{"id":9682,"date":"2026-09-15T04:22:07","date_gmt":"2026-09-15T04:22:07","guid":{"rendered":"https:\/\/mirai-works.co.jp\/mwri\/?p=9682"},"modified":"2026-09-15T04:22:07","modified_gmt":"2026-09-15T04:22:07","slug":"%e4%b8%8b%e5%8d%8a%e6%9c%9f%e9%96%8b%e5%a7%8b%e3%81%a7%e5%95%8f%e3%81%84%e7%9b%b4%e3%81%99%e3%80%81%e9%96%8b%e7%99%ba%e3%83%bb%e6%8a%80%e8%a1%93%e9%83%a8%e9%96%80%e3%81%ae%e3%80%8cai%e4%be%9d%e5%ad%98","status":"publish","type":"post","link":"https:\/\/mirai-works.co.jp\/mwri\/column\/column-reskilling\/9682\/","title":{"rendered":"\u4e0b\u534a\u671f\u958b\u59cb\u3067\u554f\u3044\u76f4\u3059\u3001\u958b\u767a\u30fb\u6280\u8853\u90e8\u9580\u306e\u300cAI\u4f9d\u5b58\u75c7\u300d \u301c\u5747\u8861\u3092\u4fdd\u3064\uff1a\u904e\u5ea6\u306a\u4f9d\u5b58\u3092\u9632\u3050\u3001\u672c\u8cea\u7684\u80fd\u529b\u306e\u7dad\u6301\u301c"},"content":{"rendered":"

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AI\u306a\u3057\u3067\u4ed5\u4e8b\u306e\u534a\u5206\u3092\u3053\u306a\u3059\u306e\u306f\u5acc\u3060\u2014\u2014\u305d\u3046\u8a00\u3063\u3066\u53c2\u52a0\u3092\u65ad\u308b\u958b\u767a\u8005\u304c\u5897\u3048\u305f\u3002\u6642\u7d6650\u30c9\u30eb\u3092\u6255\u3063\u3066\u3082\u3067\u3059\u3002\u53c2\u52a0\u3057\u305f\u4eba\u3067\u3082\u300130\u301c50%\u304c\u300cAI\u306a\u3057\u3067\u306f\u3084\u308a\u305f\u304f\u306a\u3044\u300d\u3068\u3044\u3046\u7406\u7531\u3067\u4e00\u90e8\u306e\u8ab2\u984c\u3092\u63d0\u51fa\u3057\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u666e\u6bb5Uber\u306b\u4e57\u3063\u3066\u3044\u308b\u4eba\u9593\u304c\u3001\u6025\u306b\u8857\u3092\u6b69\u3044\u3066\u6a2a\u65ad\u3057\u308d\u3068\u8a00\u308f\u308c\u308b\u3088\u3046\u306a\u3082\u306e\u3060\u3001\u3068\u8868\u73fe\u3057\u305f\u53c2\u52a0\u8005\u3082\u3044\u307e\u3059\u3002<\/p>\n

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\u540c\u8ad6\u6587\u306f\u300140\u5e74\u4ee5\u4e0a\u524d\u306e\u53e4\u5178\u3082\u5f15\u3044\u3066\u3044\u307e\u3059\u3002\u5b9a\u578b\u4f5c\u696d\u3092\u6a5f\u68b0\u306b\u4efb\u305b\u3001\u4f8b\u5916\u51e6\u7406\u3060\u3051\u3092\u4eba\u9593\u306b\u6b8b\u3059\u3068\u3001\u5224\u65ad\u529b\u3092\u935b\u3048\u308b\u65e5\u5e38\u306e\u6a5f\u4f1a\u304c\u5931\u308f\u308c\u3001\u3044\u3056\u4f8b\u5916\u304c\u6765\u305f\u3068\u304d\u306b\u306f\u5099\u3048\u304c\u306a\u3044\u2014\u20141983\u5e74\u306b\u6307\u6458\u3055\u308c\u305f\u300c\u81ea\u52d5\u5316\u306e\u76ae\u8089\u300d\u3067\u3059\u3002\u4f4e\u30ea\u30b9\u30af\u306e\u5834\u9762\u3067\u7df4\u7fd2\u3057\u306a\u3044\u307e\u307e\u3001\u9ad8\u30ea\u30b9\u30af\u306e\u5834\u9762\u3060\u3051\u304c\u552f\u4e00\u306e\u5b9f\u8df5\u6a5f\u4f1a\u306b\u306a\u308b\u3002\u3053\u308c\u306f\u30ea\u30b9\u30af\u7ba1\u7406\u3068\u3057\u3066\u660e\u3089\u304b\u306b\u5371\u3046\u3044\u3002<\/p>\n

