{"id":142,"date":"2025-03-05T21:41:36","date_gmt":"2025-03-05T12:41:36","guid":{"rendered":"https:\/\/lifreno.com\/?p=142"},"modified":"2025-03-07T21:42:54","modified_gmt":"2025-03-07T12:42:54","slug":"post-142","status":"publish","type":"post","link":"https:\/\/lifreno.com\/index.php\/2025\/03\/05\/post-142\/","title":{"rendered":"\u60c5\u5831\u901a\u4fe1\u696d\u754c\u306b\u304a\u3051\u308b\u30b7\u30cb\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u518d\u5c31\u8077\u652f\u63f4\u306e\u305f\u3081\u306e\u30a2\u30f3\u30b1\u30fc\u30c8\u8a2d\u8a08\u30ac\u30a4\u30c9"},"content":{"rendered":"\n

<\/h1>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u60c5\u5831\u901a\u4fe1\u696d\u754c\u306b\u304a\u3051\u308b\u30b7\u30cb\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u518d\u5c31\u8077\u652f\u63f4\u3092\u52b9\u679c\u7684\u306b\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u5bfe\u8c61\u8005\u306e\u5b9f\u614b\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u8abf\u67fb\u8a2d\u8a08\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u30022025\u5e74\u73fe\u5728\u300160\u6b73\u4ee5\u4e0a\u306e\u6280\u8853\u8005\u306e42%\u304c\u518d\u5c31\u8077\u3092\u5e0c\u671b\u3059\u308b\u4e2d\u3067\u3001\u4f01\u696d\u5074\u306e\u6c42\u3081\u308b\u30b9\u30ad\u30eb\u8981\u4ef6\u3068\u6c42\u8077\u8005\u306e\u4fdd\u6709\u30b9\u30ad\u30eb\u3068\u306e\u30df\u30b9\u30de\u30c3\u30c1\u304c\u6700\u5927\u306e\u969c\u58c1\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u672c\u30ac\u30a4\u30c9\u3067\u306f\u3001\u518d\u5c31\u8077\u652f\u63f4\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6539\u5584\u306b\u8cc7\u3059\u308b\u30a2\u30f3\u30b1\u30fc\u30c8\u8a2d\u8a08\u306e\u57fa\u672c\u539f\u5247\u3068\u5177\u4f53\u7684\u306a\u5b9f\u65bd\u65b9\u6cd5\u3092\u4f53\u7cfb\u5316\u3059\u308b\u3002<\/p>\n\n\n\n

\u30a2\u30f3\u30b1\u30fc\u30c8\u8a2d\u8a08\u306e\u57fa\u672c\u539f\u5247<\/h2>\n\n\n\n

\u696d\u754c\u7279\u6027\u3092\u53cd\u6620\u3057\u305f\u8abf\u67fb\u9805\u76ee\u306e\u8a2d\u5b9a<\/h2>\n\n\n\n

\u60c5\u5831\u901a\u4fe1\u696d\u754c\u306e\u6280\u8853\u9769\u65b0\u901f\u5ea6\uff08\u5e73\u57472.5\u5e74\u3067\u4e3b\u8981\u6280\u8853\u304c\u66f4\u65b0\uff09\u3092\u8003\u616e\u3057\u3001\u6280\u8853\u30b9\u30ad\u30eb\u306e\u9673\u8150\u5316\u901f\u5ea6\u3092\u5b9a\u91cf\u5316\u3059\u308b\u6307\u6a19\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u6280\u8853\u3084DevSecOps\u306e\u7fd2\u5f97\u72b6\u6cc1\u30925\u6bb5\u968e\u8a55\u4fa1\u3067\u6e2c\u5b9a\u3059\u308b\u9805\u76ee\u3092\u8a2d\u3051\u308b\u3053\u3068\u3067\u3001\u30ea\u30b9\u30ad\u30ea\u30f3\u30b0\u306e\u512a\u5148\u9806\u4f4d\u3092\u660e\u78ba\u5316\u3067\u304d\u308b3<\/a>\u3002\u7279\u306b\u3001AI\u30e2\u30c7\u30eb\u958b\u767a\u7d4c\u9a13\u306e\u6709\u7121\u3068\u518d\u5c31\u8077\u6210\u529f\u7387\u306e\u76f8\u95a2\u95a2\u4fc2\uff08r=0.78\uff09\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u3001\u5b9f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306eAI\u6d3b\u7528\u4e8b\u4f8b\u6570\u3092\u5c0b\u306d\u308b\u8a2d\u554f\u304c\u6709\u52b9\u3067\u3042\u308b\u3002<\/p>\n\n\n\n

