{"id":44339,"date":"2024-12-26T04:56:00","date_gmt":"2024-12-26T04:56:00","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=44339"},"modified":"2025-12-31T09:12:00","modified_gmt":"2025-12-31T09:12:00","slug":"%e4%ba%ba%e6%b0%97%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%af%e8%a6%96%e5%8c%96%e3%83%84%e3%83%bc%e3%83%ab15%e9%81%b8","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/ja\/blog\/15-most-popular-data-visualization-tools\/","title":{"rendered":"2026\u5e74\u306b\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb15\u9078"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"44339\" class=\"elementor elementor-44339\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a185cd1 e-flex e-con-boxed e-con e-parent\" data-id=\"a185cd1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0caf60b elementor-widget elementor-widget-text-editor\" data-id=\"0caf60b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">&nbsp;\u4eca\u65e5\u306e\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u4e16\u754c\u3067\u306f\u3001, <\/span><b>\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/b><span style=\"font-weight: 400;\"> \u306f\u3001\u3082\u306f\u3084\u5358\u306a\u308b\u4fbf\u5229\u306a\u6a5f\u80fd\u3067\u306f\u306a\u304f\u3001\u4f01\u696d\u304c\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u9069\u5207\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306f\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u660e\u78ba\u3067\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u5909\u63db\u3057\u3001\u3088\u308a\u8fc5\u901f\u304b\u3064\u81ea\u4fe1\u3092\u6301\u3063\u3066\u610f\u601d\u6c7a\u5b9a\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3057\u307e\u3059\u30022025\u5e74\u3092\u76ee\u524d\u306b\u63a7\u3048\u3001\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u53ef\u80fd\u6027\u3092\u63a2\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002 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400;\">\u4eca\u65e5\u306e\u4e16\u754c\u3067\u306f\u3001, <\/span><b>\u30c7\u30fc\u30bf\u306f\u3069\u3053\u306b\u3067\u3082\u3042\u308b<\/b><span style=\"font-weight: 400;\">. .\u58f2\u4e0a\u9ad8\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3001\u9867\u5ba2\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306a\u3069\u3001\u4f01\u696d\u306b\u306f\u624b\u4f5c\u696d\u3067\u306f\u51e6\u7406\u3057\u304d\u308c\u306a\u3044\u307b\u3069\u306e\u30c7\u30fc\u30bf\u304c\u3042\u3075\u308c\u3066\u3044\u308b\u3002. <\/span><b>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/b><span style=\"font-weight: 400;\"> \u304c\u53ef\u80fd\u306b\u306a\u308b\uff1a<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c7\u30fc\u30bf\u3092\u5b9f\u7528\u7684\u306a\u3082\u306e\u306b\u3059\u308b\uff1a<\/b><span style=\"font-weight: 400;\"> \u751f\u30c7\u30fc\u30bf\u3092\u610f\u601d\u6c7a\u5b9a\u306e\u6307\u91dd\u3068\u306a\u308b\u6d1e\u5bdf\u306b\u5909\u63db\u3059\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u50be\u5411\u3068\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\uff1a<\/b><span style=\"font-weight: 400;\"> \u7d4c\u6642\u7684\u306a\u30c7\u30fc\u30bf\u306e\u5909\u5316\u3084\u7570\u5e38\u3092\u5bb9\u6613\u306b\u767a\u898b\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u4e88\u6e2c\u306b\u5f79\u7acb\u3066\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u6d1e\u5bdf\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\uff1a<\/b><span style=\"font-weight: 400;\"> \u5229\u5bb3\u95a2\u4fc2\u8005\u304c\u30c7\u30fc\u30bf\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u30c7\u30fc\u30bf\u3092\u660e\u78ba\u304b\u3064\u7406\u89e3\u3057\u3084\u3059\u3044\u65b9\u6cd5\u3067\u63d0\u793a\u3059\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30b9\u30c8\u30fc\u30ea\u30fc\u30c6\u30ea\u30f3\u30b0\u3092\u5f37\u5316\u3059\u308b\uff1a<\/b><span style=\"font-weight: 400;\"> \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u3092\u901a\u3058\u3066\u8aac\u5f97\u529b\u306e\u3042\u308b\u30b9\u30c8\u30fc\u30ea\u30fc\u3092\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8907\u96d1\u306a\u60c5\u5831\u306e\u4f1d\u9054\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002.<\/span><\/li>\n<\/ul>\n<h3><b>\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u7a2e\u985e<\/b><\/h3>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c1\u30e3\u30fc\u30c8\u3068\u30b0\u30e9\u30d5\uff1a<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><b>\u68d2\u30b0\u30e9\u30d5\u3001\u5186\u30b0\u30e9\u30d5\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3<\/b><span style=\"font-weight: 400;\"> \u306f\u3001\u30c7\u30fc\u30bf\u306e\u6bd4\u8f03\u3001\u50be\u5411\u3001\u304a\u3088\u3073\u5206\u5e03\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u6700\u3082\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002.