{"id":999207,"date":"2024-12-18T11:00:00","date_gmt":"2024-12-18T18:00:00","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/%e5%a4%a7%e8%a6%8f%e6%a8%a1%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%ef%bc%9a%e5%ae%9a%e7%be%a9%e3%80%81%e7%a8%ae%e9%a1%9e%e3%80%81%e8%aa%b2%e9%a1%8c%e3%81%a8%e8%a7%a3%e6%b1%ba%e7%ad%96\/"},"modified":"2025-02-11T23:55:42","modified_gmt":"2025-02-12T06:55:42","slug":"%e5%a4%a7%e8%a6%8f%e6%a8%a1%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%ef%bc%9a%e5%ae%9a%e7%be%a9%e3%80%81%e7%a8%ae%e9%a1%9e%e3%80%81%e8%aa%b2%e9%a1%8c%e3%81%a8%e8%a7%a3%e6%b1%ba%e7%ad%96","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/ja\/%e5%a4%a7%e8%a6%8f%e6%a8%a1%e3%83%87%e3%83%bc%e3%82%bf%e3%82%bb%e3%83%83%e3%83%88%ef%bc%9a%e5%ae%9a%e7%be%a9%e3%80%81%e7%a8%ae%e9%a1%9e%e3%80%81%e8%aa%b2%e9%a1%8c%e3%81%a8%e8%a7%a3%e6%b1%ba%e7%ad%96\/","title":{"rendered":"\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff1a\u5b9a\u7fa9\u3001\u7a2e\u985e\u3001\u8ab2\u984c\u3068\u89e3\u6c7a\u7b56"},"content":{"rendered":"\n<p>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u7d44\u7e54\u3001\u7814\u7a76\u8005\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3001\u30c8\u30ec\u30f3\u30c9\u306e\u7279\u5b9a\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u63a8\u9032\u306b\u5f79\u7acb\u3064\u8cb4\u91cd\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u306b\u306f\u3001\u3088\u308a\u591a\u304f\u306e\u52b4\u529b\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3001\u4fdd\u5b58\u3001\u5206\u6790\u3059\u308b\u306b\u306f\u3001\u5c02\u9580\u7684\u306a\u30c4\u30fc\u30eb\u3001\u6280\u8853\u3001\u6226\u7565\u304c\u5fc5\u8981\u3067\u3059\u3002 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href=\"https:\/\/www.questionpro.com\/blog\/ja\/%e6%b4%9e%e5%af%9f%e5%8a%9b%ef%bc%9a%e5%ae%9a%e7%be%a9%e3%81%a8%e6%84%8f%e5%91%b3%e3%80%81%e7%a8%ae%e9%a1%9e%e3%81%a8%e4%be%8b\/\">\u6d1e\u5bdf\u3092<\/a>\u660e\u3089\u304b\u306b\u3059\u308b\u305f\u3081\u306b\u64cd\u4f5c\u3001\u5206\u6790\u3001\u89e3\u91c8\u3067\u304d\u308b\u60c5\u5831\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u3002  <\/p>\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u8abf\u67fb\u3001\u5b9f\u9a13\u3001\u53d6\u5f15\u306a\u3069\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u7814\u7a76\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u533b\u7642\u3001\u91d1\u878d\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002 <\/p>\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306f\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308c\u3070\u3001\u975e\u69cb\u9020\u5316\u3001\u534a\u69cb\u9020\u5316\u306e\u5834\u5408\u3082\u3042\u308b\u3002\u3053\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u304c\u591a\u69d8\u3067\u3042\u308b\u305f\u3081\u3001\u51e6\u7406\u3084\u5206\u6790\u304c\u8907\u96d1\u306b\u306a\u308b\u3002 <\/p>\n\n<h2 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7a2e\u985e<\/h2>\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u30fb\u5206\u6790\u3059\u308b\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u4e3b\u306a\u30ab\u30c6\u30b4\u30ea\u30fc\u3092\u793a\u3059\uff1a <\/p>\n\n<h3 class=\"wp-block-heading\">1.\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/h3>\n\n<p>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u9ad8\u5ea6\u306b\u6574\u7406\u3055\u308c\u3001\u5bb9\u6613\u306b\u691c\u7d22\u3067\u304d\u308b\u3002\u4e00\u822c\u7684\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306b\u5b58\u5728\u3057\u3001\u8868\u306e\u3088\u3046\u306a\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3055\u308c\u305f\u65b9\u6cd5\u3067\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3055\u308c\u3066\u3044\u308b\u3002\u4e00\u822c\u7684\u306a\u4f8b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a  <\/p>\n\n<ul>\n<li><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff1a<\/strong>\u30c7\u30fc\u30bf\u304c\u30c6\u30fc\u30d6\u30eb\u306b\u683c\u7d0d\u3055\u308c\u308bSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30af\u30bb\u30eb\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\uff1a <\/strong>\u884c\u3068\u5217\u3067\u69cb\u6210\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3002<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">2.