\u5e74\u9f62\u8981\u56e0\u306e\u5f71\u97ff\u5206\u6790\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h2>\n\n\n\n

\u5fdc\u52df\u6642\u306e\u5e74\u9f62\u5236\u9650\u906d\u9047\u7387\u3092\u4f01\u696d\u898f\u6a21\u5225\uff08\u5927\u4f01\u696d72%\u3001\u4e2d\u5c0f\u4f01\u696d38%\uff09\u306b\u5206\u985e\u3057\u3066\u8abf\u67fb\u3059\u308b\u3002\u67d0\u6c42\u4eba\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u3088\u308b\u3068\u300160-64\u6b73\u306e\u6280\u8853\u8005\u304c\u5e74\u9f62\u5236\u9650\u306a\u3057\u306e\u6c42\u4eba\u306b\u5fdc\u52df\u3057\u305f\u5834\u5408\u306e\u66f8\u985e\u9078\u8003\u901a\u904e\u7387\u306f29%\u3060\u304c\u300165\u6b73\u4ee5\u4e0a\u3067\u306f14%\u306b\u4f4e\u4e0b\u3059\u308b1<\/a>\u3002\u3053\u306e\u50be\u5411\u3092\u8e0f\u307e\u3048\u3001\u5e74\u9f62\u5c64\uff0860-64\u6b73\u300165-69\u6b73\u300170\u6b73\u4ee5\u4e0a\uff09\u6bce\u306e\u5c31\u8077\u6d3b\u52d5\u4f53\u9a13\u3092\u8a73\u7d30\u306b\u8a18\u9332\u3059\u308b\u9805\u76ee\u8a2d\u8a08\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002<\/p>\n\n\n\n

\u5fc5\u9808\u8abf\u67fb\u9805\u76ee\u306e\u4f53\u7cfb\u5316<\/h2>\n\n\n\n

\u6280\u8853\u7684\u30b3\u30f3\u30d4\u30c6\u30f3\u30b7\u30fc\u8a55\u4fa1<\/h2>\n\n\n\n

\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u77e5\u8b58\u306e\u73fe\u4ee3\u7684\u4fa1\u5024<\/h2>\n\n\n\n

COBOL\u3084FORTRAN\u306a\u3069\u306e\u30ec\u30ac\u30b7\u30fc\u8a00\u8a9e\u306e\u719f\u7df4\u5ea6\u3092\u3001\u30af\u30e9\u30a6\u30c9\u79fb\u884c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u6d3b\u7528\u5b9f\u7e3e\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3059\u308b\u3002\u91d1\u878d\u6a5f\u95a2\u306e\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u6539\u4fee\u6848\u4ef6\u3067\u306f\u3001\u30ec\u30ac\u30b7\u30fc\u30b9\u30ad\u30eb\u4fdd\u6301\u8005\u306e\u63a1\u7528\u78ba\u7387\u304c\u975e\u4fdd\u6301\u8005\u6bd4\u30673.2\u500d\u9ad8\u3044\u3053\u3068\u304c\u5224\u660e\u3057\u3066\u3044\u308b3<\/a>\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u300c\u904e\u53bb5\u5e74\u9593\u306e\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u95a2\u9023\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u53c2\u52a0\u6570\u300d\u3068\u300c\u30af\u30e9\u30a6\u30c9\u9023\u643a\u6280\u8853\u306e\u7fd2\u5f97\u72b6\u6cc1\u300d\u3092\u30af\u30ed\u30b9\u96c6\u8a08\u3059\u308b\u8a2d\u554f\u3092\u914d\u7f6e\u3059\u308b\u3002<\/p>\n\n\n\n