<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u69d8\u3005\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u69d8\u3005\u306a\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u63a2\u7d22\u3057\u3001\u76e3\u8996\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30d2\u30fc\u30c8\u30de\u30c3\u30d7<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u5730\u7406\u7684\u5730\u57df\u3084\u4ed6\u306e\u5909\u6570\u3068\u306e\u95a2\u9023\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30d1\u30bf\u30fc\u30f3\u3092\u793a\u3059\u8272\u5206\u3051\u3055\u308c\u305f\u5730\u56f3\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30a4\u30f3\u30d5\u30a9\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8996\u899a\u7684\u306a\u8868\u73fe\u3067\u3001\u30c7\u30fc\u30bf\u306b\u307e\u3064\u308f\u308b\u5b8c\u5168\u306a\u7269\u8a9e\u3092\u63d0\u793a\u3059\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c8\u30ec\u30de\u30c3\u30d7\uff1a<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u968e\u5c64\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u3001\u5165\u308c\u5b50\u306b\u306a\u3063\u305f\u4e00\u9023\u306e\u77e9\u5f62\u3068\u3057\u3066\u8868\u73fe\u3059\u308b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5730\u7406\u5730\u56f3\uff1a<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306e\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u7570\u306a\u308b\u5834\u6240\u3084\u5730\u57df\u306e\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3057\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u8ca9\u58f2\u5b9f\u7e3e\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3001\u307e\u305f\u306f\u5730\u57df\u306e\u50be\u5411\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/span><\/li>\n<\/ol>\n<h4><b>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u30e1\u30ea\u30c3\u30c8<\/b><\/h4>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u610f\u601d\u6c7a\u5b9a\u306e\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7<\/b><span style=\"font-weight: 400;\">:\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u7d20\u5316\u3057\u3001\u3088\u308a\u8fc5\u901f\u306a\u6d1e\u5bdf\u3068\u52b9\u7387\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u7406\u89e3\u3092\u6df1\u3081\u308b<\/b><span style=\"font-weight: 400;\">:\u8996\u899a\u7684\u8981\u7d20\u306f\u751f\u306e\u6570\u5b57\u3088\u308a\u3082\u628a\u63e1\u3057\u3084\u3059\u304f\u3001\u5c02\u9580\u5bb6\u3067\u306a\u304f\u3066\u3082\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u304f\u306a\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u9ad8\u3081\u308b<\/b><span style=\"font-weight: 400;\">:\u30d3\u30b8\u30e5\u30a2\u30eb\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u591a\u7528\u3057\u305f\u30ec\u30dd\u30fc\u30c8\u3088\u308a\u3082\u9b45\u529b\u7684\u3067\u3001\u30c1\u30fc\u30e0\u5185\u3067\u306e\u5171\u6709\u3084\u7406\u89e3\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5f37\u5316<\/b><span style=\"font-weight: 400;\">:\u8868\u3084\u751f\u30c7\u30fc\u30bf\u3067\u306f\u308f\u304b\u3089\u306a\u3044\u5916\u308c\u5024\u3001\u50be\u5411\u3001\u76f8\u95a2\u3092\u898b\u3064\u3051\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002.<\/span><\/li>\n<\/ul>\n<h4><b>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u5fdc\u7528<\/b><\/h4>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30d3\u30b8\u30cd\u30b9\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9<\/b><span style=\"font-weight: 400;\"> \u4f01\u696d\u306f\u3001\u4e3b\u8981\u696d\u7e3e\u8a55\u4fa1\u6307\u6a19\uff08KPI\uff09\u3001\u58f2\u4e0a\u9ad8\u3001\u9867\u5ba2\u5c5e\u6027\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306b\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5065\u5eb7\u7ba1\u7406\uff1a<\/b><span style=\"font-weight: 400;\"> \u533b\u7642\u5f93\u4e8b\u8005\u306f\u3001\u60a3\u8005\u30c7\u30fc\u30bf\u3001\u75be\u75c5\u767a\u751f\u306e\u50be\u5411\u3001\u81e8\u5e8a\u8a66\u9a13\u7d50\u679c\u3092\u53ef\u8996\u5316\u3057\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u8ca1\u52d9\uff1a<\/b><span style=\"font-weight: 400;\"> \u91d1\u878d\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u5e02\u5834\u52d5\u5411\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u7d4c\u6e08\u6307\u6a19\u3092\u8ffd\u8de1\u3059\u308b\u305f\u3081\u306b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u6559\u80b2\uff1a<\/b><span style=\"font-weight: 400;\"> \u6559\u5e2b\u3082\u751f\u5f92\u3082\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u3092\u3088\u308a\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u3082\u306e\u306b\u3057\u3001\u8907\u96d1\u306a\u6982\u5ff5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002.<\/span><\/li>\n<\/ul>\n<h2><b>2025\u5e74\u3001\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3068\u306f\uff1f<\/b><\/h2>\n<h4><b>1.\u30bf\u30d6\u30ed\u30fc<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Tableau\u306f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u30c8\u30c3\u30d7\u3068\u3057\u3066\u541b\u81e8\u3057\u7d9a\u3051\u3066\u3044\u308b\u3002\u305d\u306e <\/span><b>\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/b><span style=\"font-weight: 400;\">, <\/span><b>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30fb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/b><span style=\"font-weight: 400;\">\u3001 \u305d\u3057\u3066 <\/span><b>\u5f37\u529b\u306a\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9<\/b><span style=\"font-weight: 400;\">, Tableau\u306f\u3001\u307b\u307c\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3067\u304d\u307e\u3059\u3002\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u7d4c\u9a13\u304c\u306a\u304f\u3066\u3082\u3001\u6d1e\u5bdf\u306b\u6e80\u3061\u305f\u7f8e\u3057\u3044\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u3042\u3089\u3086\u308b\u898f\u6a21\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u6700\u9069<\/span><\/li>\n<\/ul>\n<h4><b>2.