\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/h3>\n\n<p>\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u3063\u305f\u5206\u6790\u304c\u5bb9\u6613\u306b\u306a\u308b\u3002\u3053\u306e\u7a2e\u306e\u30c7\u30fc\u30bf\u306f\u30c6\u30ad\u30b9\u30c8\u304c\u591a\u304f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u5f0f\u304c\u3042\u308b\uff1a <\/p>\n\n<ul>\n<li><strong>\u30c6\u30ad\u30b9\u30c8\u6587\u66f8\uff1a <\/strong>\u96fb\u5b50\u30e1\u30fc\u30eb\u3001\u5831\u544a\u66f8\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3078\u306e\u6295\u7a3f\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u30d5\u30a1\u30a4\u30eb\uff1a<\/strong>\u753b\u50cf\u3001\u97f3\u58f0\u3001\u30d3\u30c7\u30aa\u3002<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">3.\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/h3>\n\n<p>\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4e2d\u9593\u306b\u4f4d\u7f6e\u3059\u308b\u3002\u53b3\u5bc6\u306a\u69cb\u9020\u306b\u306f\u9069\u5408\u3057\u306a\u3044\u304c\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3088\u308a\u3082\u5206\u6790\u3057\u3084\u3059\u3044\u7d44\u7e54\u7684\u7279\u6027\u304c\u3042\u308b\u3002  \u4f8b\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<ul>\n<li><strong>XML\u30d5\u30a1\u30a4\u30eb\uff1a<\/strong>\u30c7\u30fc\u30bf\u4ea4\u63db\u306b\u4f7f\u7528\u3002<\/li>\n\n\n\n<li><strong>JSON\u30d5\u30a1\u30a4\u30eb\uff1a<\/strong>\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4e00\u822c\u7684\u3002<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\">\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u306f\u4f55\u304b\uff1f<\/h2>\n\n<p>\u3057\u3070\u3057\u3070\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u547c\u3070\u308c\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u306a\u3044\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e3\u3064\u306eV\u306b\u3088\u3063\u3066\u7279\u5fb4\u4ed8\u3051\u3089\u308c\u308b\uff1aVolume\uff08\u91cf\uff09\u3001Velocity\uff08\u901f\u5ea6\uff09\u3001Variety\uff08\u591a\u69d8\u6027\uff09\u3067\u3042\u308b\u3002 <\/p>\n\n<ul>\n<li><strong>\u30dc\u30ea\u30e5\u30fc\u30e0\uff1a <\/strong>\u30c6\u30e9\u30d0\u30a4\u30c8\u304b\u3089\u30da\u30bf\u30d0\u30a4\u30c8\u306b\u53ca\u3076\u3001\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u5de8\u5927\u306a\u30b5\u30a4\u30ba\u3092\u6307\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3001IoT\u30c7\u30d0\u30a4\u30b9\u3001\u30d3\u30b8\u30cd\u30b9\u30fb\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306a\u3069\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u53ce\u96c6\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002 <\/li>\n\n\n\n<li><strong>\u901f\u5ea6\uff1a <\/strong>\u30c7\u30fc\u30bf\u304c\u751f\u6210\u3055\u308c\u3001\u51e6\u7406\u3055\u308c\u308b\u307e\u3067\u306e\u30b9\u30d4\u30fc\u30c9\u3092\u793a\u3059\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5206\u6790\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002 <\/li>\n\n\n\n<li><strong>\u591a\u69d8\u6027\uff1a<\/strong>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u304c\u542b\u307e\u308c\u308b\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u5206\u6790\u306b\u8907\u96d1\u3055\u3092\u52a0\u3048\u308b\u3002 <\/li>\n<\/ul>\n\n<p>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u3053\u3068\u3067\u3001\u7814\u7a76\u8005\u3084\u4f01\u696d\u306f\u3001\u4ee5\u524d\u306f\u5f97\u3089\u308c\u306a\u304b\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u6027\u3001\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001\u5065\u5eb7\u8abf\u67fb\u3001\u9867\u5ba2\u884c\u52d5\u5206\u6790\u3001\u8ca1\u52d9\u4e88\u6e2c\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u4fa1\u5024\u3042\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <\/p>\n\n<h2 class=\"wp-block-heading\">\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/h2>\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3059\u308b\u306b\u306f\u3001\u52b9\u7387\u3068\u54c1\u8cea\u3092\u78ba\u4fdd\u3059\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5c0e\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001\u691c\u8a0e\u3059\u3079\u304d\u3044\u304f\u3064\u304b\u306e\u6226\u7565\u3092\u7d39\u4ecb\u3059\u308b\uff1a <\/p>\n\n<h3 class=\"wp-block-heading\">1.