\u65b0\u6280\u8853\u9069\u5fdc\u80fd\u529b\u306e\u5b9a\u91cf\u5316<\/h2>\n\n\n\n

AIops\u3084MLOps\u306e\u5b9f\u52d9\u7d4c\u9a13\u3092\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u8b1b\u5ea7\u4fee\u4e86\u8a3c\u660e\uff08Coursera\u7b49\uff09\u3068\u5b9f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6210\u679c\u3067\u591a\u9762\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3002\u8a2d\u5b9a\u4f8b\uff1a\u300cTensorFlow\u3092\u7528\u3044\u305f\u4e88\u6e2c\u30e2\u30c7\u30eb\u958b\u767a\u7d4c\u9a13\u300d\u306b\u5bfe\u3057\u3001\u2460\u672a\u7d4c\u9a13 \u2461\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u30ec\u30d9\u30eb \u2462\u5b9f\u696d\u52d9\u9069\u7528\u7d4c\u9a13 \u2463\u30c1\u30fc\u30e0\u30ea\u30fc\u30c0\u30fc\u7d4c\u9a13 \u2464\u4f01\u696d\u6a2a\u65ad\u7684\u5c0e\u5165\u5b9f\u7e3e\u306e5\u6bb5\u968e\u5c3a\u5ea6\u3092\u63a1\u7528\u3059\u308b\u3002<\/p>\n\n\n\n

\u30ad\u30e3\u30ea\u30a2\u8cc7\u672c\u5206\u6790<\/h2>\n\n\n\n

\u30d1\u30fc\u30bd\u30ca\u30eb\u30d6\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u6d3b\u52d5<\/h2>\n\n\n\n

GitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u6570\uff0850\u4ee5\u4e0a\u3067\u63a1\u7528\u738768%\u5897\uff09\u3084\u6280\u8853\u30d6\u30ed\u30b0\u66f4\u65b0\u983b\u5ea6\u3068\u3001\u30b9\u30ab\u30a6\u30c8\u30aa\u30d5\u30a1\u30fc\u53d7\u4fe1\u6570\u306e\u76f8\u95a2\u3092\u5206\u6790\u3059\u308b3<\/a>\u3002\u5177\u4f53\u4f8b\u3068\u3057\u3066\u3001\u300c\u904e\u53bb1\u5e74\u9593\u306e\u6280\u8853\u8a18\u4e8b\u6295\u7a3f\u6570\u300d\u3068\u300c\u4f01\u696d\u304b\u3089\u306e\u76f4\u63a5\u63a5\u89e6\u7d4c\u9a13\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8a2d\u554f\u7fa4\u3092\u8a2d\u8a08\u3059\u308b\u3002<\/p>\n\n\n\n

\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u52b9\u7387\u6027<\/h2>\n\n\n\n

\u696d\u754c\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u767b\u58c7\u56de\u6570\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u306e\u30b3\u30f3\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u6570\u3092\u3001\u6c42\u4eba\u60c5\u5831\u7372\u5f97\u7d4c\u8def\u3068\u95a2\u9023\u4ed8\u3051\u3066\u8abf\u67fb\u3059\u308b\u3002\u67d0\u8abf\u67fb\u3067\u306f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u6d3b\u52d5\u53c2\u52a0\u8005\u304c\u5f97\u308b\u30aa\u30d5\u30a1\u30fc\u6570\u306f\u975e\u53c2\u52a0\u8005\u306e3.2\u500d\u306b\u9054\u3059\u308b3<\/a>\u3002<\/p>\n\n\n\n

\u8abf\u67fb\u65b9\u6cd5\u306e\u6700\u9069\u5316\u6226\u7565<\/h2>\n\n\n\n

\u56de\u7b54\u30d0\u30a4\u30a2\u30b9\u306e\u8efd\u6e1b\u624b\u6cd5<\/h2>\n\n\n\n

\u518d\u5c31\u8077\u6210\u529f\u8005\u3068\u7d99\u7d9a\u6c42\u8077\u8005\u306e\u56de\u7b54\u50be\u5411\u5dee\u3092\u88dc\u6b63\u3059\u308b\u305f\u3081\u3001\u5c64\u5316\u62bd\u51fa\u6cd5\u3092\u9069\u7528\u3059\u308b\u3002\u7279\u306b\u3001\u6c42\u8077\u671f\u9593\uff086\u30f6\u6708\u672a\u6e80\/6-12\u30f6\u6708\/12\u30f6\u6708\u4ee5\u4e0a\uff09\u6bce\u306b\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u6bd4\u4f8b\u914d\u5206\u3057\u3001Web\u8abf\u67fb\u3068\u9762\u63a5\u8abf\u67fb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6df7\u5408\u30e2\u30fc\u30c9\u3092\u63a1\u7528\u3059\u308b\u3002\u67d0\u7814\u7a76\u3067\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u8abf\u67fb\u306e\u307f\u306e\u5834\u5408\u3001\u9ad8\u9f62\u5c64\u306e\u56de\u7b54\u7387\u304c42%\u4f4e\u4e0b\u3059\u308b\u305f\u3081\u3001\u96fb\u8a71\u88dc\u5b8c\u309220%\u4ee5\u4e0a\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u308b4<\/a>\u3002<\/p>\n\n\n\n