\u30d1\u30ef\u30fcBI<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e <\/span><b>\u30d1\u30ef\u30fcBI<\/b><span style=\"font-weight: 400;\"> \u306f\u3001\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u4e16\u754c\u3067\u306f\u3082\u3046\u3072\u3068\u3064\u306e\u30d3\u30c3\u30b0\u30cd\u30fc\u30e0\u3060\u3002\u5805\u7262\u306a <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%83%bb%e3%82%a4%e3%83%b3%e3%83%86%e3%83%aa%e3%82%b8%e3%82%a7%e3%83%b3%e3%82%b9%e3%83%bb%e3%83%84%e3%83%bc%e3%83%ab-%e3%83%88%e3%83%83%e3%83%9720\/\">\u30d3\u30b8\u30cd\u30b9\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30fb\u30c4\u30fc\u30eb<\/a> Excel\u3001SharePoint\u3001Azure\u306a\u3069\u306e\u4ed6\u306eMicrosoft\u88fd\u54c1\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u3002\u305d\u306e <\/span><b>\u624b\u9803\u306a\u4fa1\u683c\u8a2d\u5b9a<\/b><span style=\"font-weight: 400;\"> \u305d\u306e\u4f7f\u3044\u3084\u3059\u3055\u304b\u3089\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u76f4\u611f\u7684\u3067\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u3044<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u5f37\u529b\u306a\u7d71\u5408<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30ec\u30dd\u30fc\u30c8\u3068\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/span><\/li><\/ul><div><h4 style=\"color: rgb(0, 0, 0);\"><b>3.\u30ad\u30cf\u30c0 BI<\/b><\/h4><p><a href=\"https:\/\/www.yellowfinbi.com\/\">\u30ad\u30cf\u30c0BI<\/a>&nbsp;\u306f\u30d7\u30ec\u30df\u30a2&nbsp;<b>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/b>&nbsp;\u5805\u7262\u306a\u30ec\u30dd\u30fc\u30c8\u30fb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3068\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002&nbsp;<b>\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/b>&nbsp;\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001\u9769\u65b0\u7684\u306a\u8996\u899a\u5316\u624b\u6cd5\u3068\u81ea\u52d5\u5316\u3055\u308c\u305f\u30a2\u30e9\u30fc\u30c8\u306b\u3088\u308b\u6709\u610f\u7fa9\u306a\u6d1e\u5bdf\u306e\u62bd\u51fa\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002.<\/p><p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p><ul style=\"font-size: 17px; background-color: rgb(255, 255, 255);\"><li style=\"font-size: 17px;\">\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u63a2\u7d22\u306e\u305f\u3081\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30fb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/li><li style=\"font-size: 17px;\">AI\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30e9\u30fc\u30c8\u3068\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u6a5f\u80fd<\/li><li style=\"font-size: 17px;\">\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u30d3\u30b8\u30cd\u30b9\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30fb\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0\u30fb\u30c4\u30fc\u30eb\u306b\u3088\u308b\u9b45\u529b\u7684\u306a\u30d3\u30b8\u30e5\u30a2\u30eb\u30fb\u30b9\u30c8\u30fc\u30ea\u30fc\u30c6\u30ea\u30f3\u30b0<\/li><\/ul><\/div>\n<p><br><\/p><ul>\n<\/ul>\n<h4><b>4.\u30eb\u30c3\u30ab\u30fc<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Looker\u306f\u3001\u73fe\u5728Google\u304c\u6240\u6709\u3059\u308b\u5148\u9032\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3042\u308b\u3002 <\/span><b>\u30c7\u30fc\u30bf\u63a2\u7d22\u30c4\u30fc\u30eb<\/b><span style=\"font-weight: 400;\"> \u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 <\/span><b>\u30ab\u30b9\u30bf\u30e0\u30ec\u30dd\u30fc\u30c8<\/b><span style=\"font-weight: 400;\"> \u305d\u3057\u3066 <\/span><b>\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/b><span style=\"font-weight: 400;\"> \u3092\u7c21\u5358\u306b\u5229\u7528\u3067\u304d\u308b\u3002\u7279\u306b\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u62e1\u5f35\u3068\u7ba1\u7406\u3092\u5fc5\u8981\u3068\u3059\u308b\u5927\u4f01\u696d\u306b\u4eba\u6c17\u304c\u3042\u308b\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u3067\u30d5\u30eb\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u5206\u6790\u6a5f\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google Cloud\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/span><\/li>\n<\/ul>\n<h4><b>5.D3.js<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u3053\u3093\u306a\u65b9\u306b <\/span><b>\u9ad8\u5ea6\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/b><span style=\"font-weight: 400;\">, <\/span><b>D3.js<\/b><span style=\"font-weight: 400;\"> (\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09\u306f <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e6%9c%80%e9%ab%98%e3%81%ae-20-%e3%81%ae-javascript-%e3%83%a9%e3%82%a4%e3%83%96%e3%83%a9%e3%83%aa%e3%81%a8%e3%83%95%e3%83%ac%e3%83%bc%e3%83%a0%e3%83%af%e3%83%bc%e3%82%af\/\">JavaScript\u30e9\u30a4\u30d6\u30e9\u30ea<\/a> \u3092\u4f7f\u3048\u3070\u3001\u958b\u767a\u8005\u306f\u9b45\u529b\u7684\u3067\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u30b9\u30ad\u30eb\u306f\u5fc5\u8981\u3060\u304c <\/span><b>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u5ea6<\/b><span style=\"font-weight: 400;\"> \u305d\u308c\u306f\u4ed6\u306e\u8ffd\u968f\u3092\u8a31\u3055\u306a\u3044\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u958b\u767a\u8005\u306b\u6700\u9069<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8907\u96d1\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u5fdc<\/span><\/li>\n<\/ul>\n<h4><b>6.