Google Cloud\u306eDORA\uff08\u7814\u7a76\u7d44\u7e54\uff09\u3082\u30012026\u5e743\u670810\u65e5\u306e\u5206\u6790\u3067\u540c\u3058\u5834\u6240\u3092\u6307\u3057\u3066\u3044\u307e\u3059\u3002Google\u306e\u30bd\u30d5\u30c8\u30a6\u30a8\u30a2\u30a8\u30f3\u30b8\u30cb\u30a21,110\u4ef6\u306e\u81ea\u7531\u56de\u7b54\u3092\u5206\u6790\u3057\u305f\u7d50\u679c\u3001\u5165\u308a\u53e3\u306e\u969c\u58c1\u3092\u4e0b\u3052\u308b\u3053\u3068\u306f\u3001\u6df1\u3044\u5c02\u9580\u6027\u306b\u5fc5\u8981\u306a\u300cproductive struggle\uff08\u751f\u7523\u7684\u306a\u82e6\u95d8\uff09\u300d\u3092\u98db\u3070\u3057\u3066\u3057\u307e\u3046\u2014\u2014\u540c\u5206\u6790\u306f\u3053\u308c\u3092\u300c\u5c02\u9580\u6027\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u300d\u3068\u547c\u3073\u307e\u3057\u305f(*5)\u3002\u7a81\u7834\u7684\u306a\u751f\u7523\u6027\u3092\u751f\u3080\u4f7f\u3044\u65b9\u304c\u3001\u540c\u6642\u306b\u30b9\u30ad\u30eb\u5f62\u6210\u3092\u3075\u3055\u3044\u3067\u3057\u307e\u3046\u3001\u3068\u3002<\/p>\n

\u300c\u8a2d\u8a08\u529b\u304c\u843d\u3061\u305f\u6c17\u304c\u3059\u308b\u300d\u306f\u3001\u7cbe\u795e\u8ad6\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u69cb\u9020\u306e\u8a71\u3067\u3059\u3002<\/p>\n

\u3053\u308c\u306f\u3001\u73fe\u5834\u306e\u81ea\u5236\u5fc3\u306e\u554f\u984c\u3067\u306f\u306a\u3044<\/h2>\n

\u3068\u306f\u3044\u3048\u3001\u3053\u3053\u3067\u300c\u82e5\u624b\u306e\u5fc3\u69cb\u3048\u304c\u300d\u3068\u7d50\u8ad6\u3065\u3051\u308b\u306e\u306f\u65e9\u8a08\u3067\u3059\u3002\u65e5\u672c\u306e\u6570\u5b57\u3092\u898b\u308b\u3068\u3001\u8a71\u306e\u91cd\u5fc3\u306f\u5225\u306e\u3068\u3053\u308d\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u7dcf\u52d9\u7701\u304c2026\u5e747\u6708\u306b\u516c\u8868\u3057\u305f\u4ee4\u548c8\u5e74\u7248\u60c5\u5831\u901a\u4fe1\u767d\u66f8(*6)\u306b\u3088\u308c\u3070\u3001\u81ea\u793e\u306e\u4f55\u3089\u304b\u306e\u696d\u52d9\u3067\u751f\u6210AI\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u65e5\u672c\u4f01\u696d\u306f86.4%\u30022024\u5e74\u5ea6\u8abf\u67fb\u306e55.2%\u304b\u3089\u5927\u5e45\u306b\u4e0a\u6607\u3057\u3001\u7c73\u56fd90.9%\u3001\u30c9\u30a4\u30c491.6%\u3001\u4e2d\u56fd98.1%\u3068\u306e\u5dee\u306f\u304b\u306a\u308a\u7e2e\u307e\u308a\u307e\u3057\u305f\u3002\u4f7f\u3063\u3066\u306f\u3044\u308b\u3002\u3053\u3053\u306f\u3001\u3082\u3046\u554f\u984c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n

\u554f\u984c\u306f\u305d\u306e\u96a3\u306e\u6b04\u3067\u3059\u3002\u751f\u6210AI\u306b\u3088\u308b\u696d\u52d9\u5909\u9769\u306b\u3064\u3044\u3066\u5c0b\u306d\u308b\u3068\u3001\u300c\u7d44\u7e54\u7684\u306a\u53d6\u308a\u7d44\u307f\u306f\u306a\u3044\u300d\u3068\u7b54\u3048\u305f\u65e5\u672c\u4f01\u696d\u306f27.0%\u3002\u7c73\u56fd1.4%\u3001\u30c9\u30a4\u30c44.9%\u3001\u4e2d\u56fd2.6%\u3068\u6bd4\u3079\u3066\u7a81\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

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\u3064\u307e\u308a\u3001\u3053\u3046\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u500b\u4eba\u306f\u4f7f\u3063\u3066\u3044\u308b\u3002\u7d44\u7e54\u306f\u3001\u4f7f\u3044\u65b9\u3092\u5b66\u3076\u5834\u6240\u3092\u7528\u610f\u3057\u3066\u3044\u306a\u3044\u3002 \u305d\u306e\u7a7a\u767d\u304c\u3001\u305d\u306e\u307e\u307e\u500b\u4eba\u306e\u81ea\u5df1\u7ba1\u7406\u8cac\u4efb\u3068\u3057\u3066\u73fe\u5834\u306b\u62bc\u3057\u623b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n

