b9\u7387\u5316\u306e\u305f\u3081\u306b\u975e\u5e38\u306b\u591a\u304f\u306e\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u751f\u307f\u51fa\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3089\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306b\u75b2\u308c\u3092\u611f\u3058\u308b\u307b\u3069\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u30022021\u5e74\u306bGitHub Copilot\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30d7\u30ec\u30d3\u30e5\u30fc\u3092\u958b\u59cb\u3057\u305f\u3068\u304d\u3001\u79c1\u305f\u3061\u306f\u3001\u3053\u308c\u306b\u3088\u3063\u3066\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u304c\u5411\u4e0a\u3059\u308b\u3060\u308d\u3046\u3068\u3044\u3046\u4eee\u8aac\u3092\u7acb\u3066\u307e\u3057\u305f\u3002\u5b9f\u969b\u3001\u521d\u671f\u306e\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u300c\u751f\u7523\u6027\u304c\u5411\u4e0a\u3057\u305f\u300d\u3068\u3044\u3046\u5831\u544a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u30ea\u30ea\u30fc\u30b9\u304b\u3089\u6570\u304b\u6708\u5f8c\u3001\u79c1\u305f\u3061\u306f\u3001\u5b9a\u91cf\u7684\u304a\u3088\u3073\u5b9a\u6027\u7684\u306a\u8abf\u67fb\u3092\u884c\u3063\u3066\u3001\u305d\u306e\u52b9\u679c\u3092\u3088\u308a\u8a73\u3057\u304f\u7406\u89e3\u3057\u3001\u6e2c\u5b9a\u3057\u305f\u3044\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u307e\u305a\u300c\u751f\u7523\u7684\u3067\u3042\u308b\u3068\u306f\u3069\u3046\u3044\u3046\u610f\u5473\u306a\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u7b54\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%ae%e6%b8%ac%e5%ae%9a%e3%81%af%e3%81%aa%e3%81%9c%e3%81%93%e3%82%8c%e3%81%bb%e3%81%a9%e9%9b%a3%e3%81%97%e3%81%84%e3%81%ae%e3%81%8b\">\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306e\u6e2c\u5b9a\u306f\u306a\u305c\u3053\u308c\u307b\u3069\u96e3\u3057\u3044\u306e\u304b\uff1f<a href=\"#%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%ae%e6%b8%ac%e5%ae%9a%e3%81%af%e3%81%aa%e3%81%9c%e3%81%93%e3%82%8c%e3%81%bb%e3%81%a9%e9%9b%a3%e3%81%97%e3%81%84%e3%81%ae%e3%81%8b\" class=\"heading-link\" aria-label=\"\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306e\u6e2c\u5b9a\u306f\u306a\u305c\u3053\u308c\u307b\u3069\u96e3\u3057\u3044\u306e\u304b\uff1f\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u5834\u5408\u3001\u30b3\u30f3\u30bb\u30f3\u30b5\u30b9\u306f\u307b\u3068\u3093\u3069\u306a\u304f\u3001\u7b54\u3048\u3088\u308a\u3082\u9065\u304b\u306b\u591a\u304f\u306e\u8cea\u554f\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3092\u6319\u3052\u308b\u3068&#8230;<\/p>\n<ul>\n<li>\u751f\u7523\u6027\u306e\u300c\u6b63\u3057\u3044\u300d\u6307\u6a19\u3068\u306f\uff1f[<a href=\"https:\/\/link.springer.com\/article\/10.1007\/s10664-020-09820-z\">1<\/a>\u3001<a href=\"https:\/\/ieeexplore.ieee.org\/abstract\/document\/8643844\">2<\/a>]<\/li>\n<li>\u751f\u7523\u6027\u306e\u81ea\u5df1\u7533\u544a\u306b\u3069\u308c\u304f\u3089\u3044\u306e\u4fa1\u5024\u304c\u3042\u308b\u306e\u304b\uff1f[<a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/2635868.2635892?casa_token=j1_2RtHeHBoAAAAA:Ic_ycWwPvzW2a4SPzZ6vFrHQG4N7PzjoCP9cb1CaljCmGge4DNmYiSC2d_Lc7a5rz-9Otiph1nSm\">3<\/a>]<\/li>\n<li>\u300c\u30a4\u30f3\u30d7\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u5272\u5408\u300d\u3068\u3044\u3046\u5f93\u6765\u306e\u751f\u7523\u6027\u306e\u8003\u3048\u65b9\u306f\u3001\u958b\u767a\u4f5c\u696d\u306b\u4f34\u3046\u8907\u96d1\u306a\u554f\u984c\u89e3\u6c7a\u3084\u5275\u9020\u6027\u306b\u5bfe\u3057\u3066\u3082\u9069\u7528\u3067\u304d\u308b\u306e\u304b\uff1f[<a href=\"https:\/\/link.springer.com\/book\/10.1007\/978-1-4842-4221-6\">4<\/a>]\u3002<\/li>\n<\/ul>\n<p>2021\u5e74\u306e\u8abf\u67fb\u3067\u306f\u3001\u958b\u767a\u8005\u304c\u751f\u7523\u6027\u306b\u3064\u3044\u3066\u5c11\u3057\u9055\u3063\u305f\u898b\u65b9\u3092\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u306f\u3001\u300c<a