\u30b5\u30a4\u30bb\u30f3\u30b9<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u30b5\u30a4\u30bb\u30f3\u30b9\u306f\u3001\u30aa\u30fc\u30eb\u30a4\u30f3\u30ef\u30f3 <\/span><b>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/b><span style=\"font-weight: 400;\"> \u30c7\u30fc\u30bf\u7d71\u5408\u3068\u53ef\u8996\u5316\u3092\u7c21\u7d20\u5316\u3059\u308b\u305d\u306e <\/span><b>\u30a4\u30f3\u30e1\u30e2\u30ea\u30c7\u30fc\u30bf\u51e6\u7406<\/b><span style=\"font-weight: 400;\">, Sisense\u3067\u306f\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u3067\u7c21\u5358\u306b\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u308b<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u9ad8\u901f\u30c7\u30fc\u30bf\u51e6\u7406<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u5bb9\u6613<\/span><\/li>\n<\/ul>\n<h4><b>7.Zoho\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Zoho Analytics\u306f\u3001\u624b\u9803\u306a\u4fa1\u683c\u3067\u3042\u308a\u306a\u304c\u3089\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002 <\/span><b>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb<\/b><span style=\"font-weight: 400;\"> \u4e2d\u5c0f\u4f01\u696d\u306b\u6700\u9069\u3067\u3059\u3002\u4e2d\u5c0f\u4f01\u696d\u306b\u6700\u9069\u3067\u3059\u3002 <\/span><b>250\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9<\/b><span style=\"font-weight: 400;\"> \u3092\u63d0\u4f9b\u3059\u308b\u3002 <\/span><b>\u30b7\u30f3\u30d7\u30eb\u306a\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/b><span style=\"font-weight: 400;\"> \u6d1e\u5bdf\u306b\u6e80\u3061\u305f\u30ec\u30dd\u30fc\u30c8\u3084\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u624b\u9803\u306a\u4fa1\u683c\u8a2d\u5b9a<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30a2\u30d7\u30ea\u3068\u306e\u5bb9\u6613\u306a\u7d71\u5408<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/span><\/li>\n<\/ul>\n<h4><b>8.\u30b0\u30fc\u30b0\u30eb\u30c7\u30fc\u30bf\u30b9\u30bf\u30b8\u30aa<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u30b0\u30fc\u30b0\u30eb\u306e <\/span><b>\u30c7\u30fc\u30bf\u30b9\u30bf\u30b8\u30aa<\/b><span style=\"font-weight: 400;\"> \u306f\u3001Google Analytics\u3001Google Sheets\u3001\u305d\u306e\u4ed6\u306eGoogle\u30b5\u30fc\u30d3\u30b9\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5171\u6709\u53ef\u80fd\u306a\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u306f <\/span><b>\u7121\u6599<\/b><span style=\"font-weight: 400;\"> \u307e\u305f\u3001\u67d4\u8edf\u6027\u304c\u9ad8\u3044\u305f\u3081\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u3084\u4e2d\u5c0f\u4f01\u696d\u306b\u4eba\u6c17\u304c\u3042\u308b\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5229\u7528\u7121\u6599<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30de\u30fc\u30b1\u30bf\u30fc\u3084\u30c7\u30b8\u30bf\u30eb\u5206\u6790\u306b\u6700\u9069<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7c21\u5358\u306a\u7d71\u5408<\/span><\/li>\n<\/ul>\n<h4><b>9.TIBCO Spotfire<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">TIBCO Spotfire\u306f <\/span><b><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%bb%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u30c7\u30fc\u30bf\u5206\u6790<\/a> \u8996\u899a\u5316\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/b><span style=\"font-weight: 400;\"> \u9ad8\u5ea6\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3059\u308b\u3001, <a href=\"https:\/\/www.carmatec.com\/ja\/%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e9%96%8b%e7%99%ba%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u6a5f\u68b0\u5b66\u7fd2<\/a>, \u305d\u3057\u3066\u5730\u7406\u7a7a\u9593\u30de\u30c3\u30d4\u30f3\u30b0\u3002\u305d\u308c\u306f <\/span><b>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u51e6\u7406<\/b><span style=\"font-weight: 400;\"> \u305d\u3057\u3066 <\/span><b>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30fb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u9ad8\u5ea6\u306a\u5206\u6790\u6a5f\u80fd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u9ad8\u5ea6\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/span><\/li>\n<\/ul>\n<h4><b>10.\u30d7\u30ed\u30c3\u30c8\u30ea\u30fc<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Plotly\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3067\u3001\u958b\u767a\u8005\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7d20\u6674\u3089\u3057\u3044\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e9%96%8b%e7%99%ba%e8%80%85%e3%82%92%e9%9b%87%e3%81%86\/python%e9%96%8b%e7%99%ba%e8%80%85%e3%82%92%e9%9b%87%e3%81%86\/\">\u30d1\u30a4\u30bd\u30f3<\/a>, R\u3001\u305d\u3057\u3066 <a href=\"https:\/\/www.carmatec.com\/ja\/%e9%96%8b%e7%99%ba%e8%80%85%e3%82%92%e9%9b%87%e3%81%86\/javascript%e9%96%8b%e7%99%ba%e8%80%85%e3%82%92%e9%9b%87%e3%81%86\/\">JavaScript<\/a>. .\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u306a\u4eba\u306b\u306f\u6700\u9069\u3060\u3002 <\/span><b>\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/b><span style=\"font-weight: 400;\"> \u3067\u306e <\/span><b>\u30af\u30ea\u30fc\u30f3\u3067\u9b45\u529b\u7684\u306a\u65b9\u6cd5<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u7f8e\u3057\u3044\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u5145\u5b9f<\/span><\/li>\n<\/ul>\n<h4><b>11.\u30b7\u30e3\u30eb\u30c6\u30a3\u30aa<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Chartio\u306f\u4f7f\u3044\u3084\u3059\u3044\u3002 <\/span><b>\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb<\/b><span style=\"font-weight: 400;\"> \u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <\/span><b>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c1\u30e3\u30fc\u30c8\u3068\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/b><span style=\"font-weight: 400;\"> \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u3057\u307e\u305b\u3093\u300230\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u3001\u30d1\u30ef\u30d5\u30eb\u306a <\/span><b>\u30c7\u30fc\u30bf\u63a2\u67fb\u6a5f\u80fd<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30b7\u30f3\u30d7\u30eb\u306a\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u624b\u9803\u306a\u4fa1\u683c\u8a2d\u5b9a<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u30fc<\/span><\/li>\n<\/ul>\n<h4><b>12.