DORA\u306e\u8868\u73fe\u3092\u501f\u308a\u308c\u3070\u3001AI\u306f\u5897\u5e45\u5668\u3067\u3059(*5)\u3002\u5185\u90e8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u8cea\u304c\u9ad8\u304f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u660e\u78ba\u3067\u3001\u30c6\u30b9\u30c8\u304c\u6574\u3063\u3066\u3044\u308b\u7d44\u7e54\u3067\u306f\u3001AI\u306f\u5f37\u529b\u306a\u5354\u50cd\u8005\u306b\u306a\u308b\u3002\u9006\u306b\u3001\u30c4\u30fc\u30eb\u304c\u5206\u65ad\u3055\u308c\u3001\u30c7\u30fc\u30bf\u304c\u5206\u65ad\u3055\u308c\u3001\u57fa\u76e4\u304c\u3082\u308d\u3044\u7d44\u7e54\u3067\u306f\u3001\u6280\u8853\u7684\u8ca0\u50b5\u3092\u901f\u304f\u4f5c\u308b\u624b\u52a9\u3051\u3092\u3059\u308b\u3060\u3051\u306b\u306a\u308b\u3002\u7b2c8\u56de<\/a>\u3067\u6271\u3063\u305f\u6280\u8853\u30fb\u7d44\u7e54\u30fb\u5fc3\u7406\u306e3\u3064\u306e\u58c1\u306f\u3001AI\u306b\u3088\u3063\u3066\u6d88\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5897\u5e45\u3055\u308c\u308b\u306e\u3067\u3059\u3002<\/p>\n

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\u5747\u8861\u3092\u8a2d\u8a08\u3059\u308b\u2014\u20144\u3064\u306e\u88c5\u7f6e<\/h2>\n

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\u6e2c\u308a\u65b9\u306f\u96e3\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u56db\u534a\u671f\u306b\u4e00\u5ea6\u3001\u5bfe\u8c61\u696d\u52d9\u30921\u3064\u9078\u3073\u3001AI\u3092\u4f7f\u308f\u305a\u306b\u7740\u624b\u3060\u3051\u3057\u3066\u3082\u3089\u3046\u3002\u5b8c\u6210\u3055\u305b\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u65b9\u91dd\u304c\u7acb\u3064\u304b\u3069\u3046\u304b\u3092\u898b\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n

DORA\u306f\u3001\u751f\u6210\u884c\u6570\u306e\u3088\u3046\u306a\u51fa\u529b\u91cf\u30d9\u30fc\u30b9\u306e\u6307\u6a19\u3092\u300c\u5b9f\u969b\u306e\u751f\u7523\u6027\u306e\u7269\u5dee\u3057\u300d\u3068\u3057\u3066\u4f7f\u3046\u306e\u306f\u3084\u3081\u308b\u3079\u304d\u3060\u3068\u66f8\u3044\u3066\u3044\u307e\u3059(*5)\u3002\u30c4\u30fc\u30eb\u306e\u6d78\u900f\u5ea6\u3092\u898b\u308b\u6307\u6a19\u3068\u3057\u3066\u306f\u306a\u304a\u6709\u52b9\u3060\u304c\u3001AI\u306f\u51fa\u529b\u91cf\u3092\u3044\u304f\u3089\u3067\u3082\u81a8\u3089\u307e\u305b\u3089\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u6e2c\u308b\u306a\u3089\u3001\u91cf\u3067\u306f\u306a\u304f\u5f71\u97ff\u3092\u6e2c\u308b\u3002\u3053\u306e\u539f\u5247\u306f\u3001\u4f9d\u5b58\u5ea6\u306e\u6e2c\u5b9a\u306b\u3082\u305d\u306e\u307e\u307e\u5f53\u3066\u306f\u307e\u308a\u307e\u3059\u3002<\/p>\n

\u25b6\ufe0e \u88c5\u7f6e2\uff1a\u6b8b\u3059\u2014\u2014\u624b\u3067\u66f8\u304f\u9818\u57df\u3092\u3001\u660e\u793a\u7684\u306b\u6c7a\u3081\u308b
\nDORA\u304c\u300c\u6df1\u3044\u5c02\u9580\u6027\u3092\u5b88\u308b\u300d\u305f\u3081\u306b\u6319\u3052\u305f\u5177\u4f53\u7b56\u306f\u3001\u9a5a\u304f\u307b\u3069\u5730\u5473\u3067\u3059(*5)\u3002\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u90e8\u54c1\u306b\u3064\u3044\u3066\u306f\u624b\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u3092\u63a8\u5968\u3059\u308b\u3002AI\u304c\u751f\u6210\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u4e0a\u306e\u5224\u65ad\u3092\u3001\u82e5\u624b\u3068\u30d9\u30c6\u30e9\u30f3\u304c\u30da\u30a2\u3067\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u3002\u305d\u308c\u3060\u3051\u3067\u3059\u3002<\/p>\n