href=\"https:\/\/blog-github-com-develop.go-vip.co\/2021-05-25-octoverse-spotlight-good-day-project\/\">\u826f\u3044\u4e00\u65e5<\/a>\u3092\u904e\u3054\u3059\u300d\u3068\u3044\u3046\u8003\u3048\u306b\u4f3c\u3066\u3044\u307e\u3057\u305f\u3002\u76ee\u306e\u524d\u306e\u30bf\u30b9\u30af\u306b\u96c6\u4e2d\u3057\u3001\u6709\u610f\u7fa9\u306a\u9032\u6357\u3092\u9042\u3052\u3001\u6c17\u5206\u3088\u304f\u4e00\u65e5\u306e\u4f5c\u696d\u3092\u7d42\u3048\u3089\u308c\u308b\u3053\u3068\u306f\u3001\u958b\u767a\u8005\u306e\u6e80\u8db3\u5ea6\u3068\u751f\u7523\u6027\u306b\u5927\u304d\u306a\u9055\u3044\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f\u4eca\u56de\u9650\u308a\u306e\u767a\u898b\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4ed6\u306e\u5b66\u8853\u7814\u7a76\u3067\u3082\u3001\u3053\u3046\u3057\u305f\u6210\u679c\u304c\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u91cd\u8981[<a href=\"https:\/\/discovery.ucl.ac.uk\/id\/eprint\/10090507\/1\/Barr_Today%20was%20a%20Good%20Day.%20The%20Daily%20Life%20of%20Software%20Developers_AAM2.pdf\"><span style=\"font-weight: 400;\">5<\/span><\/a>]\u3067\u3042\u308a\u3001\u6e80\u8db3\u5ea6\u306e\u9ad8\u3044\u958b\u767a\u8005\u306f\u3088\u308a\u826f\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b[<a href=\"https:\/\/arxiv.org\/pdf\/1505.00922.pdf\">6<\/a>, <a href=\"https:\/\/arxiv.org\/pdf\/1405.4422.pdf\">7<\/a>]\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306b\u30a4\u30f3\u30d7\u30c3\u30c8\u3068\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u4ee5\u4e0a\u306e\u3082\u306e\u304c\u95a2\u4fc2\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u660e\u3089\u304b\u3067\u3059\u3002<\/p>\n<h2 id=\"%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%ab%e9%96%a2%e3%81%99%e3%82%8bgithub%e3%81%ae%e8%80%83%e3%81%88\">\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306b\u95a2\u3059\u308bGitHub\u306e\u8003\u3048<a href=\"#%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%ab%e9%96%a2%e3%81%99%e3%82%8bgithub%e3%81%ae%e8%80%83%e3%81%88\" class=\"heading-link\" aria-label=\"\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306b\u95a2\u3059\u308bGitHub\u306e\u8003\u3048\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>AI\u652f\u63f4\u306b\u3088\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306f\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u5206\u91ce\u3067\u3042\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u304c\u5229\u7528\u3067\u304d\u308b\u5148\u884c\u7814\u7a76\u306f\u307b\u3068\u3093\u3069\u3042\u308a\u307e\u305b\u3093\u3002\u79c1\u305f\u3061\u306f\u3001GitHub Copilot\u306e\u3055\u307e\u3056\u307e\u306a\u52b9\u679c\u3092\u6e2c\u5b9a\u3057\u305f\u3044\u3068\u8003\u3048\u307e\u3057\u305f\u304c\u3001\u305d\u308c\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u521d\u671f\u306e\u89b3\u5bdf\u3068\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u306e\u5f8c\u3001GitHub Copilot\u306e\u4f7f\u7528\u7d4c\u9a13\u306b\u3064\u3044\u3066\u5927\u898f\u6a21\u306a\u60c5\u5831\u3092\u5f97\u308b\u305f\u3081\u30012,000\u4eba\u4ee5\u4e0a\u306e\u958b\u767a\u8005\u3092\u5bfe\u8c61\u306b\u8abf\u67fb\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u8abf\u67fb\u624b\u6cd5\u3092\u8a2d\u8a08\u3059\u308b\u969b\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u70b9\u3092\u5ff5\u982d\u306b\u7f6e\u304d\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><b>\u5168\u4f53\u7684\u306a\u8996\u70b9\u304b\u3089\u751f\u7523\u6027\u3092\u898b\u308b\uff1a<\/b>GitHub\u3067\u306f\u3001\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3068\u305d\u308c\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3059\u591a\u304f\u306e\u8981\u56e0\u306b\u3064\u3044\u3066\u3001<a href=\"https:\/\/github.swoogo.com\/2021\/session\/692592\/the-sustainable-future-of-developer-productivity\">\u5e83\u7bc4\u304b\u3064\u6301\u7d9a\u53ef\u80fd\u306a\u8996\u70b9<\/a>\u304b\u3089\u898b\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001<a href=\"https:\/\/queue.acm.org\/detail.cfm?id=3454124\">SPACE\u751f\u7523\u6027\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a>\u3092\u7528\u3044\u3066\u3001\u3069\u306e\u5074\u9762\u3092\u8abf\u67fb\u3059\u3079\u304d\u304b\u3092\u9078\u629e\u3057\u307e\u3057\u305f\u3002<\/li>\n<li><b>\u958b\u767a\u8005\u81ea\u8eab\u306e\u8996\u70b9\u3092\u542b\u3081\u308b\uff1a<\/b><span style=\"font-weight: 