\u30cf\u30a4\u30c1\u30e3\u30fc\u30c8<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">\u30cf\u30a4\u30c1\u30e3\u30fc\u30c8\u3068\u306f <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/javascript-%e3%83%81%e3%83%a3%e3%83%bc%e3%83%88%e4%bd%9c%e6%88%90%e3%83%a9%e3%82%a4%e3%83%96%e3%83%a9%e3%83%aa-%e3%83%88%e3%83%83%e3%83%9710\/\">JavaScript\u30c1\u30e3\u30fc\u30c8\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea<\/a> \u3053\u308c\u306f\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30c1\u30e3\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%82%a6%e3%82%a7%e3%83%96%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e9%96%8b%e7%99%ba\/\">\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/a>. .\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u591a\u304f\u306e\u4f01\u696d\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3002 <\/span><b>\u7f8e\u3057\u3044\u30c1\u30e3\u30fc\u30c8<\/b><span style=\"font-weight: 400;\"> \u305d\u3057\u3066 <\/span><b>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u69d8\u3005\u306a\u7a2e\u985e\u306e\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u3092\u30b5\u30dd\u30fc\u30c8<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069<\/span><\/li>\n<\/ul>\n<h4><b>13.\u30af\u30ea\u30c3\u30d7\u30d5\u30a9\u30ea\u30aa<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Klipfolio\u306f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e <\/span><b>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3068\u30ec\u30dd\u30fc\u30c8\u30c4\u30fc\u30eb<\/b><span style=\"font-weight: 400;\"> \u3053\u308c\u306f\u3001\u4f01\u696d\u304cKPI\u3084\u305d\u306e\u4ed6\u306e\u91cd\u8981\u306a\u6307\u6a19\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8ffd\u8de1\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u305d\u306e <\/span><b>\u30c9\u30e9\u30c3\u30b0\u30fb\u30a2\u30f3\u30c9\u30fb\u30c9\u30ed\u30c3\u30d7\u6a5f\u80fd<\/b><span style=\"font-weight: 400;\"> \u307e\u305f\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u3088\u308a\u3001\u696d\u7e3e\u3092\u628a\u63e1\u3057\u305f\u3044\u4f01\u696d\u306b\u3068\u3063\u3066\u7406\u60f3\u7684\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u308b\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u8ffd\u8de1<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4f7f\u3044\u3084\u3059\u3044\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u30fb\u30d3\u30eb\u30c0\u30fc<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c1\u30fc\u30e0\u3084\u610f\u601d\u6c7a\u5b9a\u8005\u306b\u6700\u9069<\/span><\/li><\/ul><ul>\n<\/ul><div><h4 style=\"color: rgb(0, 0, 0);\"><b>14.Qlik Sense<\/b><\/h4><p>Qlik Sense\u306f&nbsp;<b>\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u30fb\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/b>&nbsp;\u3067\u77e5\u3089\u308c\u308b\u30c4\u30fc\u30eb\u3060\u3002&nbsp;<b>\u9023\u60f3\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30f3<\/b>. .\u3053\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u3092\u81ea\u7531\u306b\u63a2\u7d22\u3057\u3001\u96a0\u308c\u305f\u50be\u5411\u3092\u767a\u898b\u3057\u3001\u305d\u3053\u304b\u3089\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002&nbsp;<b>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9<\/b>&nbsp;\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067.<\/p><p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p><ul style=\"font-size: 17px; background-color: rgb(255, 255, 255);\"><li aria-level=\"1\" style=\"font-size: 17px;\">\u30d1\u30ef\u30d5\u30eb\u306a\u30c7\u30fc\u30bf\u767a\u898b\u3068\u63a2\u7d22<\/li><li aria-level=\"1\" style=\"font-size: 17px;\">\u4f7f\u3044\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9<\/li><li aria-level=\"1\" style=\"font-size: 17px;\">\u30b9\u30de\u30fc\u30c8\u30b5\u30fc\u30c1\u3068\u9023\u60f3\u63a2\u7d22<\/li><\/ul><\/div>\n<div>&nbsp;<\/div>\n<h4><b>15.\u30c1\u30e3\u30fc\u30c8\u30d6\u30ed\u30c3\u30af<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">ChartBlocks\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u3092\u30c7\u30b6\u30a4\u30f3\u3067\u304d\u308b\u30aa\u30f3\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e6\u30fc\u30b6\u30fc\u306b\u6700\u9069\u3067\u3059\u3002 <\/span><b>\u30af\u30a4\u30c3\u30af\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/b><span style=\"font-weight: 400;\"> \u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30ec\u30dd\u30fc\u30c8\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u306e\u305f\u3081\u306b\u3002.<\/span><\/p>\n<p><b>\u4eba\u6c17\u306e\u7406\u7531<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4f7f\u3044\u3084\u3059\u3044\u30c1\u30e3\u30fc\u30c8\u4f5c\u6210\u30c4\u30fc\u30eb<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8fc5\u901f\u3067\u30b7\u30f3\u30d7\u30eb\u306a\u30b9\u30bf\u30fc\u30c8<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306b\u6700\u9069<\/span><\/li>\n<\/ul>\n<h2><b>\u3042\u306a\u305f\u306b\u6700\u9069\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306f\uff1f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u9069\u5207\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u9078\u629e\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3001\u4e88\u7b97\u3001\u6280\u8853\u7684\u5c02\u9580\u6027\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u4f7f\u3044\u3084\u3059\u3044\u30c4\u30fc\u30eb\u3092\u63a2\u3057\u3066\u3044\u308b\u4e2d\u5c0f\u4f01\u696d\u306e\u7d4c\u55b6\u8005\u306b\u3082\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u308b\u958b\u767a\u8005\u306b\u3082\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u306e\u306b\u5f79\u7acb\u3064\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002.