\u6b63\u3057\u3044\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u3076<\/h3>\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7ba1\u7406\u306b\u306f\u3001\u5805\u7262\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u6295\u8cc7\u304c\u6b20\u304b\u305b\u306a\u3044\u3002Amazon S3\u3084Google Cloud Storage\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u62e1\u5f35\u53ef\u80fd\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u7ba1\u7406\u306b\u5fc5\u8981\u306a\u67d4\u8edf\u6027\u3068\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002  <\/p>\n\n<h3 class=\"wp-block-heading\">2.\u30c7\u30fc\u30bf\u54c1\u8cea\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n<p>\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u306e\u8cea\u3092\u76e3\u8996\u3059\u308b\u3053\u3068\u306f\u3001\u6b63\u78ba\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u4e0d\u6574\u5408\u3001\u91cd\u8907\u3001\u30a8\u30e9\u30fc\u304c\u306a\u3044\u304b\u5b9a\u671f\u7684\u306b\u30c7\u30fc\u30bf\u3092\u76e3\u67fb\u3059\u308b\u3002\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5168\u4f53\u7684\u306a\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u6280\u8853\u3092\u63a1\u7528\u3059\u308b\u3002  <\/p>\n\n<h3 class=\"wp-block-heading\">3.\u30c7\u30fc\u30bf\u5727\u7e2e\u6280\u8853<\/h3>\n\n<p>\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u6700\u9069\u5316\u3057\u3001\u51e6\u7406\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u5727\u7e2e\u624b\u6cd5\u306e\u4f7f\u7528\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002GZIP\u3084LZ4\u306e\u3088\u3046\u306a\u53ef\u9006\u5727\u7e2e\u6280\u8853\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027\u3092\u72a0\u7272\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u3092\u7e2e\u5c0f\u3057\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4fdd\u5b58\u3068\u8ee2\u9001\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">4.\u30c7\u30fc\u30bf\u30fb\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u306e\u4f7f\u7528<\/h3>\n\n<p>\u30c7\u30fc\u30bf\u30fb\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30fb\u30bb\u30c3\u30c8\u3092\u7ba1\u7406\u3057\u3084\u3059\u3044\u5c0f\u3055\u306a\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30af\u30a8\u30ea\u30fc\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u3001\u30c7\u30fc\u30bf\u691c\u7d22\u304c\u3088\u308a\u52b9\u7387\u7684\u306b\u306a\u308a\u307e\u3059\u3002\u6642\u9593\u3001\u5730\u57df\u3001\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306a\u3069\u306e\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u6226\u7565\u3092\u9078\u629e\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002  <\/p>\n\n<h3 class=\"wp-block-heading\">5.\u5f37\u56fa\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306e\u5b9f\u65bd<\/h3>\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u4fdd\u8b77\u3059\u308b\u8cac\u4efb\u304c\u4f34\u3044\u307e\u3059\u3002\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u5b9a\u671f\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u67fb\u3092\u5b9f\u65bd\u3057\u3001\u751f\u30c7\u30fc\u30bf\u3092\u4fb5\u5bb3\u3084\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u304b\u3089\u5b88\u308a\u307e\u3057\u3087\u3046\u3002GDPR\u3084HIPAA\u306a\u3069\u306e\u898f\u5236\u3092\u9075\u5b88\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u7dad\u6301\u3059\u308b\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002    <\/p>\n\n<h3 class=\"wp-block-heading\">6.