400;\">\u5168\u4f53\u50cf\u3092\u7d44\u307f\u7acb\u3066\u308b\u305f\u3081\u306b\u5b9a\u6027\u7684(\u77e5\u899a\u7684)\u30c7\u30fc\u30bf\u3068\u5b9a\u91cf\u7684(\u89b3\u5bdf\u7684)\u30c7\u30fc\u30bf\u3092\u542b\u3080\u8abf\u67fb\u3092\u8907\u6570\u56de\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u3067\u78ba\u8a8d\u3057\u305f\u304b\u3063\u305f\u4e8b\u306f\u3001\u6b21\u306e2\u3064\u3067\u3059\u3002(a)\u30e6\u30fc\u30b6\u30fc\u306e\u5b9f\u4f53\u9a13\u306f\u30c6\u30ec\u30e1\u30c8\u30ea\u30fc\u304b\u3089\u306e\u63a8\u6e2c\u3092\u88cf\u4ed8\u3051\u3066\u3044\u308b\u306e\u304b\uff1f(b)\u5b9a\u6027\u7684\u306a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306f\u5927\u898f\u6a21\u306a\u30e6\u30fc\u30b6\u30fc\u30d9\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u4e00\u822c\u5316\u3055\u308c\u308b\u306e\u304b<\/span><\/li>\n<li><b>\u65e5\u5e38\u306e\u958b\u767a\u30b7\u30ca\u30ea\u30aa\u3067GitHub Copilot\u306e\u52b9\u679c\u3092\u8a55\u4fa1\u3059\u308b\uff1a<\/b>\u8abf\u67fb\u306e\u6e96\u5099\u6bb5\u968e\u3067\u306f\u3001\u696d\u52d9\u3068\u3057\u3066\u958b\u767a\u306b\u643a\u308f\u308b\u4eba\u3092\u52df\u96c6\u3059\u308b\u3053\u3068\u3001\u304a\u3088\u3073\u958b\u767a\u8005\u304c\u7279\u5b9a\u306e\u65e5\u306b\u884c\u3046\u5178\u578b\u7684\u306a\u30bf\u30b9\u30af\u306b\u95a2\u3059\u308b\u30c6\u30b9\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306b\u7279\u5225\u306a\u6ce8\u610f\u3092\u6255\u3044\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u305d\u308c\u3067\u306f\u3001\u7d50\u679c\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"%e8%aa%bf%e6%9f%bb%e7%b5%90%e6%9e%9c1%ef%bc%9a%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%af%e3%82%b9%e3%83%94%e3%83%bc%e3%83%89%e3%81%a0%e3%81%91%e3%81%a7%e3%81%af%e3%81%aa\">\u8abf\u67fb\u7d50\u679c1\uff1a\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306f\u30b9\u30d4\u30fc\u30c9\u3060\u3051\u3067\u306f\u306a\u3044<a href=\"#%e8%aa%bf%e6%9f%bb%e7%b5%90%e6%9e%9c1%ef%bc%9a%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%af%e3%82%b9%e3%83%94%e3%83%bc%e3%83%89%e3%81%a0%e3%81%91%e3%81%a7%e3%81%af%e3%81%aa\" class=\"heading-link\" aria-label=\"\u8abf\u67fb\u7d50\u679c1\uff1a\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306f\u30b9\u30d4\u30fc\u30c9\u3060\u3051\u3067\u306f\u306a\u3044\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h3>\n<p>\u79c1\u305f\u3061\u306f\u5927\u898f\u6a21\u306a\u8abf\u67fb\u3092\u901a\u3058\u3066\u3001GitHub Copilot\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u958b\u767a\u8005\u304c\u30bf\u30b9\u30af\u306e\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u4ee5\u5916\u306b\u30e1\u30ea\u30c3\u30c8\u3092\u611f\u3058\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u305f\u3044\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u7279\u306b\u76ee\u7acb\u3063\u305f\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li><b>\u958b\u767a\u8005\u306e\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\uff1a<\/b>\u30e6\u30fc\u30b6\u30fc\u306e60\uff5e75%\u304c\u3001GitHub Copilot\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u4ed5\u4e8b\u306b\u6e80\u8db3\u611f\u3092\u899a\u3048\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u306e\u30d5\u30e9\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u6e1b\u308a\u3001\u3088\u308a\u6e80\u8db3\u5ea6\u306e\u9ad8\u3044\u4ed5\u4e8b\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3068\u5831\u544a\u3057\u3066\u3044\u307e\u3059\u3002\u81ea\u5206\u306e\u4ed5\u4e8b\u306b\u6e80\u8db3\u3067\u304d\u308b\u3053\u3068\u306f\u3001\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u7d20\u6674\u3089\u3057\u3044\u3053\u3068\u3067\u3059\uff01<\/li>\n<li><b>\u7cbe\u795e\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u7bc0\u7d04\uff1a<\/b>73%\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u300cGitHub Copilot\u304c\u30d5\u30ed\u30fc\u306e\u7dad\u6301\u306b\u5f79\u7acb\u3063\u305f\u300d\u3068\u56de\u7b54\u3057\u300187%\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u300cGitHub