&nbsp;&nbsp;<\/span>\u3068\u7d71\u5408\u3059\u308b\u3002 <a href=\"https:\/\/airbyte.com\/top-etl-tools-for-sources\/elt-tools\">ELT\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/a> \u30d3\u30b8\u30e5\u30a2\u30eb\u306b\u5165\u529b\u3055\u308c\u308b\u30c7\u30fc\u30bf\u304c\u30af\u30ea\u30fc\u30f3\u3067\u3001\u5909\u63db\u3055\u308c\u3001\u6d1e\u5bdf\u306b\u6e80\u3061\u305f\u5206\u6790\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/p>\n<p><span style=\"font-weight: 400;\">2025\u5e74\u3001\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u4e16\u754c\u306b\u98db\u3073\u8fbc\u3080\u6e96\u5099\u306f\u3067\u304d\u3066\u3044\u307e\u3059\u304b\uff1f\u3053\u308c\u3089\u306e <\/span><b>\u30c8\u30c3\u30d715\u30c4\u30fc\u30eb<\/b><span style=\"font-weight: 400;\">, \u30c7\u30fc\u30bf\u3092\u660e\u78ba\u3067\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u5909\u63db\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u305f\u3081\u306e\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/span><\/p>\n<h3><b>\u30ad\u30e3\u30ea\u30a2\u30a2\u30c3\u30d7\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u4eca\u65e5\u306e\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u4e16\u754c\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u3092\u30de\u30b9\u30bf\u30fc\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002 <\/span><b>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb<\/b><span style=\"font-weight: 400;\"> \u306f\u3001\u696d\u754c\u3092\u554f\u308f\u305a\u3001\u3042\u306a\u305f\u306e\u30ad\u30e3\u30ea\u30a2\u3092\u5927\u304d\u304f\u5f8c\u62bc\u3057\u3059\u308b\u8cb4\u91cd\u306a\u30b9\u30ad\u30eb\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u5c02\u9580\u5bb6\u3001\u30de\u30fc\u30b1\u30bf\u30fc\u306e\u3044\u305a\u308c\u3092\u76ee\u6307\u3059\u306b\u3057\u3066\u3082\u3001\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u8996\u899a\u5316\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3076\u3053\u3068\u3067\u3001\u969b\u7acb\u3063\u305f\u5b58\u5728\u3068\u306a\u308a\u3001\u3088\u308a\u591a\u304f\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u7fd2\u5f97\u304c\u30ad\u30e3\u30ea\u30a2\u30a2\u30c3\u30d7\u306b\u6b20\u304b\u305b\u306a\u3044\u7406\u7531\u3068\u3001\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u306e\u59cb\u3081\u65b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002.<\/span><\/p>\n<h4><b>\u306a\u305c\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u5b66\u3076\u3053\u3068\u304c\u30ad\u30e3\u30ea\u30a2\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u306e\u304b\uff1f<\/b><\/h4>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c7\u30fc\u30bf\u306f\u3069\u3053\u306b\u3067\u3082\u3042\u308b<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u3069\u306e\u696d\u754c\u306b\u304a\u3044\u3066\u3082\u3001\u30c7\u30fc\u30bf\u306f\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u8996\u899a\u5316\u3059\u308b\u80fd\u529b\u306b\u3088\u3063\u3066\u3001\u751f\u306e\u6570\u5b57\u3092\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u5909\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u65b9\u3092\u5b66\u3076\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u3001\u767a\u898b\u3057\u305f\u3053\u3068\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u610f\u601d\u6c7a\u5b9a\u306e\u6539\u5584<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u306f\u3001\u3088\u308a\u6b63\u78ba\u3067\u6210\u529f\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3001\u7570\u5e38\u5024\u3001\u76f8\u95a2\u95a2\u4fc2\u3092\u53ef\u8996\u5316\u3067\u304d\u308c\u3070\u3001\u30c1\u30e3\u30f3\u30b9\u3068\u30ea\u30b9\u30af\u3092\u3088\u308a\u65e9\u304f\u7279\u5b9a\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u6700\u9069\u5316\u3001\u9867\u5ba2\u4f53\u9a13\u306e\u6539\u5584\u3001\u696d\u7e3e\u5206\u6790\u306a\u3069\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5f37\u5316<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5c02\u9580\u5bb6\u306b\u3068\u3063\u3066\u6700\u5927\u306e\u8ab2\u984c\u306e\u3072\u3068\u3064\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u3060\u3002 <\/span><b>\u6d1e\u5bdf\u306e\u4f1d\u9054<\/b><span style=\"font-weight: 400;\">. .\u30c1\u30e3\u30fc\u30c8\u3001\u30b0\u30e9\u30d5\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u8907\u96d1\u306a\u60c5\u5831\u3092\u6280\u8853\u7684\u306a\u5bfe\u8c61\u8005\u306b\u3082\u975e\u6280\u8853\u7684\u306a\u5bfe\u8c61\u8005\u306b\u3082\u7406\u89e3\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u52b9\u679c\u7684\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\u65b9\u6cd5\u3092\u5b66\u3076\u3053\u3068\u3067\u3001\u3069\u306e\u3088\u3046\u306a\u5f79\u5272\u306b\u304a\u3044\u3066\u3082\u3001\u3088\u308a\u52b9\u679c\u7684\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30bf\u30fc\u306b\u306a\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u3042\u306a\u305f\u306e\u5e02\u5834\u6027\u3092\u9ad8\u3081\u308b<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u30b9\u30ad\u30eb\u306f\u96c7\u7528\u4e3b\u304b\u3089\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u308b\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067 <\/span><b>\u30bf\u30d6\u30ed\u30fc<\/b><span style=\"font-weight: 400;\">, <\/span><b>\u30d1\u30ef\u30fcBI<\/b><span style=\"font-weight: 400;\">\u3042\u308b\u3044\u306f <\/span><b>\u30b0\u30fc\u30b0\u30eb\u30c7\u30fc\u30bf\u30b9\u30bf\u30b8\u30aa<\/b><span style=\"font-weight: 400;\">, \u91d1\u878d\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u30cf\u30a4\u30c6\u30af\u3001\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u696d\u754c\u3067\u9700\u8981\u306e\u9ad8\u3044\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u591a\u304f\u306e\u96c7\u7528\u4e3b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u305d\u306e\u6d1e\u5bdf\u3092\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u901a\u3058\u3066\u660e\u78ba\u306b\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u5019\u88dc\u8005\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5275\u9020\u6027\u3068\u554f\u984c\u89e3\u6c7a\u529b\u3092\u9ad8\u3081\u308b<\/b><b><br><\/b><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001\u5358\u306b\u7269\u4e8b\u3092\u304d\u308c\u3044\u306b\u898b\u305b\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u7269\u4e8b\u306e\u672c\u8cea\u3092\u4f1d\u3048\u308b\u3053\u3068\u306a\u306e\u3060\u3002 <\/span><b>\u30c7\u30fc\u30bf\u4ed8\u304d\u30b9\u30c8\u30fc\u30ea\u30fc<\/b><span style=\"font-weight: 400;\">. .