\u6642\u7cfb\u5217\u6bd4\u8f03\u306e\u305f\u3081\u306e\u57fa\u6e96\u8a2d\u5b9a<\/h2>\n\n\n\n

\u6280\u8853\u30b9\u30ad\u30eb\u306e\u8a55\u4fa1\u57fa\u6e96\u3092IEEE SWEBOK ver3.0\u306b\u6e96\u62e0\u3055\u305b\u30015\u5e74\u6bce\u306e\u7d4c\u5e74\u5909\u5316\u3092\u8ffd\u8de1\u53ef\u80fd\u306a\u69cb\u9020\u3068\u3059\u308b\u3002\u7279\u306b\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30ad\u30eb\u9805\u76ee\u3067\u306fAWS\/Azure\/GCP\u306e\u5404\u8a8d\u5b9a\u30ec\u30d9\u30eb\u3092\u5171\u901a\u5c3a\u5ea6\u3067\u6e2c\u5b9a\u3057\u30012015\u5e74\u4ee5\u964d\u306e\u8cc7\u683c\u4fdd\u6709\u7387\u63a8\u79fb\u3092\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n

\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308b\u7559\u610f\u70b9<\/h2>\n\n\n\n

\u96a0\u308c\u305f\u76f8\u95a2\u95a2\u4fc2\u306e\u62bd\u51fa<\/h2>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\uff09\u3092\u7528\u3044\u3066\u3001\u4e00\u898b\u7121\u95a2\u4fc2\u306a\u5909\u6570\u9593\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u767a\u898b\u3059\u308b\u3002\u4f8b\u3048\u3070\u3001\u8da3\u5473\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6d3b\u52d5\u983b\u5ea6\u3068\u30b9\u30c8\u30ec\u30b9\u8010\u6027\u306e\u9593\u306b\u6b63\u306e\u76f8\u95a2\uff08\u03b2=0.34\uff09\u304c\u898b\u3089\u308c\u308b\u30b1\u30fc\u30b9\u3067\u306f\u3001\u6280\u8853\u7684\u8208\u5473\u306e\u6301\u7d9a\u6027\u304c\u518d\u5c31\u8077\u5f8c\u306e\u9069\u5fdc\u529b\u3092\u4e88\u6e2c\u3059\u308b\u6307\u6a19\u3068\u306a\u308a\u5f97\u308b2<\/a>\u3002<\/p>\n\n\n\n

\u4f01\u696d\u898f\u6a21\u5225\u306e\u5dee\u7570\u5206\u6790<\/h2>\n\n\n\n

\u5927\u4f01\u696d\uff08\u5f93\u696d\u54e1300\u4eba\u4ee5\u4e0a\uff09\u3068\u4e2d\u5c0f\u4f01\u696d\u3067\u306e\u63a1\u7528\u6761\u4ef6\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u3001\u4ea4\u4e92\u4f5c\u7528\u9805\u3092\u542b\u3080\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002\u67d0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u5927\u4f01\u696d\u304c\u6c42\u3081\u308b\u30af\u30e9\u30a6\u30c9\u8cc7\u683c\u4fdd\u6709\u7387\u304c\u4e2d\u5c0f\u306e1.8\u500d\u3067\u3042\u308b\u4e00\u65b9\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u7d4c\u9a13\u306e\u91cd\u8981\u5ea6\u306f\u4e2d\u5c0f\u306723%\u9ad8\u3044\u3053\u3068\u304c\u5224\u660e\u3057\u3066\u3044\u308b5<\/a>\u3002<\/p>\n\n\n\n

\u502b\u7406\u7684\u914d\u616e\u3068\u500b\u4eba\u60c5\u5831\u4fdd\u8b77<\/h2>\n\n\n\n

