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\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff08Web\u958b\u767a\u3084\u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9\uff09\u306e\u5f37\u3044\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3092\u6301\u3064\u4eba\u6750\u304c\u512a\u9047\u3055\u308c\u307e\u3059\u3002\u6280\u8853\u306e\u9032\u5316\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u3044\u305f\u3081\u3001\u6d77\u5916\u306e\u6700\u65b0\u8ad6\u6587\u3084OSS\uff08\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff09\u306e\u52d5\u5411\u3092\u81ea\u5f8b\u7684\u306b\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3057\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u9084\u5143\u3067\u304d\u308b\u80fd\u529b\u304c\u91cd\u8996\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff0f\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3b\u306a\u8077\u52d9:<\/strong> \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u30fb\u6d3b\u7528\u3057\u3084\u3059\u3044\u5f62\u3067\u683c\u7d0d\u3059\u308b\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\uff0f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff0f\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\uff09\u306e\u8a2d\u8a08\u30fb\u69cb\u7bc9\u30fb\u904b\u7528\u3002ETL\/ELT\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u3084\u30c7\u30fc\u30bf\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u7ba1\u7406\u3002<\/li>\n\n\n\n<li><strong>\u6700\u65b0\u306e\u6c42\u4eba\u50be\u5411:<\/strong> \u30af\u30e9\u30a6\u30c9\u74b0\u5883\uff08AWS\u3001GCP\u3001Azure\uff09\u3084\u3001\u30e2\u30c0\u30f3\u306a\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\uff08Snowflake\u3001Databricks\u3001dbt\u306a\u3069\uff09\u306e\u5b9f\u52d9\u7d4c\u9a13\u3092\u6c42\u3081\u308b\u6c42\u4eba\u304c\u5927\u534a\u3092\u5360\u3081\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3044\u304f\u3089\u512a\u79c0\u3067\u3082\u3001\u57fa\u76e4\u304c\u306a\u3051\u308c\u3070\u6a5f\u80fd\u3057\u306a\u3044\u305f\u3081\u3001\u5e02\u5834\u3067\u306e\u5f15\u3063\u5f35\u308a\u3060\u3053\u72b6\u614b\u304c\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. AI\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\uff0f\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u7d4c\u55b6\u30a2\u30c9\u30d0\u30a4\u30b6\u30fc<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3b\u306a\u8077\u52d9:<\/strong> \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u4f01\u696d\u306eDX\uff08\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\uff09\u3084AI\u5c0e\u5165\u3092\u4e0a\u6d41\u5de5\u7a0b\u304b\u3089\u652f\u63f4\u3059\u308b\u3002\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306e\u7406\u89e3\u304b\u3089\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\u7b56\u5b9a\u3001\u30d9\u30f3\u30c0\u30fc\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3001\u793e\u5185\u4eba\u6750\u306e\u80b2\u6210\u307e\u3067\u3092\u62c5\u3046\u3002<\/li>\n\n\n\n<li><strong>\u6700\u65b0\u306e\u6c42\u4eba\u50be\u5411:<\/strong> \u7dcf\u5408\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30d5\u30a1\u30fc\u30e0\u3084IT\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30d5\u30a1\u30fc\u30e0\u304b\u3089\u306e\u6c42\u4eba\u304c\u8c4a\u5bcc\u3067\u3059\u3002\u5730\u65b9\u4f01\u696