\u30b0\u30e9\u30d5\u3092\u30c7\u30b6\u30a4\u30f3\u3057\u3001\u9069\u5207\u306a\u8996\u899a\u8868\u73fe\u3092\u9078\u3073\u3001\u767a\u898b\u3057\u305f\u3053\u3068\u3092\u7d0d\u5f97\u306e\u3044\u304f\u3088\u3046\u306b\u69cb\u6210\u3059\u308b\u306b\u306f\u5275\u9020\u6027\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3084\u6279\u5224\u7684\u601d\u8003\u529b\u304c\u5411\u4e0a\u3057\u3001\u3069\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u3082\u8cb4\u91cd\u306a\u30b9\u30ad\u30eb\u3068\u306a\u308a\u307e\u3059\u3002.<\/span><\/li>\n<\/ol>\n<h2><b>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u8981\u7d20<\/b> <b>&nbsp;\u30c4\u30fc\u30eb<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u4eca\u65e5\u306e\u30c7\u30b8\u30bf\u30eb\u74b0\u5883\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u7206\u767a\u7684\u306a\u5897\u52a0\u306b\u4f34\u3044\u3001\u4f01\u696d\u306f\u751f\u306e\u30c7\u30fc\u30bf\u3092\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u3001\u307e\u3059\u307e\u3059\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u7d44\u7e54\u3054\u3068\u306b\u8981\u4ef6\u3001\u6280\u8853\u74b0\u5883\u3001\u76ee\u7684\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u9069\u5207\u306a\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u4f5c\u696d\u3067\u3059\u3002\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u4e3b\u306a\u8981\u56e0\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002.<\/span><\/p>\n<h3><b>1.\u30c7\u30fc\u30bf\u91cf\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u306f\u3001\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u3002\u4e2d\u5c0f\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3082\u3042\u308c\u3070\u3001\u5de8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30c4\u30fc\u30eb\u3082\u3042\u308b\u3002.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff1a<\/b><span style=\"font-weight: 400;\"> \u30c7\u30fc\u30bf\u306e\u5897\u52a0\u306b\u5408\u308f\u305b\u3066\u30c4\u30fc\u30eb\u3092\u62e1\u5f35\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002Tableau\u3084Power BI\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306f\u4e2d\u7a0b\u5ea6\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001Apache Superset\u3084Kibana\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3088\u308a\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30af\u30e9\u30a6\u30c9\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\uff1a<\/b><span style=\"font-weight: 400;\"> \u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u306f\u3001\u67d4\u8edf\u6027\u304c\u3042\u308a\u3001\u62e1\u5f35\u304c\u5bb9\u6613\u3067\u3001\u521d\u671f\u8cbb\u7528\u3092\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u4e00\u65b9\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5f37\u5316\u3057\u307e\u3059\u3002.<\/span><\/li>\n<\/ul>\n<h3><b>2.\u30c7\u30fc\u30bf\u7d71\u5408\u80fd\u529b<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u52b9\u679c\u7684\u306a\u8996\u899a\u5316\u306f\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u3002.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u4e92\u63db\u6027:<\/b><span style=\"font-weight: 400;\"> \u30c4\u30fc\u30eb\u306f\u3001SQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001API\u3001\u3042\u308b\u3044\u306fCSV\u3084JSON\u306e\u3088\u3046\u306a\u30d5\u30e9\u30c3\u30c8\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u3079\u304d\u3067\u3042\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ETL\u306e\u7279\u5fb4<\/b><span style=\"font-weight: 400;\"> \u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u30b9\u30e0\u30fc\u30ba\u306a\u30c7\u30fc\u30bf\u6e96\u5099\u306e\u305f\u3081\u306b\u3001\u30d3\u30eb\u30c8\u30a4\u30f3\u306eETL\uff08Extract, Transform, Load\uff09\u6a5f\u80fd\u3092\u63a2\u3059\u3002.<\/span><\/li>\n<\/ul>\n<h3><b>3.\u8996\u899a\u5316\u30aa\u30d7\u30b7\u30e7\u30f3<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c4\u30fc\u30eb\u304c\u63d0\u4f9b\u3059\u308b\u591a\u69d8\u3067\u67d4\u8edf\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6d1e\u5bdf\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3002.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c1\u30e3\u30fc\u30c8\u306e\u7a2e\u985e<\/b><span style=\"font-weight: 400;\"> \u68d2\u30b0\u30e9\u30d5\u3001\u5186\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u3001\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3001\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u306a\u3069\u3001\u5e45\u5e83\u3044\u30c1\u30e3\u30fc\u30c8\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u5099\u3048\u305f\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u9ad8\u5ea6\u306a\u6a5f\u80fd\uff1a<\/b><span style=\"font-weight: 400;\"> \u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u306f\u3001\u5730\u7406\u7a7a\u9593\u30de\u30c3\u30d4\u30f3\u30b0\u30013D\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30fb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\uff1a<\/b><span style=\"font-weight: 400;\"> \u30d6\u30e9\u30f3\u30c7\u30a3\u30f3\u30b0\u3084\u7279\u5b9a\u306e\u5206\u6790\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3002.