\u533f\u540d\u6027\u78ba\u4fdd\u306e\u6280\u8853\u7684\u63aa\u7f6e<\/h2>\n\n\n\n

\u500b\u4eba\u3092\u7279\u5b9a\u53ef\u80fd\u306a\u60c5\u5831\uff08\u524d\u8077\u4f01\u696d\u540d\u7b49\uff09\u306e\u53ce\u96c6\u3092\u907f\u3051\u3064\u3064\u3001\u7523\u696d\u5206\u985e\u30b3\u30fc\u30c9\uff08JIS C 7010\uff09\u3092\u7528\u3044\u305f\u696d\u7a2e\u5206\u985e\u3092\u5b9f\u65bd\u3059\u308b\u3002\u30c7\u30fc\u30bf\u4fdd\u5b58\u306b\u306fAES-256\u6697\u53f7\u5316\u3092\u9069\u7528\u3057\u3001\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u3092\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u4e0a\u3067\u7ba1\u7406\u3059\u308b\u306a\u3069\u306e\u5bfe\u7b56\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002<\/p>\n\n\n\n

\u5206\u6790\u7d50\u679c\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u4f53\u5236<\/h2>\n\n\n\n

\u56de\u7b54\u8005\u306b\u5bfe\u3057\u3001\u500b\u4eba\u306e\u30b9\u30ad\u30eb\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3068\u696d\u754c\u5e73\u5747\u5024\u3092\u6bd4\u8f03\u3067\u304d\u308b\u30ec\u30dd\u30fc\u30c8\u3092\u81ea\u52d5\u751f\u6210\u3059\u308b\u3002\u7279\u306b\u3001\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u9069\u5fdc\u5ea6\u30b9\u30b3\u30a2\u3068\u5e74\u9f62\u5c64\u5225\u5e73\u5747\u5024\u3092\u5bfe\u6bd4\u3055\u305b\u305f\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u63d0\u4f9b\u304c\u3001\u56de\u7b54\u8005\u306e\u7d99\u7d9a\u7684\u53c2\u52a0\u610f\u6b32\u3092\u9ad8\u3081\u308b1<\/a>\u3002<\/p>\n\n\n\n

\u52b9\u679c\u7684\u306a\u30a2\u30f3\u30b1\u30fc\u30c8\u5b9f\u65bd\u306e\u305f\u3081\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9<\/h2>\n\n\n\n

\u8cea\u554f\u6587\u8a2d\u8a08\u306e\u5177\u4f53\u4f8b<\/h2>\n\n\n\n

\u6280\u8853\u30b9\u30ad\u30eb\u30bb\u30af\u30b7\u30e7\u30f3\uff1a<\/strong>
\u300c\u904e\u53bb3\u5e74\u9593\u3067\u7fd2\u5f97\u3057\u305f\u30af\u30e9\u30a6\u30c9\u95a2\u9023\u6280\u8853\u3092\u3059\u3079\u3066\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\uff08AWS Lambda, Azure Functions, Google Cloud Run, \u305d\u306e\u4ed6\uff09\u300d
\u300cDevSecOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u7d4c\u9a13\u306b\u3064\u3044\u3066\u3001\u8a72\u5f53\u3059\u308b\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u9078\u629e\uff08CI\/CD\u8a2d\u8a08, \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30e3\u30f3\u7d71\u5408, \u30a4\u30f3\u30d5\u30e9\u76e3\u8996\u8a2d\u5b9a, \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u81ea\u52d5\u5316\uff09\u300d<\/p>\n\n\n\n

\u30ad\u30e3\u30ea\u30a2\u610f\u5411\u30bb\u30af\u30b7\u30e7\u30f3\uff1a<\/strong>
\u300c\u518d\u5c31\u8077\u5148\u3067\u7279\u306b\u91cd\u8996\u3059\u308b\u8981\u7d20\u3092\u91cd\u8981\u5ea6\u9806\u306b\u4e26\u3079\u66ff\u3048\u3066\u304f\u3060\u3055\u3044\uff08\u5e74\u53ce\u6c34\u6e96, \u6280\u8853\u7684\u6311\u6226, \u30ef\u30fc\u30af\u30e9\u30a4\u30d5\u30d0\u30e9\u30f3\u30b9, \u6559\u80b2\u6a5f\u4f1a, \u793e\u4f1a\u8ca2\u732e\u5ea6\uff09\u300d
\u300c\u5e0c\u671b\u3059\u308b\u52e4\u52d9\u5f62\u614b\u306b\u3064\u3044\u3066\u3001\u3059\u3079\u3066\u8a72\u5f53\u3059\u308b\u3082\u306e\u3092\u9078\u629e\uff08\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8, \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9, \u30d5\u30eb\u30bf\u30a4\u30e0, \u30d1\u30fc\u30c8\u30bf\u30a4\u30e0, \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30d9\u30fc\u30b9\uff09\u300d<\/p>\n\n\n\n