d\u3084\u4e2d\u5c0f\u4f01\u696d\u306b\u304a\u3051\u308b\u300c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5916\u90e8\u59d4\u8a17\u5316\u300d\u306e\u6d41\u308c\u3092\u53d7\u3051\u3001\u30b9\u30dd\u30c3\u30c8CDO\uff08\u6700\u9ad8\u30c7\u30fc\u30bf\u8cac\u4efb\u8005\uff09\u7684\u306a\u7acb\u3061\u56de\u308a\u304c\u3067\u304d\u308b\u4eba\u6750\u306e\u4fa1\u5024\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c3\u7ae0\uff1a\u6c42\u4eba\u5206\u6790\u304b\u3089\u8aad\u307f\u89e3\u304f\u300c\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u30fb\u8cc7\u683c\u300d<\/h2>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u30cf\u30a4\u30af\u30e9\u30b9\u6c42\u4eba\u306b\u5171\u901a\u3057\u3066\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u300c\u5fc5\u9808\u8981\u4ef6\uff08Must\uff09\u300d\u3068\u300c\u6b53\u8fce\u8981\u4ef6\uff08Want\uff09\u300d\u3092\u5206\u6790\u3059\u308b\u3068\u3001\u6fc0\u5909\u3059\u308b\u6642\u4ee3\u3067\u3082\u9673\u8150\u5316\u3057\u306a\u3044\u30b3\u30a2\u30b9\u30ad\u30eb\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5fc5\u9808\u3068\u3055\u308c\u308b\u30b3\u30a2\u30fb\u30b9\u30ad\u30eb<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d3\u30b8\u30cd\u30b9\u30fb\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u80fd\u529b\uff08\u8ab2\u984c\u8a2d\u5b9a\u529b\uff09<\/strong>\u300cAI\u3092\u4f7f\u3063\u3066\u4f55\u304b\u9762\u767d\u3044\u3053\u3068\u3092\u3057\u3066\u304f\u308c\u300d\u3068\u3044\u3046\u66d6\u6627\u306a\u30aa\u30fc\u30c0\u30fc\u306b\u5bfe\u3057\u3001\u4f55\u304c\u672c\u8cea\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306a\u306e\u304b\u3092\u7a81\u304d\u6b62\u3081\u3001\u305d\u308c\u3092\u300c\u30c7\u30fc\u30bf\u3067\u89e3\u6c7a\u53ef\u80fd\u306a\u554f\u984c\u300d\u306b\u5909\u63db\uff08\u30e2\u30c7\u30ea\u30f3\u30b0\u30fb\u6570\u5f0f\u5316\uff09\u3059\u308b\u80fd\u529b\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u672c\u8cea\u7684\u306a\u7d71\u8a08\u5b66\u30fb\u6570\u5b66\u306e\u7406\u89e3\u3068\u56e0\u679c\u63a8\u8ad6<\/strong>\u30c4\u30fc\u30eb\u306e\u81ea\u52d5\u5316\u304c\u9032\u3080\u304b\u3089\u3053\u305d\u3001\u300c\u305d\u306e\u5206\u6790\u7d50\u679c\u306b\u30d0\u30a4\u30a2\u30b9\uff08\u504f\u308a\uff09\u306f\u306a\u3044\u304b\u300d\u300c\u30c7\u30fc\u30bf\u6f0f\u6d29\uff08\u30c7\u30fc\u30bf\u30ea\u30fc\u30b1\u30fc\u30b8\uff09\u306f\u8d77\u304d\u3066\u3044\u306a\u3044\u304b\u300d\u300c\u5358\u306a\u308b\u76f8\u95a2\u95a2\u4fc2\u3067\u306f\u306a\u304f\u3001\u56e0\u679c\u95a2\u4fc2\u304c\u3042\u308b\u304b\u300d\u3092\u6b63\u3057\u304f\u898b\u6975\u3081\u308b\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u30b7\u30f3\u30ad\u30f3\u30b0\uff08\u6279\u5224\u7684\u601d\u8003\u529b\uff09\u304c\u3001\u4e88\u6e2c\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>SQL\u30fb\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u80fd\u529b\uff08\u4ea4\u6e09\u4e0d\u53ef\u306e\u5fc5\u9808\u30b9\u30ad\u30eb\uff09<\/strong>\u6c42\u4eba\u7968\u306e9\u5272\u4ee5\u4e0a\u306b\u304a\u3044\u3066\u3001SQL\u306b\u3088\u308b\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u62bd\u51fa\u30fb\u64cd\u4f5c\u306f\u300c\u5fc5\u9808\u300d\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u304d\u308c\u3044\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304f\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044Raw