UC Berkeley\u306e\u5b66\u751f\u30928\u30ab\u6708\u306b\u308f\u305f\u3063\u3066\u8abf\u3079\u305f\u5225\u306e\u8abf\u67fb(*7)\u3067\u306f\u3001\u5b66\u751f\u81ea\u8eab\u304c\u81ea\u5206\u3067\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3092\u4f5c\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u5148\u306b\u81ea\u5206\u3067\u89e3\u3044\u3066\u304b\u3089AI\u306b\u805e\u304f\u30021\u884c\u305a\u3064\u691c\u8a3c\u3059\u308b\u3002\u652f\u63f4\u3042\u308a\u3068\u652f\u63f4\u306a\u3057\u3092\u610f\u56f3\u7684\u306b\u4ea4\u4e92\u306b\u3059\u308b\u3002AI\u306f\u7740\u624b\u306e\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\u3001\u5b8c\u6210\u306b\u306f\u4f7f\u308f\u306a\u3044\u2014\u2014\u3002\u6307\u793a\u3055\u308c\u305f\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u81ea\u5206\u306e\u5b66\u3073\u3092\u5b88\u308b\u305f\u3081\u306b\u7de8\u307f\u51fa\u3055\u308c\u305f\u4f5c\u6cd5\u3067\u3059\u3002<\/p>\n

\u90e8\u9580\u3068\u3057\u3066\u6c7a\u3081\u308b\u3079\u304d\u306f\u3001\u300c\u3069\u3053\u307e\u3067AI\u3092\u4f7f\u3046\u304b\u300d\u3067\u306f\u306a\u304f\u300c\u3069\u3053\u306f\u81ea\u5206\u3067\u66f8\u304f\u304b\u300d\u3067\u3059\u3002\u8a8d\u8a3c\u3001\u8ab2\u91d1\u3001\u30c7\u30fc\u30bf\u6574\u5408\u6027\u2014\u2014\u4e8b\u6545\u3063\u305f\u3068\u304d\u306b\u4e8b\u696d\u304c\u6b62\u307e\u308b\u9818\u57df\u3092\u3001\u307e\u305a1\u3064\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

\u25b6\ufe0e \u88c5\u7f6e3\uff1a\u7d44\u307f\u66ff\u3048\u308b\u2014\u2014\u691c\u8a3c\u7a0e\u3092\u3001\u66f8\u304d\u624b\u5074\u306b\u623b\u3059
\nDORA\u306f\u3001AI\u5c0e\u5165\u306b\u4f34\u3046\u96a0\u308c\u305f\u30b3\u30b9\u30c8\u3092\u300c\u691c\u8a3c\u7a0e\u300d\u3068\u540d\u3065\u3051\u307e\u3057\u305f(*5)\u3002\u66f8\u304f\u6642\u9593\u304c\u6e1b\u3063\u305f\u5206\u304c\u3001\u305d\u306e\u307e\u307e\u76e3\u67fb\u306e\u6642\u9593\u306b\u632f\u308a\u66ff\u308f\u308b\u3002\u3057\u304b\u3082\u305d\u306e\u8ca0\u62c5\u306f\u3001\u66f8\u3044\u305f\u672c\u4eba\u3067\u306f\u306a\u304f\u30ec\u30d3\u30e5\u30a2\u30fc\u306b\u79fb\u308a\u307e\u3059\u3002\u66f8\u304d\u624b\u306fAI\u3067\u5de8\u5927\u306a\u5909\u66f4\u3092\u4e00\u6c17\u306b\u751f\u6210\u3067\u304d\u308b\u306e\u306b\u3001\u30ec\u30d3\u30e5\u30a2\u30fc\u306f1\u884c\u305a\u3064\u624b\u3067\u78ba\u304b\u3081\u308b\u3057\u304b\u306a\u3044\u3002<\/p>\n

\u51e6\u65b9\u7b8b\u306f3\u3064\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI\u306b\u3088\u308b\u6307\u6458\u306f\u3001\u30ec\u30d3\u30e5\u30a2\u30fc\u3067\u306f\u306a\u304f\u66f8\u304d\u624b\u306b\u3001\u66f8\u3044\u3066\u3044\u308b\u6700\u4e2d\u306b\u8fd4\u3059\u3002\u5c0f\u3055\u306a\u30d0\u30c3\u30c1\u3067\u51fa\u3059\u3002\u7d44\u7e54\u306e\u57fa\u6e96\u306f\u30ec\u30d3\u30e5\u30fc\u524d\u306b\u81ea\u52d5\u3067\u5f53\u3066\u308b\u3002<\/p>\n