\u56de\u7b54\u5f62\u5f0f\u306e\u6700\u9069\u5316<\/h2>\n\n\n\n

\u6280\u8853\u7684\u8a73\u7d30\u3092\u5c0b\u306d\u308b\u9805\u76ee\u3067\u306f\u3001\u5b9f\u4f8b\u30d9\u30fc\u30b9\u306e\u30b7\u30ca\u30ea\u30aa\u56de\u7b54\u6cd5\u3092\u63a1\u7528\u3059\u308b\u3002\u4f8b\uff1a
\u300c\u4eee\u60f3\u5316\u74b0\u5883\u3067\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3001\u6700\u521d\u306b\u5b9f\u65bd\u3059\u308b\u5bfe\u5fdc\u3092\u4ee5\u4e0b\u304b\u3089\u9078\u629e\uff08\u30ed\u30b0\u5206\u6790, \u30ea\u30bd\u30fc\u30b9\u76e3\u8996, \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8, \u30c1\u30fc\u30e0\u5354\u8b70\uff09\u300d
\u3053\u306e\u624b\u6cd5\u306b\u3088\u308a\u3001\u5b9f\u8df5\u7684\u306a\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3092\u3088\u308a\u6b63\u78ba\u306b\u6e2c\u5b9a\u3067\u304d\u308b3<\/a>\u3002<\/p>\n\n\n\n

\u7d99\u7d9a\u7684\u6539\u5584\u30e1\u30ab\u30cb\u30ba\u30e0<\/h2>\n\n\n\n

\u8abf\u67fb\u9805\u76ee\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/h2>\n\n\n\n

\u696d\u754c\u306e\u6280\u8853\u5909\u5316\u901f\u5ea6\u306b\u5408\u308f\u305b\u30016\u30f6\u6708\u6bce\u306b\u9805\u76ee\u306e\u898b\u76f4\u3057\u3092\u5b9f\u65bd\u3059\u308b\u3002\u5909\u66f4\u5c65\u6b74\u3092GitHub\u3067\u7ba1\u7406\u3057\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u3068\u306e\u4e92\u63db\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3002\u4e3b\u8981\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306e\u8a8d\u5b9a\u30d7\u30ed\u30b0\u30e9\u30e0\u66f4\u65b0\u5468\u671f\uff08\u5e73\u574711\u30f6\u6708\uff09\u3092\u8003\u616e\u3057\u305f\u8abf\u6574\u304c\u5fc5\u8981\u3068\u306a\u308b5<\/a>\u3002<\/p>\n\n\n\n

\u30d9\u30f3\u30c1\u30de\u30fc\u30ad\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h2>\n\n\n\n

\u4ed6\u696d\u754c\uff08\u88fd\u9020\u696d\u3001\u91d1\u878d\u696d\u7b49\uff09\u306e\u30b7\u30cb\u30a2\u518d\u5c31\u8077\u8abf\u67fb\u7d50\u679c\u3068\u6bd4\u8f03\u5206\u6790\u3059\u308b\u305f\u3081\u3001\u30b9\u30ad\u30eb\u5909\u63db\u4fc2\u6570\uff08\u4f8b\uff1a\u88fd\u9020\u696d\u306e\u751f\u7523\u7ba1\u7406\u7d4c\u9a13\uff1dIT\u696d\u754c\u306eDevOps\u7d4c\u9a13\uff09\u3092\u5b9a\u7fa9\u3057\u305f\u30af\u30ed\u30b9\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7570\u696d\u7a2e\u304b\u3089\u306e\u53c2\u5165\u53ef\u80fd\u6027\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3067\u304d\u308b2<\/a>\u3002<\/p>\n\n\n\n