Data\uff08\u751f\u30c7\u30fc\u30bf\uff09\u3092\u9069\u5207\u306b\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3067\u304d\u308b\u80fd\u529b\u304c\u554f\u308f\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8ee2\u8077\u5e02\u5834\u3067\u8a55\u4fa1\u3055\u308c\u308b\u8cc7\u683c<\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u4e16\u754c\u306f\u300c\u5b9f\u52d9\u5b9f\u7e3e\u300d\u304c\u6700\u91cd\u8996\u3055\u308c\u307e\u3059\u304c\u3001\u7d4c\u9a13\u304c\u6d45\u3044\u5834\u5408\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u8a3c\u660e\u3084\u3001\u4f53\u7cfb\u7684\u306a\u77e5\u8b58\u306e\u8a3c\u660e\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u8cc7\u683c\u304c\u6c42\u4eba\u7968\u306e\u6b53\u8fce\u8981\u4ef6\u306b\u4e26\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u8cc7\u683c\u540d\u79f0<\/strong><\/td><td><strong>\u8a55\u4fa1\u3055\u308c\u308b\u30dd\u30a4\u30f3\u30c8\u30fb\u7406\u7531<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u7d71\u8a08\u691c\u5b9a\uff08\u6e961\u7d1a\u30fb1\u7d1a\uff09<\/strong><\/td><td>\u6570\u7406\u7d71\u8a08\u5b66\u306e\u6df1\u3044\u7406\u89e3\u3001\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u3092\u898b\u629c\u304f\u7406\u8ad6\u7684\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u306e\u8a3c\u660e\u3068\u3057\u3066\u6839\u5f37\u3044\u4fe1\u983c\u304c\u3042\u308b\u3002<\/td><\/tr><tr><td><strong>G\u691c\u5b9a\uff08\u30b8\u30a7\u30cd\u30e9\u30ea\u30b9\u30c8\uff09\uff0fE\u8cc7\u683c\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\uff09<\/strong><\/td><td>\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a\uff08JDLA\uff09\u304c\u4e3b\u50ac\u3002\u7279\u306bE\u8cc7\u683c\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5\u529b\u3092\u793a\u3059\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u3068\u3057\u3066\u8a55\u4fa1\u3055\u308c\u308b\u3002<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u691c\u5b9a\uff08DS\u691c\u5b9a\uff09<\/strong><\/td><td>\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u306e\u6307\u6a19\u3068\u3057\u3066\u3001\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u30af\u30e9\u30b9\u304b\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u6642\u306b\u57fa\u790e\u529b\u3092\u30a2\u30d4\u30fc\u30eb\u3067\u304d\u308b\u3002<\/td><\/tr><tr><td><strong>AWS \/ GCP \/ Azure \u8a8d\u5b9a\u5c02\u9580\u8cc7\u683c<\/strong><\/td><td>\uff08\u4f8b\uff1aAWS Certified Data Engineer\u306a\u3069\uff09\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u9818\u57df\u3067\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u306e\u5c02\u9580\u8cc7\u683c\u304c\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c4\u7ae0\uff1a\u3010\u30bf\u30fc\u30b2\u30c3\u30c8\u5225\u3011\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3078\u306e\u8ee2\u8077\u30fb\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u6226\u7565<\/h2>\n\n\n\n<p>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3084\u73fe\u5728\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u3001\u3069\u306e\u3088\u3046\u306b\u6226\u7565\u3092\u7d44\u3093\u3067\u8ee2\u8077\u6d3b\u52d5\u3092\u9032\u3081\u308b\u3079\u304d\u304b\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. IT\u30a8\u30f3\u30b8\u30cb\u30a2\u304b\u3089\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u9818\u57df\u3078\u306e\u8ee2\u8eab\uff08Web\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u793e\u5185SE \u21d2 ML\u30a8\u30f3\u30b8\u30cb\u30a2\uff0f\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73fe\u72b6\u3068\u8ab2\u984c:<\/strong> \u958b\u767a\u7d4c\u9a13\u3084\u30a4\u30f3\u30d5\u30e9\u77e5\u8b58\u306f\u3042\u308b\u3082\u306e\u306e\u3001\u7d71\u8a08\u5b66\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9f\u52d9\u7d4c\u9a13\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6210\u529f\u306e\u9375:<\/strong> \u81ea\u3089\u306e\u5f37\u307f\u3067\u3042\u308b\u300c\u30b3\u30fc\u30c9\u304c\u66f8\u3051\u308b\u300d\u300c\u30b7\u30b9\u30c6\u30e0\u3092\u5b89\u5b9a\u7a3c\u50cd\u3055\u305b\u3089\u308c\u308b\u300d\u300c\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8a2d\u8a08\u304c\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u529b\u3092\u5168\u9762\u306b\u62bc\u3057\u51fa\u3057\u307e\u3059\u3002\u6c42\u4eba\u5e02\u5834\u3067\u306f\u3001\u6570\u5b66\u306e\u5929\u624d\u3060\u304c\u30b7\u30b9\u30c6\u30e0\u5316\u3067\u304d\u306a\u3044\u30a2\u30ca\u30ea\u30b9\u30c8\u3088\u308a\u3082\u3001\u30b3\u30fc\u30c9\u304c\u7dba\u9e97\u3067\u3001\u6700\u4f4e\u9650\u306eML\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u307b\u3046\u304c\u3001\u5727\u5012\u7684\u306b\u5373\u6226\u529b\u3068\u3057\u3066\u91cd\u5b9d\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u305f\u3081\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u7570\u696d\u754c\u30fb\u30d3\u30b8\u30cd\u30b9\u8077\u304b\u3089\u306e\u30ad\u30e3\u30ea\u30a2\u30c1\u30a7\u30f3\u30b8\uff08\u30de\u30fc\u30b1\u30bf\u30fc\u30fb\u55b6\u696d\u30fb\u4f01\u753b \u21d2 \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\uff0f\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73fe\u72b6\u3068\u8ab2\u984c:<\/strong> \u696d\u754c\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306f\u3042\u308b\u304c\u3001\u9ad8\u5ea6\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u7d71\u8a08\u89e3\u6790\u306e\u7d4c\u9a13\u304c\u8584\u3044\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6210\u529f\u306e\u9375:<\/strong> \u300c\u3044\u304d\u306a\u308a\u4e2d\u592e\u5024\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u76ee\u6307\u3055\u306a\u3044\u300d\u3053\u3068\u304c\u9244\u5247\u3067\u3059\u3002\u307e\u305a\u306f\u300c\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u5f37\u3044\u30de\u30fc\u30b1\u30bf\u30fc\u300d\u3084\u300cDX\u63a8\u9032\u90e8\u9580\u306e\u30a2\u30ca\u30ea\u30b9\u30c8\u300d\u3068\u3057\u3066\u3001\u73fe\u8077\u306e\u696d\u754c\u77e5\u8b58\uff08\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\uff09\u3092\u6b66\u5668\u306b\u8ee2\u8077\u3057\u307e\u3059\u3002\u73fe\u5834\u306e\u8ab2\u984c\u611f\uff08\u30c7\u30fc\u30bf\u306e\u80cc\u666f\u306b\u3042\u308b\u6587\u8108\uff09\u304c\u308f\u304b\u308b\u3053\u3068\u306f\u3001\u5916\u90e8\u306e\u7d14\u7c8b\u306a\u6280\u8853\u8005\u306b\u306f\u306a\u3044\u6700\u5927\u306e\u5f37\u307f\u3068\u306a\u308a\u307e\u3059\u3002\u8ee2\u8077\u5f8c\u306b\u3001\u5b9f\u30c7\u30fc\u30bf\u306b\u89e6\u308c\u306a\u304c\u3089SQL\u3084Python\u306e\u30b9\u30ad\u30eb\u3092\u73fe\u5834\u3067\u78e8\u304f\u306e\u304c\u73fe\u5b9f\u7684\u304b\u3064\u6700\u77ed\u306e\u30eb\u30fc\u30c8\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u30b7\u30cb\u30a2\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\uff08\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8 \u21d2 CDO\u30fb\u4e8b\u696d\u8cac\u4efb\u8005\u30fb\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73fe\u72b6\u3068\u8ab2\u984c:<\/strong> \u3059\u3067\u306b\u8907\u6570\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u3066\u304a\u308a\u3001\u3055\u3089\u306b\u5e74\u53ce\u3084\u88c1\u91cf\u3092\u4e0a\u3052\u305f\u3044\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6210\u529f\u306e\u9375:<\/strong> \u9762\u63a5\u3067\u306f\u3001\u6280\u8853\u7684\u306a\u512a\u4f4d\u6027\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u7d44\u7e54\u3092\u3069\u3046\u7d44\u6210\u3057\u3001\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3057\u305f\u304b\u300d\u300c\u7d4c\u55b6\u9663\u306b\u5bfe\u3057\u3066\u30c7\u30fc\u30bf\u6295\u8cc7\u306eROI\uff08\u6295\u8cc7\u5bfe\u52b9\u679c\uff09\u3092\u3069\u3046\u8aac\u660e\u3057\u3001\u4e88\u7b97\u3092\u7372\u5f97\u3057\u305f\u304b\u300d\u3068\u3044\u3046\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u7d4c\u55b6\u8996\u70b9\u306e\u5b9f\u7e3e\u3092\u30a2\u30d4\u30fc\u30eb\u3057\u307e\u3059\u3002\u6280\u8853\u306e\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\uff08\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\uff09\u3068\u3057\u3066\u9032\u3080\u5834\u5408\u3082\u3001\u81ea\u3089\u304c\u958b\u767a\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u300c\u3069\u308c\u3060\u3051\u4e8b\u696d\u306e\u5229\u76ca\uff08\u58f2\u4e0a\u30fb\u30b3\u30b9\u30c8\uff09\u306b\u76f4\u63a5\u8ca2\u732e\u3057\u305f\u304b\u300d\u3092\u91d1\u984d\u30d9\u30fc\u30b9\u3067\u8a9e\u308c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c5\u7ae0\uff1a\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u8ee2\u8077\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u9078\u8003\u30fb\u9762\u63a5\u5bfe\u7b56<\/h2>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8077\u306e\u9078\u8003\u306f\u3001\u6280\u8853\u9762\u63a5\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u8a66\u9a13\u3001\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\uff09\u3068\u30d3\u30b8\u30cd\u30b9\u9762\u63a5\u304c\u7d44\u307f\u5408\u308f\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u975e\u5e38\u306b\u96e3\u6613\u5ea6\u304c\u9ad8\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8077\u52d9\u7d4c\u6b74\u66f8\u306e\u4f5c\u6210\uff1a\u30d7\u30ed\u30bb\u30b9\u3060\u3051\u3067\u306a\u304f\u300c\u4e8b\u696d\u30a4\u30f3\u30d1\u30af\u30c8\u300d\u3092\u6570\u5024\u5316\u3059\u308b<\/h3>\n\n\n\n<p>\u63a1\u7528\u62c5\u5f53\u8005\u304c\u6700\u3082\u5acc\u3046\u306e\u306f\u300c\u9ad8\u5ea6\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u6e80\u8db3\u3057\u305f\uff08\u3057\u304b\u3057\u30d3\u30b8\u30cd\u30b9\u306b\u306f\u4f7f\u308f\u308c\u306a\u304b\u3063\u305f\uff09\u300d\u3068\u3044\u3046\u30a8\u30d4\u30bd\u30fc\u30c9\u3067\u3059\u3002\u7d4c\u6b74\u66f8\u306b\u306f\u5fc5\u305a\u3001\u6280\u8853\u3068\u30d3\u30b8\u30cd\u30b9\u306e\u7d50\u679c\u3092\u30bb\u30c3\u30c8\u3067\u8a18\u8f09\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0d\u9069\u5207\u306a\u4f8b:<\/strong> 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