\u7b2c18\u56de<\/a>\u3067\u300c\u4f38\u3070\u3059\u30fb\u8b72\u308b\u30fb\u6df1\u3081\u308b\u300d\u3092\u6271\u3044\u307e\u3057\u305f\u304c\u3001\u4e0b\u534a\u671f\u306e\u958b\u767a\u90e8\u9580\u3067\u6700\u521d\u306b\u624b\u3092\u5165\u308c\u308b\u3079\u304d\u306f\u3001\u30ec\u30d3\u30e5\u30fc\u5de5\u7a0b\u3067\u3059\u3002\u3053\u3053\u304c\u8a70\u307e\u3063\u305f\u307e\u307e\u751f\u6210\u901f\u5ea6\u3060\u3051\u4e0a\u3052\u308b\u3068\u3001DORA\u304c\u89b3\u6e2c\u3057\u305f\u3068\u304a\u308a\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3068\u4e0d\u5b89\u5b9a\u6027\u304c\u540c\u6642\u306b\u5897\u3048\u307e\u3059(*5)\u3002<\/p>\n

\u25b6\ufe0e \u88c5\u7f6e4\uff1a\u78ba\u304b\u3081\u308b\u2014\u2014\u5916\u90e8\u306e\u7269\u5dee\u3057\u306b\u3001\u539f\u7406\u3092\u5f53\u3066\u308b
\n\u793e\u5185\u3060\u3051\u3067\u300c\u539f\u7406\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u6e2c\u308b\u306e\u306f\u3001\u5b9f\u52d9\u7684\u306b\u304b\u306a\u308a\u96e3\u3057\u3044\u3002\u3053\u3053\u306f\u5916\u306e\u7269\u5dee\u3057\u3092\u501f\u308a\u308b\u306e\u304c\u65e9\u9053\u3067\u3059\u3002<\/p>\n

IPA\u306e\u60c5\u5831\u51e6\u7406\u6280\u8853\u8005\u8a66\u9a13\u306f\u30012026\u5e74\u5ea6\u304b\u3089\u5fdc\u7528\u60c5\u5831\u6280\u8853\u8005\u8a66\u9a13\u30fb\u9ad8\u5ea6\u8a66\u9a13\u30fb\u60c5\u5831\u51e6\u7406\u5b89\u5168\u78ba\u4fdd\u652f\u63f4\u58eb\u8a66\u9a13\u306e\u3059\u3079\u3066\u304cCBT\u65b9\u5f0f\u3068\u306a\u308a\u3001\u524d\u671f\u30fb\u5f8c\u671f\u306e\u5e742\u56de\u5b9f\u65bd\u306b\u5909\u308f\u308a\u307e\u3057\u305f(*8)\u3002\u65b9\u5f0f\u306f\u5909\u308f\u308a\u307e\u3057\u305f\u304c\u3001\u554f\u3046\u77e5\u8b58\u30fb\u6280\u80fd\u306e\u7bc4\u56f2\u3001\u51fa\u984c\u5f62\u5f0f\u3001\u914d\u70b9\u3001\u5408\u683c\u57fa\u6e96\u306b\u5909\u66f4\u306f\u3042\u308a\u307e\u305b\u3093(*8)\u3002<\/p>\n

\u65e5\u7a0b\u304c\u3001\u3061\u3087\u3046\u3069\u4e0b\u534a\u671f\u306e\u7acb\u3061\u4e0a\u304c\u308a\u306b\u91cd\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n
\u624b\u7d9a\u304d<\/span><\/td>\n\u671f\u9593<\/span><\/td>\n<\/tr>\n
\u30d0\u30a6\u30c1\u30e3\u30fc\u30c1\u30b1\u30c3\u30c8\u8cfc\u5165\u7533\u8fbc<\/span><\/td>\n2026\u5e749\u670825\u65e510\u6642\u301c10\u670813\u65e517\u6642<\/span><\/td>\n<\/tr>\n
\u53d7\u9a13\u7533\u8fbc\u53d7\u4ed8\u958b\u59cb<\/span><\/td>\n2026\u5e7410\u67086\u65e510\u6642\uff08\u9ad8\u5ea6\u30fbSC\u306f10\u670824\u65e517\u6642\u307e\u3067\u3001AP\u306f11\u67087\u65e517\u6642\u307e\u3067\uff09<\/span><\/td>\n<\/tr>\n
\u9ad8\u5ea6\u8a66\u9a13 \u79d1\u76eeA-1\u30fbA-2<\/span><\/td>\n2026\u5e7410\u670817\u65e5\u301c10\u670827\u65e5<\/span><\/td>\n<\/tr>\n
\u5fdc\u7528\u60c5\u5831 \u79d1\u76eeA<\/span><\/td>\n2026\u5e7410\u670828\u65e5\u301c11\u670810\u65e5<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u524d\u671f\u8a66\u9a13\u306e\u9ad8\u5ea6\u533a\u5206\u306b\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u8a66\u9a13\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u8a66\u9a13\u304c\u542b\u307e\u308c\u307e\u3059(*8)\u3002\u8a2d\u8a08\u3068\u57fa\u76e4\u2014\u2014\u307e\u3055\u306b\u3001\u3044\u307e\u793e\u5185\u3067\u602a\u3057\u304f\u306a\u3063\u3066\u3044\u308b\u9818\u57df\u3067\u3059\u3002\u53d7\u9a13\u624b\u6570\u6599\u306f7,500\u5186\u3002\u30d0\u30a6\u30c1\u30e3\u30fc\u30c1\u30b1\u30c3\u30c8\u3092\u4f7f\u3048\u3070\u3001\u4f01\u696d\u304c\u5f93\u696d\u54e1\u306e\u5206\u3092\u4e00\u62ec\u3057\u3066\u652f\u6255\u3048\u307e\u3059(*9)\u3002<\/p>\n