Copilot\u304c\u53cd\u5fa9\u4f5c\u696d\u306b\u304a\u3051\u308b\u7cbe\u795e\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u7dad\u6301\u306b\u5f79\u7acb\u3063\u305f\u300d\u3068\u56de\u7b54\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u307e\u3055\u306b\u3001\u958b\u767a\u8005\u306e\u5e78\u798f\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u4ee5\u524d\u306e\u8abf\u67fb\u304b\u3089\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u5207\u308a\u66ff\u3048\u3084\u4e2d\u65ad\u304c\u958b\u767a\u8005\u306e\u4e00\u65e5\u3092\u53f0\u7121\u3057\u306b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3084\u3001\u7279\u5b9a\u306e\u7a2e\u985e\u306e\u4f5c\u696d\u304c\u7279\u306b\u75b2\u52b4\u3092\u751f\u3080\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u308b\u304b\u3089\u3067\u3059[<a href=\"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2635868.2635892?casa_token=QSunRfpWvOQAAAAA:2HVi9JV6N7A5KKMRXe23pT8j71mFXoxdzKwwMiBXd_UdqvAClkQ1H_w3DJx-AJbz9AD9PRHiSYau\">8<\/a>\u3001<a href=\"https:\/\/blog-github-com-develop.go-vip.co\/2021-05-25-octoverse-spotlight-good-day-project\/\">9<\/a>]\u3002<\/li>\n<\/ul>\n<p style=\"background: #f6f7fa; border: 0px solid #A1A1A1; padding: 10px;\"><span style=\"fit-size: 18px;\"><b>\u30c1\u30e3\u30fc\u30c8\u306e\u5185\u5bb9\u3068\u898b\u65b9<\/b><\/span><br \/>\n<img decoding=\"async\" class=\"emoji\" role=\"img\" draggable=\"false\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/14.0.0\/svg\/1f4dd.svg\" alt=\"\ud83d\udcdd\" \/> <b>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u3064\u3044\u3066\uff1a<\/b> \u3053\u306e\u8abf\u67fb\u3067\u306f\u3001<a href=\"https:\/\/queue.acm.org\/detail.cfm?id=3454124\">SPACE\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a>.\u306e\u3059\u3079\u3066\u306e\u5074\u9762\u3092\u30ab\u30d0\u30fc\u3059\u308b\u3088\u3046\u306b\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u3092\u76db\u308a\u8fbc\u307f\u307e\u3057\u305f\u3002SPACE\u306f\u3001\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u3092\u8868\u3059\u3001\u4ee5\u4e0b\u306e\u591a\u6b21\u5143\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u793a\u3057\u305f\u982d\u5b57\u8a9e\u3067\u3059\u3002(1) Satisfaction and well-being(\u6e80\u8db3\u5ea6\u3068\u5e78\u798f)\u3001(2) Performance(\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9)\u3001(3) Activity(\u884c\u52d5)\u3001(4) Communication and collaboration(\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3)\u3001(5) Efficiency and flow(\u52b9\u7387\u6027\u3068\u30d5\u30ed\u30fc)\u3002\u3053\u306e\u6295\u7a3f\u3067\u306f\u3001\u300c\u6e80\u8db3\u5ea6\u3068\u5e78\u798f\u300d\u3068\u300c\u52b9\u7387\u6027\u3068\u30d5\u30ed\u30fc\u300d\u306e\u5074\u9762\u304b\u3089\u306e\u7d50\u679c\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\u3069\u3061\u3089\u306e\u5074\u9762\u3082\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u898b\u904e\u3054\u3055\u308c\u304c\u3061\u3067\u3059\u3002\u8abf\u67fb\u7d50\u679c\u3068\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u305f\u5225\u306e\u520a\u884c\u7269\u3092\u73fe\u5728\u6e96\u5099\u4e2d\u306e\u305f\u3081\u3001\u4eca\u56de\u3059\u3079\u3066\u3092\u304a\u8a71\u3057\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\u3002<br \/>\n<img decoding=\"async\" class=\"emoji\" role=\"img\" draggable=\"false\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/14.0.0\/svg\/1f4ca.svg\" alt=\"\ud83d\udcca\" \/> <b>\u30c1\u30e3\u30fc\u30c8\u306e\u5185\u5bb9\uff1a<\/b> \u4ee5\u4e0b\u306e\u30c1\u30e3\u30fc\u30c8\u306f\u3001\u5bfe\u5fdc\u3059\u308b\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u306b\u540c\u610f\u3057\u305f\u56de\u7b54\u8005\u306e\u5272\u5408\u3092\u793a\u3057\u3066\u3044\u307e\u3059(\u300c\u975e\u5e38\u306b\u540c\u610f\u3059\u308b\u300d\u3068\u300c\u540c\u610f\u3059\u308b\u300d\u306e\u5408\u8a08)\u3002\u30c6\u30af\u30cb\u30ab\u30eb\u30d7\u30ec\u30d3\u30e5\u30fc\u306b\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u3057\u305f\u958b\u767a\u8005\u304b\u3089\u30012,000\u4ef6\u3092\u8d85\u3048\u308b\u56de\u7b54\u304c\u5bc4\u305b\u3089\u308c\u307e\u3057\u305f\u3002\u56de\u7b54\u8005\u306f\u4e3b\u306b\u30d7\u30ed\u306e\u958b\u767a\u8005(\u7d0460%)\u3067\u3059\u304c\u3001\u5b66\u751f(\u7d0430%)\u3084\u8da3\u5473\u3067\u958b\u767a\u3092\u3057\u3066\u3044\u308b\u4eba(\u7d047%)\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u751f\u7523\u6027\u306e\u7d50\u679c\u3068\u958b\u767a\u8005\u306eGitHub