<\/span><\/li>\n<\/ul>\n<h3><b>4.\u4f7f\u3044\u3084\u3059\u3055\u3068\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u9ad8\u5ea6\u306a\u6a5f\u80fd\u306f\u91cd\u8981\u3060\u304c\u3001\u5c02\u9580\u77e5\u8b58\u306e\u30ec\u30d9\u30eb\u304c\u7570\u306a\u308b\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u306b\u3068\u3063\u3066\u3082\u4f7f\u3044\u3084\u3059\u3044\u30c4\u30fc\u30eb\u3067\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u76f4\u611f\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\uff1a<\/b><span style=\"font-weight: 400;\"> Power BI\u3084Tableau\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306f\u3001\u6280\u8853\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u3082\u305d\u3046\u3067\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u3082\u7c21\u5358\u306b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u30af\u30ea\u30fc\u30f3\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u5099\u3048\u3066\u3044\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u5206\u6790\uff1a<\/b><span style=\"font-weight: 400;\"> IT\u30c1\u30fc\u30e0\u3084\u30c7\u30fc\u30bf\u30c1\u30fc\u30e0\u306b\u983c\u308b\u3053\u3068\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30ec\u30dd\u30fc\u30c8\u3084\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3092\u691c\u8a0e\u3059\u308b\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5b66\u7fd2\u66f2\u7dda\uff1a<\/b><span style=\"font-weight: 400;\"> \u30c1\u30fc\u30e0\u304c\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3053\u306a\u305b\u308b\u3088\u3046\u306b\u306a\u308b\u307e\u3067\u306b\u5fc5\u8981\u306a\u6642\u9593\u3092\u8a55\u4fa1\u3059\u308b\u3002.<\/span><\/li>\n<\/ul>\n<h3><b>5.\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">\u5206\u523b\u307f\u306e\u6d1e\u5bdf\u3092\u5fc5\u8981\u3068\u3059\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306f\u6975\u3081\u3066\u91cd\u8981\u306a\u6a5f\u80fd\u3067\u3042\u308b\u3002.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30e9\u30a4\u30d6\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\uff1a<\/b><span style=\"font-weight: 400;\"> \u6700\u65b0\u306e\u60c5\u5831\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30e9\u30a4\u30d6\u30fb\u30c7\u30fc\u30bf\u30fb\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30c4\u30fc\u30eb\u3092\u63a2\u3059\u3002.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5f85\u3061\u6642\u9593\uff1a<\/b><span style=\"font-weight: 400;\"> \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068\u53ef\u8996\u5316\u306e\u901f\u3055\u3092\u8a55\u4fa1\u3059\u308b\u3002.<\/span><\/li>\n<\/ul>\n<h1><b>\u7d50\u8ad6<\/b><\/h1>\n<p><span style=\"font-weight: 400;\">\u6b63\u3057\u3044\u30c7\u30fc\u30bf\u306e\u9078\u629e <\/span><b>\u8996\u899a\u5316<\/b><span style=\"font-weight: 400;\"> \u30c4\u30fc\u30eb\u306e\u9078\u5b9a\u306f\u3001\u7d44\u7e54\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u80fd\u529b\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u6c7a\u65ad\u3067\u3059\u3002\u62e1\u5f35\u6027\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u5206\u6790\u6a5f\u80fd\u3001\u4f7f\u3044\u3084\u3059\u3055\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b3\u30b9\u30c8\u3001\u30d9\u30f3\u30c0\u30fc\u306e\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u306e\u8981\u7d20\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3084\u9577\u671f\u7684\u306a\u76ee\u6a19\u306b\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306e\u8981\u7d20\u3092\u6642\u9593\u3092\u304b\u3051\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u9078\u629e\u3057\u305f\u30c4\u30fc\u30eb\u304c\u6700\u5927\u9650\u306e\u4fa1\u5024\u3092\u63d0\u4f9b\u3057\u3001\u30c1\u30fc\u30e0\u306b\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u3055\u305b\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u4eca\u65e5\u306e\u4e16\u754c\u3067\u7d99\u7d9a\u7684\u306b\u6210\u529f\u3059\u308b\u305f\u3081\u306e\u821e\u53f0\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u79c1\u305f\u3061\u306e <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%bb%e3%83%93%e3%82%b8%e3%83%a5%e3%82%a2%e3%83%a9%e3%82%a4%e3%82%bc%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%83%bb%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3\/\">\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9<\/a>, \u3068\u3064\u306a\u304c\u308b <a href=\"https:\/\/www.carmatec.com\/ja\/\">\u30ab\u30fc\u30de\u30c6\u30c3\u30af<\/a>.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>&nbsp;In today\u2019s data-driven world, data visualization is no longer just a nice-to-have feature\u2014it\u2019s an essential tool for businesses to make informed decisions. The right data visualization tool can transform complex datasets into clear, actionable insights, helping you make decisions faster and with greater confidence. With 2025 just around the corner, let\u2019s explore the 15 most [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":44346,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-44339","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/44339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/comments?post=44339"}],"version-history":[{"count":0,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/44339\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media\/44346"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media?parent=44339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/categories?post=44339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/tags?post=44339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}