150\u5206\u9593\u3001AI\u306a\u3057\u3067\u554f\u984c\u3092\u89e3\u304f\u3002 \u305d\u306e\u4f53\u9a13\u3092\u5e74\u306b1\u56de\u3001\u696d\u52d9\u3068\u3057\u3066\u7528\u610f\u3059\u308b\u3002\u7b2c6\u56de<\/a>\u306e\u30ab\u30fc\u30af\u30d1\u30c8\u30ea\u30c3\u30af5\u6bb5\u968e\u3067\u3044\u3048\u3070\u3001L2\uff08\u5b66\u7fd2\uff09\u306e\u6e2c\u5b9a\u306b\u3042\u305f\u308a\u307e\u3059\u3002<\/p>\n

\u3053\u3053\u3067\u7b2c16\u56de<\/a>\u306e3\u30b9\u30c6\u30c3\u30d7\u3092\u601d\u3044\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u590f\u5b63\u8cde\u4e0e\u3067\u8a66\u9a13\u5c0e\u5165\u3057\u30019\u301c10\u6708\u306b\u691c\u8a3c\u3057\u300111\u6708\u304b\u3089\u5236\u5ea6\u5316\u3059\u308b\u2014\u2014\u3044\u307e\u306f\u3001\u3061\u3087\u3046\u3069\u691c\u8a3c\u306e\u6bb5\u3067\u3059\u3002\u3042\u306e\u3068\u304d\u6319\u3052\u305f4\u6307\u6a19\u306e\u3046\u3061\u2463\u5b66\u7fd2\u7d99\u7d9a\u306f\u3001\u8cc7\u683c\u3084\u7814\u4fee\u53d7\u8b1b\u6b74\u3092\u8a55\u4fa1\u306b\u7e54\u308a\u8fbc\u3080\u8a2d\u8a08\u3067\u3057\u305f\u3002\u5916\u90e8\u8a66\u9a13\u306e\u65e5\u7a0b\u306f\u3001\u305d\u306e\u7a7a\u6b04\u306b\u305d\u306e\u307e\u307e\u5165\u308a\u307e\u3059\u3002<\/p>\n

\u8cfc\u5165\u7533\u8fbc\u306e\u958b\u59cb\u306f9\u670825\u65e510\u6642\u3067\u3059\u3002\u90e8\u9580\u306e\u5bfe\u8c61\u8005\u3092\u6d17\u3044\u51fa\u3059\u306b\u306f\u3001\u4eca\u9031\u304c\u3061\u3087\u3046\u3069\u3044\u3044\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n

\u7dad\u6301\u3059\u308b\u306e\u306f\u3001\u6614\u306e\u3084\u308a\u65b9\u3067\u306f\u306a\u3044<\/h2>\n

\u6700\u5f8c\u306b\u3001\u8aa4\u89e3\u30921\u3064\u3064\u3076\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n

\u5747\u8861\u3092\u4fdd\u3064\u3068\u306f\u3001AI\u3092\u4f7f\u308f\u306a\u3044\u6642\u9593\u3092\u4f5c\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002Microsoft\uff0fCMU\u306e\u7814\u7a76\u306f\u3001\u751f\u6210AI\u306b\u3088\u3063\u3066\u77e5\u8b58\u52b4\u50cd\u306e\u4e2d\u8eab\u304c3\u3064\u306e\u65b9\u5411\u306b\u305a\u308c\u305f\u3068\u6574\u7406\u3057\u3066\u3044\u307e\u3059(*4)\u3002\u60c5\u5831\u53ce\u96c6\u304b\u3089\u691c\u8a3c\u3078\u3002\u554f\u984c\u89e3\u6c7a\u304b\u3089\u3001\u51fa\u529b\u3092\u81ea\u5206\u306e\u6587\u8108\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3078\u3002\u4f5c\u696d\u306e\u5b9f\u884c\u304b\u3089\u3001AI\u3092\u7d71\u62ec\u3059\u308b\u3053\u3068\uff08\u30b9\u30c1\u30e5\u30ef\u30fc\u30c9\u30b7\u30c3\u30d7\uff09\u3078\u3002<\/p>\n