Copilot\u306e\u4f7f\u7528\u91cf\u3068\u306e\u76f8\u95a2\u95a2\u4fc2\u306b\u3064\u3044\u3066\u518d\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001<a href=\"https:\/\/digitalpr.jp\/r\/61423\">\u904e\u53bb\u306e\u30d6\u30ed\u30b0\u6295\u7a3f<\/a>\u304a\u3088\u3073<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3520312.3534864\">\u5b66\u8853\u8ad6\u6587<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h4 id=\"%e8%a1%a8%ef%bc%9agithub-copilot%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e5%a0%b4%e5%90%88%e3%81%ae%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%ae%e5%90%84%e5%81%b4\">\u8868\uff1aGitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u306e\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306e\u5404\u5074\u9762\u3092\u6e2c\u5b9a\u3059\u308b\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u56de\u7b54<a href=\"#%e8%a1%a8%ef%bc%9agithub-copilot%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e5%a0%b4%e5%90%88%e3%81%ae%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ae%e7%94%9f%e7%94%a3%e6%80%a7%e3%81%ae%e5%90%84%e5%81%b4\" class=\"heading-link\" aria-label=\"\u8868\uff1aGitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u306e\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u306e\u5404\u5074\u9762\u3092\u6e2c\u5b9a\u3059\u308b\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u56de\u7b54\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/blog-github-com-develop.go-vip.co\/jp\/wp-content\/uploads\/sites\/2\/2022\/09\/copilot1.jpg\" alt=\"Copilot\" \/><br \/>\n<em>*\u3059\u3079\u3066\u306e\u8cea\u554f\u306f<a href=\"https:\/\/queue.acm.org\/detail.cfm?id=3454124\">SPACE\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a>\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3057\u305f\u3002<\/em><\/p>\n<p>GitHub Copilot\u306f\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u300c\u751f\u7523\u6027\u3092\u9ad8\u3081\u308b\u88dc\u52a9\u300d\u3067\u3059\u304c\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u5168\u4f53\u7684\u306a\u4f53\u9a13\u306b\u3064\u3044\u3066\u6b21\u306e\u3088\u3046\u306b\u8ff0\u3079\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure class=\"gh-full-blockquote mt-6 mt-md-7 mb-7 mb-md-8 mx-0 pl-6\">\n<blockquote><p><b>\u201c[Copilot\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067] \u8003\u3048\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u3053\u3068\u304c\u6e1b\u3063\u3066\u3001\u697d\u3057\u3044\u3053\u3068\u3060\u3051\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u3088\u308a\u697d\u3057\u3044\u3082\u306e\u306b\u5909\u3048\u308b*\u3068\u540c\u6642\u306b*\u52b9\u7387\u6027\u3092\u3088\u308a\u9ad8\u3081\u307e\u3059\u3002<\/b><\/p>\n<p>&#8211; \u30b7\u30cb\u30a2\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2<\/p><\/blockquote>\n<\/figure>\n<p>\u79c1\u305f\u3061\u306e\u5b9a\u6027\u7684\u8abf\u67fb\u304b\u3089\u5f97\u3089\u308c\u305f\u7d50\u8ad6\u306f\u3001<strong>\u300c\u9000\u5c48\u306a\u53cd\u5fa9\u4f5c\u696d\u3092GitHub Copilot\u306b\u4efb\u305b\u308b\u3053\u3068\u3067\u3001\u8a8d\u77e5\u7684\u8ca0\u8377\u304c\u8efd\u6e1b\u3055\u308c\u305f\u300d<\/strong>\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u958b\u767a\u8005\u306f\u3001\u8907\u96d1\u3067\u91cd\u8981\u306a\u601d\u8003\u3084\u554f\u984c\u89e3\u6c7a\u3092\u5fc5\u8981\u3068\u3059\u308b\u3001\u3088\u308a\u6709\u610f\u7fa9\u306a\u4f5c\u696d\u3092\u697d\u3057\u3080\u4f59\u88d5\u304c\u751f\u307e\u308c\u3001\u3088\u308a\u5927\u304d\u306a\u5e78\u798f\u611f\u3068\u6e80\u8db3\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"%e8%aa%bf%e6%9f%bb%e7%b5%90%e6%9e%9c2%ef%bc%9a%e3%81%9f%e3%81%a0%e3%81%97%e3%80%81%e3%82%b9%e3%83%94%e3%83%bc%e3%83%89%e3%82%82%e9%87%8d%e8%a6%81\">\u8abf\u67fb\u7d50\u679c2\uff1a\u305f\u3060\u3057\u3001\u30b9\u30d4\u30fc\u30c9\u3082\u91cd\u8981<a href=\"#%e8%aa%bf%e6%9f%bb%e7%b5%90%e6%9e%9c2%ef%bc%9a%e3%81%9f%e3%81%a0%e3%81%97%e3%80%81%e3%82%b9%e3%83%94%e3%83%bc%e3%83%89%e3%82%82%e9%87%8d%e8%a6%81\" class=\"heading-link\" aria-label=\"\u8abf\u67fb\u7d50\u679c2\uff1a\u305f\u3060\u3057\u3001\u30b9\u30d4\u30fc\u30c9\u3082\u91cd\u8981\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h3>\n<p>\u3053\u306e\u8abf\u67fb\u3067\u306f\u3001\u300cGitHub