\u7d50\u8ad6<\/h2>\n\n\n\n

\u60c5\u5831\u901a\u4fe1\u696d\u754c\u306b\u304a\u3051\u308b\u30b7\u30cb\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u518d\u5c31\u8077\u6210\u529f\u8981\u56e0\u3092\u89e3\u660e\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6280\u8853\u7684\u5c02\u9580\u6027\u3068\u5e74\u9f62\u8981\u56e0\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u591a\u89d2\u7684\u306b\u5206\u6790\u3067\u304d\u308b\u8abf\u67fb\u8a2d\u8a08\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002\u52b9\u679c\u7684\u306a\u30a2\u30f3\u30b1\u30fc\u30c8\u5b9f\u65bd\u306b\u3088\u308a\u3001\u4f01\u696d\u306e\u6c42\u3081\u308b\u5373\u6226\u529b\u8981\u4ef6\u3068\u6c42\u8077\u8005\u306e\u4fdd\u6709\u30b9\u30ad\u30eb\u3092\u6700\u9069\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u3055\u305b\u308b\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002\u4eca\u5f8c\u306e\u8ab2\u984c\u3068\u3057\u3066\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u52d5\u7684\u8cea\u554f\u751f\u6210\u6280\u8853\u306e\u5c0e\u5165\u3084\u3001\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3\u3092\u5229\u7528\u3057\u305f\u56de\u7b54\u4fe1\u983c\u6027\u691c\u8a3c\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u958b\u767a\u304c\u671f\u5f85\u3055\u308c\u308b\u3002\u8abf\u67fb\u7d50\u679c\u3092\u7d99\u7d9a\u7684\u306b\u652f\u63f4\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u53cd\u6620\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u696d\u754c\u5168\u4f53\u306e\u4eba\u7684\u8cc7\u672c\u6d3b\u7528\u52b9\u7387\u3092\u6700\u592730%\u5411\u4e0a\u3055\u305b\u5f97\u308b\u3068\u63a8\u8a08\u3055\u308c\u308b1<\/a>3<\/a>5<\/a>\u3002<\/p>\n\n\n\n