\u80b2\u3066\u308b\u3079\u304d\u306f\u3001\u3053\u306e3\u3064\u3067\u3059\u3002\u305d\u3057\u3066\u540c\u8ad6\u6587\u304c\u6700\u5f8c\u306b\u4ed8\u3051\u52a0\u3048\u305f\u306e\u304c\u3001\u60c5\u5831\u53ce\u96c6\u3068\u554f\u984c\u89e3\u6c7a\u3068\u3044\u3046\u571f\u53f0\u306e\u80fd\u529b\u3092\u7dad\u6301\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u3001\u904e\u5ea6\u306a\u4f9d\u5b58\u3092\u907f\u3051\u308b\u52a9\u3051\u306b\u306a\u308b\u3068\u3044\u3046\u4e00\u6587\u3067\u3057\u305f\u3002\u571f\u53f0\u3068\u65b0\u30b9\u30ad\u30eb\u306f\u3001\u4e8c\u8005\u629e\u4e00\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u571f\u53f0\u304c\u3042\u308b\u304b\u3089\u3001\u7d71\u62ec\u304c\u3067\u304d\u308b\u3002<\/p>\n

\u4e88\u7b97\u306e\u8a71\u3092\u3059\u308c\u3070\u3001\u88c5\u7f6e1\u304b\u30893\u306b\u65b0\u898f\u306e\u8cbb\u76ee\u306f\u307b\u3068\u3093\u3069\u8981\u308a\u307e\u305b\u3093\u3002\u65e2\u5b58\u306e\u30ec\u30d3\u30e5\u30fc\u5de5\u7a0b\u3068\u7814\u4fee\u67a0\u306e\u4e2d\u8eab\u3092\u7d44\u307f\u66ff\u3048\u308b\u3060\u3051\u3067\u3059\u3002\u5b9f\u8cbb\u304c\u51fa\u308b\u306e\u306f\u88c5\u7f6e4\u3060\u3051\u3002\u7b2c19\u56de<\/a>\u3067\u66f8\u3044\u305f\u3068\u304a\u308a\u3001\u5927\u4e8b\u306a\u306e\u306f\u91d1\u984d\u306e\u591a\u5be1\u3067\u306f\u306a\u304f\u3001\u540c\u3058\u91d1\u984d\u3092\u4f55\u306b\u4f7f\u3046\u304b\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3059\u3002\u305d\u3057\u3066\u7b2c20\u56de\u3067\u6700\u5f8c\u307e\u3067\u7a7a\u6b04\u304c\u6b8b\u308a\u3084\u3059\u304b\u3063\u305f\u30ea\u30b9\u30af\u7ba1\u7406\u306e\u884c\u306b\u66f8\u304d\u8fbc\u3080\u3079\u304d\u4e2d\u8eab\u306f\u3001\u307e\u3055\u306b\u3053\u308c\u3067\u3059\u3002<\/p>\n

\u4e0b\u534a\u671f\u306e\u521d\u65e5\u306b\u3084\u308b\u3053\u3068\u306f\u3001\u305f\u3063\u305f1\u3064\u3067\u69cb\u3044\u307e\u305b\u3093\u3002\u958b\u767a\u30fb\u6280\u8853\u90e8\u9580\u306e\u4ee3\u8868\u696d\u52d9\u30921\u3064\u9078\u3073\u3001\u300cAI\u306a\u3057\u3067\u7740\u624b\u3067\u304d\u308b\u304b\u300d\u3092\u6e2c\u308b\u6b04\u3092\u30013\u6307\u6a19\u30b7\u30fc\u30c8\u306b\u8db3\u3059\u3002\u6570\u5b57\u304c\u51fa\u305f\u3089\u3001\u88c5\u7f6e2\u304b\u30894\u306e\u3069\u308c\u3092\u5148\u306b\u56de\u3059\u304b\u306f\u3001\u304a\u306e\u305a\u3068\u6c7a\u307e\u308a\u307e\u3059\u3002<\/p>\n

10\u5e74\u5f8c\u3082\u8a2d\u8a08\u3092\u8a9e\u308c\u308b\u30c1\u30fc\u30e0\u3092\u6301\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3002\u305d\u306e\u5206\u304b\u308c\u76ee\u306f\u3001\u610f\u5916\u306a\u307b\u3069\u5730\u5473\u306a\u5834\u6240\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n