Copilot\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7279\u306b\u53cd\u5fa9\u7684\u306a\u30bf\u30b9\u30af\u3092\u3088\u308a\u901f\u304f\u5b8c\u4e86\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u56de\u7b54\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u306f(GitHub Copilot\u3067\u306f\u4eba\u9593\u3088\u308a\u3082\u901f\u304f\u66f8\u304d\u51fa\u305b\u308b\u305f\u3081)\u4e88\u60f3\u901a\u308a\u306e\u7d50\u679c\u3067\u3057\u305f\u304c\u3001\u305d\u308c\u3067\u308290%\u4ee5\u4e0a\u306e\u540c\u610f\u304c\u5f97\u3089\u308c\u305f\u3053\u3068\u306f\u5b09\u3057\u3044\u9a5a\u304d\u3067\u3057\u305f\u3002\u5927\u591a\u6570\u306e\u958b\u767a\u8005\u304c\u300cGitHub Copilot\u304c\u30bf\u30b9\u30af\u5b8c\u4e86\u306e\u6642\u9593\u77ed\u7e2e\u306b\u5f79\u7acb\u3063\u3066\u3044\u308b\u300d\u3068\u8a8d\u8b58\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u305d\u306e\u52b9\u679c\u3092\u89b3\u5bdf\u3057\u3066\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u306e\u305f\u3081\u306b\u5236\u5fa1\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"%e5%9b%b3%ef%bc%9a%e5%ae%9f%e9%a8%93%e3%81%ae%e3%83%97%e3%83%ad%e3%82%bb%e3%82%b9%e3%81%a8%e7%b5%90%e6%9e%9c%e3%81%ae%e6%a6%82%e8%a6%81\">\u56f3\uff1a\u5b9f\u9a13\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u7d50\u679c\u306e\u6982\u8981<a href=\"#%e5%9b%b3%ef%bc%9a%e5%ae%9f%e9%a8%93%e3%81%ae%e3%83%97%e3%83%ad%e3%82%bb%e3%82%b9%e3%81%a8%e7%b5%90%e6%9e%9c%e3%81%ae%e6%a6%82%e8%a6%81\" class=\"heading-link\" aria-label=\"\u56f3\uff1a\u5b9f\u9a13\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u7d50\u679c\u306e\u6982\u8981\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/blog-github-com-develop.go-vip.co\/jp\/wp-content\/uploads\/sites\/2\/2022\/09\/copitlot2.jpg\" alt=\"Summary of the experiment process and results\" \/><\/p>\n<p>95\u4eba\u306e\u958b\u767a\u8005\u3092\u7121\u4f5c\u70ba\u306b2\u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u3066\u3001JavaScript\u3067HTTP\u30b5\u30fc\u30d0\u30fc\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u8981\u3057\u305f\u6642\u9593\u3092\u8a08\u6e2c\u3057\u307e\u3057\u305f\u3002\u7247\u65b9\u306e\u30b0\u30eb\u30fc\u30d7\u3060\u3051\u306bGitHub Copilot\u3092\u4f7f\u7528\u3057\u3066\u3082\u3089\u3044\u3001\u3082\u3046\u4e00\u65b9\u306f\u4f7f\u7528\u3057\u306a\u3044\u3068\u3044\u3046\u5b9f\u9a13\u3067\u3059\u3002\u305d\u308c\u3068\u540c\u6642\u306b\u3001\u3067\u304d\u308b\u3060\u3051\u591a\u304f\u306e\u8981\u56e0\u3092\u5236\u5fa1\u3057\u3088\u3046\u3068\u8a66\u307f\u307e\u3057\u305f\u3002\u3059\u3079\u3066\u306e\u958b\u767a\u8005\u304cJavaScript\u306b\u7cbe\u901a\u3057\u3066\u304a\u308a\u3001\u5168\u54e1\u306b\u540c\u3058\u6307\u793a\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002\u6700\u5f8c\u306bGitHub Classroom\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c6\u30b9\u30c8\u30b9\u30a4\u30fc\u30c8\u3067\u63d0\u51fa\u7269\u306e\u6b63\u78ba\u6027\u3068\u5b8c\u5168\u6027\u3092\u81ea\u52d5\u63a1\u70b9\u3057\u307e\u3057\u305f\u3002\u5b9f\u9a13\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306e\u821e\u53f0\u88cf\u306b\u95a2\u3059\u308b\u30d6\u30ed\u30b0\u8a18\u4e8b\u306f\u3001\u5f8c\u65e5\u516c\u958b\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<p>\u5b9f\u9a13\u3067\u306f\u3001\u4e21\u30b0\u30eb\u30fc\u30d7\u306e\u30bf\u30b9\u30af\u6210\u529f\u7387\u306e\u5e73\u5747\u3001\u304a\u3088\u3073\u4e21\u30b0\u30eb\u30fc\u30d7\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u306b\u8981\u3057\u305f\u6642\u9593\u306e\u5e73\u5747\u3092\u6e2c\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>GitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u30b0\u30eb\u30fc\u30d7\u306e\u307b\u3046\u304c\u3001<b>\u30bf\u30b9\u30af\u306e\u5b8c\u4e86\u7387\u304c\u9ad8\u304b\u3063\u305f<\/b>(GitHub Copilot\u3092\u4f7f\u7528\u3057\u306a\u3044\u30b0\u30eb\u30fc\u30d7\u306e70%\u306b\u5bfe\u3057\u3066\u300178%)\u3002<\/li>\n<li>\u9855\u8457\u306a\u9055\u3044\u306f\u3001<b>GitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u958b\u767a\u8005\u306f\u3001GitHub Copilot\u3092\u4f7f\u7528\u3057\u306a\u304b\u3063\u305f\u958b\u767a\u8005\u3088\u308a\u308255%\u901f\u304f\u30bf\u30b9\u30af\u3092\u5b8c\u4e86\u3057\u305f<\/b>\u3053\u3068\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001GitHub