Citations:<\/h3>\n\n\n\n
    \n
  1. https:\/\/seniorlife-soken.com\/archives\/9399<\/a><\/li>\n\n\n\n
  2. https:\/\/jsce.jp\/pro\/node\/8219<\/a><\/li>\n\n\n\n
  3. https:\/\/note.com\/naoya_nakada\/n\/n926a3df8325b<\/a><\/li>\n\n\n\n
  4. https:\/\/rc.persol-group.co.jp\/thinktank\/data\/senior-peers.html<\/a><\/li>\n\n\n\n
  5. https:\/\/juas.or.jp\/cms\/media\/2020\/07\/2-2_koyousokushin20.pdf<\/a><\/li>\n\n\n\n
  6. https:\/\/engineer.fabcross.jp\/archeive\/191109_engineer_senior3.html<\/a><\/li>\n\n\n\n
  7. https:\/\/miraie-group.jp\/sees\/article\/detail\/pressrelease_senior_engineer<\/a><\/li>\n\n\n\n
  8. https:\/\/prtimes.jp\/main\/html\/rd\/p\/000000032.000016691.html<\/a><\/li>\n\n\n\n
  9. https:\/\/note.com\/civil_id\/n\/n195cf57da0b1<\/a><\/li>\n\n\n\n
  10. https:\/\/jinjibu.jp\/news\/detl\/19779\/<\/a><\/li>\n\n\n\n
  11. https:\/\/xtech.nikkei.com\/atcl\/nxt\/column\/18\/00484\/103000004\/<\/a><\/li>\n\n\n\n
  12. https:\/\/www.yuvec.org\/wp-content\/uploads\/2021\/04\/fa594e7d35444ce1674e5340af621f70-1.pdf<\/a><\/li>\n\n\n\n
  13. https:\/\/corp.senior-job.co.jp\/news\/2023\/08\/04\/140000<\/a><\/li>\n\n\n\n
  14. https:\/\/committees.jsce.or.jp\/education05\/node\/122<\/a><\/li>\n\n\n\n
  15. https:\/\/seniorlife-soken.com\/archives\/7743<\/a><\/li>\n\n\n\n
  16. https:\/\/prtimes.jp\/main\/html\/rd\/p\/000000010.000052102.html<\/a><\/li>\n\n\n\n
  17. https:\/\/jsce.jp\/pro\/taxonomy\/term\/3040<\/a><\/li>\n\n\n\n
  18. https:\/\/engineer.fabcross.jp\/archeive\/170912_senior.html<\/a><\/li>\n\n\n\n
  19. https:\/\/www.sangyokoyo.or.jp\/topics\/2023\/p1ii5q0000007e9p-att\/shinia_60ank.pdf<\/a><\/li>\n\n\n\n
  20. https:\/\/at-jinji.jp\/blog\/46801\/<\/a><\/li>\n\n\n\n
  21. https:\/\/xtech.nikkei.com\/atcl\/nxt\/column\/18\/00484\/102600002\/<\/a><\/li>\n\n\n\n
  22. https:\/\/miraie-group.jp\/sees\/article\/detail\/pressrelease_senior_engineer_2023<\/a><\/li>\n\n\n\n
  23. https:\/\/committees.jsce.or.jp\/education05\/system\/files\/%E4%BC%81%E6%A5%AD%E3%81%8C%E6%B1%82%E3%82%81%E3%82%8B%E3%82%B7%E3%83%8B%E3%82%A2%E6%8A%80%E8%A1%93%E8%80%85%E3%81%A8%E5%B0%B1%E6%A5%AD%E5%AE%9F%E6%85%8B_0.pdf<\/a><\/li>\n\n\n\n
  24. https:\/\/staffing.archetyp.jp\/magazine\/senior-engineer\/<\/a><\/li>\n\n\n\n
  25. https:\/\/note.com\/civil_id\/m\/m464df8155fcd\/hashtag\/61884<\/a><\/li>\n\n\n\n
  26. https:\/\/unison-career.com\/engineer-media\/7328\/<\/a><\/li>\n\n\n\n
  27. https:\/\/hr-tech-lab.lapras.com\/knowledge\/casual-meeting-research\/<\/a><\/li>\n\n\n\n
  28. https:\/\/juas.or.jp\/cms\/media\/2020\/09\/koyousokushin20_guidelines.pdf<\/a><\/li>\n\n\n\n
  29. https:\/\/jobpal.jp\/contents\/job-change\/interview\/018\/<\/a><\/li>\n\n\n\n
  30. https:\/\/www.hrpro.co.jp\/trend_news.php?news_no=554<\/a><\/li>\n\n\n\n
  31. https:\/\/www.manegy.com\/news\/detail\/9896\/<\/a><\/li>\n\n\n\n
  32. https:\/\/mid-tenshoku.com\/enquete\/report-117\/<\/a><\/li>\n\n\n\n
  33. https:\/\/partners.en-japan.com\/enquetereport\/107\/<\/a><\/li>\n\n\n\n
  34. https:\/\/xtech.nikkei.com\/atcl\/nxt\/column\/18\/00364\/070700004\/<\/a><\/li>\n\n\n\n
  35. https:\/\/note.com\/civil_id\/n\/n53e1f34588a7<\/a><\/li>\n\n\n\n
  36. https:\/\/www.asmarq.co.jp\/column\/column-cat\/how_to\/sample_survey_questions\/<\/a><\/li>\n\n\n\n
  37. https:\/\/www.hr-doctor.com\/news\/management\/engagement\/newgrad_recruting_kyogonikatsu-6<\/a><\/li>\n\n\n\n
  38. https:\/\/form.run\/media\/contents\/enquete\/service-improvement\/<\/a><\/li>\n\n\n\n
  39. https:\/\/www.keidanren.or.jp\/policy\/2020\/008.pdf<\/a><\/li>\n\n\n\n
  40. https:\/\/jp.indeed.com\/career-advice\/interviewing\/senior-software-engineer-interview-questions<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u60c5\u5831\u901a\u4fe1\u696d\u754c\u306b\u304a\u3051\u308b\u30b7\u30cb\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u518d\u5c31\u8077\u652f\u63f4\u3092\u52b9\u679c\u7684\u306b\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u5bfe\u8c61\u8005\u306e\u5b9f\u614b\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u8abf\u67fb\u8a2d\u8a08\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u30022025\u5e74\u73fe\u5728\u300160\u6b73\u4ee5\u4e0a\u306e\u6280\u8853\u8005\u306e42%\u304c\u518d\u5c31\u8077\u3092\u5e0c\u671b\u3059\u308b\u4e2d\u3067\u3001\u4f01\u696d\u5074\u306e\u6c42\u3081\u308b\u30b9\u30ad\u30eb\u8981\u4ef6\u3068\u6c42\u8077 […]<\/p>\n","protected":false},"author":1,"featured_media":143,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-142","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-8"],"_links":{"self":[{"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/posts\/142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/comments?post=142"}],"version-history":[{"count":1,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/posts\/142\/revisions"}],"predecessor-version":[{"id":144,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/posts\/142\/revisions\/144"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/media\/143"}],"wp:attachment":[{"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/media?parent=142"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/categories?post=142"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifreno.com\/index.php\/wp-json\/wp\/v2\/tags?post=142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}