\n

\uff1c \u53c2\u8003\u6587\u732e\u30fb\u51fa\u5178 \uff1e
\n<\/span>*1 METR\u300cWe are Changing our Developer Productivity Experiment Design\u300d2026\u5e742\u670824\u65e5
\n<\/span>https:\/\/metr.org\/blog\/2026-02-24-uplift-update\/<\/span>
\n<\/span><\/a><\/p>\n

*2 METR\u300cMeasuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity\u300d2025\u5e747\u670810\u65e5\uff082026\u5e742\u6708\u306b\u7d50\u679c\u306e\u66f4\u65b0\u6ce8\u8a18\u3042\u308a\uff09
\n<\/span>https:\/\/metr.org\/blog\/2025-07-10-early-2025-ai-experienced-os-dev-study\/<\/span><\/a>
\n<\/span><\/p>\n

*3 METR\u300cMeasuring the Self-Reported Impact of Early-2026 AI on Technical Worker Productivity\u300d2026\u5e745\u670811\u65e5
\n<\/span>https:\/\/metr.org\/blog\/2026-05-11-ai-usage-survey\/<\/span>
\n<\/span><\/a>
\n*4 Hao-Ping (Hank) Lee, Advait Sarkar, Lev Tankelevitch, Ian Drosos, Sean Rintel, Richard Banks, Nicholas Wilson\u300cThe Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects From a Survey of Knowledge Workers\u300dCHI ’25\uff082025\u5e74\uff09\u3001Carnegie Mellon University\uff0fMicrosoft Research
\n<\/span>https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/01\/lee_2025_ai_critical_thinking_survey.pdf<\/span>
\n<\/span><\/a>
\n<\/span>*5 DORA\uff08Google Cloud\uff09\u300cBalancing AI tensions: Moving from AI adoption to effective SDLC use\u300d2026\u5e743\u670810\u65e5
\n<\/span>https:\/\/dora.dev\/insights\/balancing-ai-tensions\/<\/span>
\n<\/span><\/a>
\n*6 \u7dcf\u52d9\u7701\u300c\u4ee4\u548c8\u5e74\u7248 \u60c5\u5831\u901a\u4fe1\u767d\u66f8\uff08\u6982\u8981\uff09\u300d2026\u5e747\u6708
\n<\/span>https:\/\/www.soumu.go.jp\/main_content\/001082851.pdf<\/span><\/a>
\n\u767d\u66f8\u672c\u4f53\u63b2\u8f09\u30da\u30fc\u30b8
\n<\/span>https:\/\/www.soumu.go.jp\/johotsusintokei\/whitepaper\/index.html<\/span><\/a><\/p>\n

*7 DORA\uff08Google Cloud\uff09\u300cManaging AI dependency: How students are establishing guardrails with AI\u300d2026\u5e742\u670817\u65e5
\n<\/span>https:\/\/dora.dev\/insights\/managing-ai-dependency\/<\/span><\/a><\/p>\n

*8 \u72ec\u7acb\u884c\u653f\u6cd5\u4eba\u60c5\u5831\u51e6\u7406\u63a8\u9032\u6a5f\u69cb\uff08IPA\uff09\u300c\u4ee4\u548c8\u5e74\u5ea6 \u5fdc\u7528\u60c5\u5831\u6280\u8853\u8005\u8a66\u9a13\u3001\u9ad8\u5ea6\u8a66\u9a13\u53ca\u3073\u60c5\u5831\u51e6\u7406\u5b89\u5168\u78ba\u4fdd\u652f\u63f4\u58eb\u8a66\u9a13\u306e\u7533\u8fbc\u53d7\u4ed8\u671f\u9593\u53ca\u3073\u8a66\u9a13\u5b9f\u65bd\u671f\u9593\u306b\u3064\u3044\u3066\u300d2026\u5e747\u67086\u65e5\u516c\u958b\uff0f2026\u5e748\u670826\u65e5\u6700\u7d42\u66f4\u65b0
\n<\/span>https:\/\/www.ipa.go.jp\/shiken\/2026\/ap_koudo_sc_kikan.html<\/span>
\n<\/span><\/a>
\n*9 \u72ec\u7acb\u884c\u653f\u6cd5\u4eba\u60c5\u5831\u51e6\u7406\u63a8\u9032\u6a5f\u69cb\uff08IPA\uff09\u300c\u4ee4\u548c8\u5e74\u5ea6\u524d\u671f\u8a66\u9a13\u306b\u304a\u3051\u308b\u30d0\u30a6\u30c1\u30e3\u30fc\u30c1\u30b1\u30c3\u30c8\u306e\u8cfc\u5165\u7533\u8fbc\u307f\u306b\u3064\u3044\u3066\u300d2026\u5e748\u670826\u65e5
\n<\/span>https:\/\/www.ipa.go.jp\/shiken\/2026\/r08zen_voucher.html<\/span><\/a><\/p>\n

 <\/p>\n

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