Copilot\u3092\u4f7f\u7528\u3057\u305f\u958b\u767a\u8005\u306f\u30bf\u30b9\u30af\u5b8c\u4e86\u306b\u5e73\u57471\u6642\u959311\u5206\u3092\u5fc5\u8981\u3068\u3057\u307e\u3057\u305f\u3002\u4e00\u65b9\u306eGitHub Copilot\u3092\u4f7f\u7528\u3057\u306a\u304b\u3063\u305f\u958b\u767a\u8005\u306f\u5e73\u57472\u6642\u959341\u5206\u3092\u8981\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u7d50\u679c\u306f\u7d71\u8a08\u7684\u306b\u6709\u610f(<i>P<\/i>=.0017)\u3067\u3042\u308a\u3001\u901f\u5ea6\u5897\u52a0\u7387\u306e95%\u4fe1\u983c\u533a\u9593\u306f[21%, 89%]\u3067\u3059\u3002<\/li>\n<\/ul>\n<p>\u660e\u3089\u304b\u306b\u3059\u3079\u304d\u3053\u3068\u306f\u4ed6\u306b\u3082\u3042\u308a\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u3055\u3089\u306b\u591a\u304f\u306e\u5b9f\u9a13\u3092\u884c\u3044\u3001\u3059\u3067\u306b\u53ce\u96c6\u3057\u305f\u5b9f\u9a13\u30c7\u30fc\u30bf\u3092\u5fb9\u5e95\u7684\u306b\u5206\u6790\u3057\u3066\u3044\u307e\u3059(\u305d\u308c\u306b\u3088\u3063\u3066\u3001\u52b9\u679c\u306e\u7570\u8cea\u6027\u3001\u307e\u305f\u306f\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u3078\u306e\u6f5c\u5728\u7684\u306a\u5f71\u97ff\u3092\u8abf\u67fb\u3057\u307e\u3059)\u3002\u307e\u305f\u4eca\u5f8c\u3082\u3001\u5b66\u8853\u51fa\u7248\u7269\u3092\u901a\u3058\u305f\u8abf\u67fb\u7d50\u679c\u306e\u767a\u8868\u3092\u8a08\u753b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"%e3%81%93%e3%81%86%e3%81%97%e3%81%9f%e8%aa%bf%e6%9f%bb%e7%b5%90%e6%9e%9c%e3%81%af%e3%80%81%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ab%e3%81%a8%e3%81%a3%e3%81%a6%e4%bd%95%e3%82%92%e6%84%8f%e5%91%b3%e3%81%99\">\u3053\u3046\u3057\u305f\u8abf\u67fb\u7d50\u679c\u306f\u3001\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u4f55\u3092\u610f\u5473\u3059\u308b\u304b\uff1f<a href=\"#%e3%81%93%e3%81%86%e3%81%97%e3%81%9f%e8%aa%bf%e6%9f%bb%e7%b5%90%e6%9e%9c%e3%81%af%e3%80%81%e9%96%8b%e7%99%ba%e8%80%85%e3%81%ab%e3%81%a8%e3%81%a3%e3%81%a6%e4%bd%95%e3%82%92%e6%84%8f%e5%91%b3%e3%81%99\" class=\"heading-link\" aria-label=\"\u3053\u3046\u3057\u305f\u8abf\u67fb\u7d50\u679c\u306f\u3001\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u4f55\u3092\u610f\u5473\u3059\u308b\u304b\uff1f\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u79c1\u305f\u3061\u306f\u3001\u958b\u767a\u8005\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u958b\u767a\u3059\u308b\u969b\u306b\u3001\u3088\u308a\u52b9\u7387\u7684\u306b\u4f5c\u696d\u3057\u3001\u4ed5\u4e8b\u3067\u3088\u308a\u6e80\u8db3\u306e\u3044\u304f\u4ed5\u4e8b\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u3088\u3046\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306e\u8abf\u67fb\u306b\u3088\u308a\u3001<b>GitHub Copilot\u306f\u30bf\u30b9\u30af\u5b8c\u4e86\u307e\u3067\u306e\u6642\u9593\u77ed\u7e2e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u958b\u767a\u8005\u306e\u7cbe\u795e\u30a8\u30cd\u30eb\u30ae\u30fc\u3092\u7bc0\u7d04\u3057\u3001\u3088\u308a\u5927\u304d\u306a\u6e80\u8db3\u5ea6\u304c\u5f97\u3089\u308c\u308b\u4f5c\u696d\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u306b\u5f79\u7acb\u3061\u3001\u3055\u3089\u306b\u3001\u6700\u7d42\u7684\u306b\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u306b\u3088\u308a\u591a\u304f\u306e\u697d\u3057\u307f\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u3053\u3068<\/b>\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001GitHub Copilot\u306e\u521d\u671f\u30c8\u30e9\u30a4\u30a2\u30eb\u306b\u53c2\u52a0\u3057\u305f\u4f01\u696d\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30ea\u30fc\u30c0\u30fc\u304b\u3089\u3001\u3053\u308c\u3089\u306e\u30e1\u30ea\u30c3\u30c8\u306e\u91cd\u8981\u6027\u304c\u5897\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u58f0\u304c\u5c4a\u3044\u3066\u3044\u307e\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5065\u5eb7\u3068\u751f\u7523\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u65b9\u6cd5\u3092\u8003\u3048\u308b\u969b\u306b\u3001\u5f7c\u3089\u306f\u958b\u767a\u8005\u306e\u7dcf\u5408\u7684\u306a\u5065\u5eb7\u306b\u95a2\u3057\u3066\u540c\u3058\u3088\u3046\u306b\u8003\u3048\u3001\u559c\u3073\u3092\u3082\u305f\u3089\u3059\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u3092\u4fc3\u9032\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<figure class=\"gh-full-blockquote mt-6 mt-md-7 mb-7 mb-md-8 mx-0 pl-6\">\n<blockquote><p><b>\u201c\u6700\u5148\u7aef\u306e\u4ed5\u4e8b\u3092\u3059\u308b\u3053\u3068\u3067\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u6e80\u8db3\u3092\u611f\u3058\u3001\u6700\u5148\u7aef\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u79c1\u305f\u3061\u306f\u6e80\u8db3\u3092\u611f\u3058\u307e\u3059\u3002Copilot\u306f\u7269\u4e8b\u3092\u3088\u308a\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306b\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u201d\u00a0<\/b><\/p>\n<p>\u5927\u624b\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u4f01\u696d\u306eCTO<\/p><\/blockquote>\n<\/figure>\n<p>GitHub Copilot\u306e\u767b\u5834\u306b\u3088\u308a\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u30b3\u30fc\u30c9\u88dc\u5b8c\u30c4\u30fc\u30eb\u306e\u5f71\u97ff\u3092\u8abf\u67fb\u3057\u3066\u3044\u308b\u306e\u306f\u79c1\u305f\u3061\u3060\u3051\u3067\u306f\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u751f\u7523\u6027\u306e\u5206\u91ce\u3067\u306f\u3001\u6700\u8fd1<a href=\"https:\/\/tianyi-zhang.github.io\/files\/chi2022-lbw-copilot.pdf\">4\u4eba\u306e\u5b66\u751f\u306b\u3088\u308b\u8a55\u4fa1<\/a>\u3068\u3001<a href=\"https:\/\/ai.googleblog.com\/2022\/07\/ml-enhanced-code-completion-improves.html\">ML\u3067\u5f37\u5316\u3055\u308c\u305f\u30b3\u30fc\u30c9\u88dc\u5b8c\u306b\u95a2\u3059\u308bGoogle\u306e\u5185\u90e8\u8a55\u4fa1<\/a>\u3092\u76ee\u306b\u3059\u308b\u6a5f\u4f1a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u5e83\u304f\u898b\u6e21\u3059\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u7814\u7a76\u8005\u304c\u3001<a href=\"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3511861.3511863\">\u6559\u80b2<\/a>\u3001<a href=\"https:\/\/arxiv.org\/abs\/2108.09293\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/a>\u3001\u958b\u767a\u8005\u306e<a href=\"https:\/\/ieeexplore.ieee.org\/document\/9796235\">\u6163\u884c<\/a>\u3068<a href=\"https:\/\/arxiv.org\/abs\/2206.15000\">\u884c\u52d5<\/a>\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3067GitHub Copilot\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3001\u79c1\u305f\u3061\u5168\u54e1\u304c\u3055\u307e\u3056\u307e\u306a\u74b0\u5883\u3067GitHub Copilot\u3092\u8a66\u3057\u306a\u304c\u3089\u5b66\u7fd2\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u767a\u5c55\u9014\u4e0a\u306e\u5206\u91ce\u3067\u3042\u308a\u3001\u79c1\u305f\u3061\u306f\u3001\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3(\u305d\u306e\u4e2d\u306b\u306f\u79c1\u305f\u3061\u3082\u542b\u307e\u308c\u307e\u3059)\u304c\u4eca\u5f8c\u6570\u304b\u6708\u4ee5\u5185\u306b\u3082\u660e\u3089\u304b\u306b\u3059\u308b\u3067\u3042\u308d\u3046\u8abf\u67fb\u7d50\u679c\u3092\u5fc3\u5f85\u3061\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"%e8%ac%9d%e8%be%9e\">\u8b1d\u8f9e<a href=\"#%e8%ac%9d%e8%be%9e\" class=\"heading-link\" aria-label=\"\u8b1d\u8f9e\" data-anchorjs-icon=\"#\" style=\"padding-left: 0.375em;\"><\/a><\/h2>\n<p>\u8abf\u67fb\u3068\u5b9f\u9a13\u306b\u53c2\u52a0\u3057\u3066\u304f\u3060\u3055\u3063\u305f\u3059\u3079\u3066\u306e\u958b\u767a\u8005\u306b\u5fc3\u304b\u3089\u5fa1\u793c\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002\u7686\u3055\u3093\u304b\u3089\u306e\u60c5\u5831\u63d0\u4f9b\u304c\u306a\u3051\u308c\u3070\u3001\u3053\u306e\u8abf\u67fb\u306f\u5b8c\u6210\u3057\u306a\u304b\u3063\u305f\u3067\u3057\u3087\u3046\u3002\u3053\u306e\u5b9f\u9a13\u306f\u3001Microsoft\u306eOCE (Office of the Chief Economist)\u306e\u5354\u529b\u306e\u3082\u3068\u306b\u5b9f\u65bd\u3057\u307e\u3057\u305f\u3002\u7279\u306b\u3001<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/sidpeng\/\"><span style=\"font-weight: 400;\">Sida Peng<\/span><\/a>\u6c0f\u3068<a href=\"https:\/\/aadharshkannan.com\/\">Aadharsh Kannan<\/a>\u6c0f\u304b\u3089\u5927\u304d\u306a\u304a\u529b\u6dfb\u3048\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GitHub 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