\u9ad8\u6027\u80fd\u5206\u6790\u30c4\u30fc\u30eb\u306e\u6d3b\u7528<\/h3>\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u3068\u5206\u6790\u306b\u306f\u3001\u9ad8\u6027\u80fd\u306a\u5206\u6790\u30c4\u30fc\u30eb\u306e\u63a1\u7528\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002Apache\u3001Hadoop\u3001Spark\u3001SQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u3001\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002  <\/p>\n\n<h2 class=\"wp-block-heading\">\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790<\/h2>\n\n<p>\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3055\u308c\u305f\u3089\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u305d\u308c\u3089\u3092\u5206\u6790\u3057\u3066\u4fa1\u5024\u3042\u308b\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u4e3b\u306a\u65b9\u6cd5\u3092\u7d39\u4ecb\u3059\u308b\uff1a <\/p>\n\n<h3 class=\"wp-block-heading\">1.\u7d71\u8a08\u5206\u6790<\/h3>\n\n<p>\u7d71\u8a08\u7684\u624b\u6cd5\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002\u8a18\u8ff0\u7d71\u8a08\uff08\u5e73\u5747\u5024\u3001\u4e2d\u592e\u5024\u3001\u6700\u983b\u5024\uff09\u3084\u63a8\u6e2c\u7d71\u8a08\uff08\u4eee\u8aac\u691c\u5b9a\u3001\u56de\u5e30\u5206\u6790\uff09\u306e\u3088\u3046\u306a\u6280\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8981\u7d04\u3057\u3066\u7d50\u8ad6\u3092\u51fa\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">2.\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h3>\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790\u306b\u4e0d\u53ef\u6b20\u306a\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u5f93\u6765\u306e\u5206\u6790\u624b\u6cd5\u3067\u306f\u660e\u3089\u304b\u306b\u306a\u3089\u306a\u304b\u3063\u305f\u30c7\u30fc\u30bf\u5185\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u4e00\u822c\u7684\u306a\u624b\u6cd5\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a  <\/p>\n\n<ul>\n<li><strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\uff1a<\/strong>\u30d0\u30a4\u30ca\u30ea\u5206\u985e\u554f\u984c\u306b\u6709\u7528\uff0e<\/li>\n\n\n\n<li><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff1a <\/strong>K-means\u3084\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3001\u985e\u4f3c\u3057\u305f\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u3002<\/li>\n<\/ul>\n\n<h3 class=\"wp-block-heading\">3.\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/h3>\n\n<p>\u30c7\u30fc\u30bf\u306e\u8996\u899a\u7684\u8868\u73fe\u306f\u3001\u6d1e\u5bdf\u3092\u52b9\u679c\u7684\u306b\u4f1d\u3048\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002Tableau\u3001Power BI\u3001Google Data Studio\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30c8\u30ec\u30f3\u30c9\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u3059\u308b\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">4.\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb<\/h3>\n\n<p>Hadoop\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u3088\u3046\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u3068\u5206\u6790\u306b\u5fc5\u8981\u306a\u30a4\u30f3\u30d5\u30e9\u3092\u63d0\u4f9b\u3059\u308b\u3002Hadoop\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u51e6\u7406\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u4f01\u696d\u304c\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002   <\/p>\n\n<h2 class=\"wp-block-heading\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4e0a\u3067\u306e\u8ab2\u984c<\/h2>\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6f5c\u5728\u7684\u306a\u5229\u70b9\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u7d44\u7e54\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u306b\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u306b\u76f4\u9762\u3059\u308b\uff1a<\/p>\n\n<ul>\n<li><strong>\u30c7\u30fc\u30bf\u4fdd\u5b58\u306e\u9650\u754c\uff1a <\/strong>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u306f\u3001\u9ad8\u4fa1\u3067\u3042\u308a\u3001\u8ad6\u7406\u7684\u306b\u56f0\u96e3\u3067\u3042\u308b\u3002\u7d44\u7e54\u306f\u3001\u6210\u9577\u306b\u5408\u308f\u305b\u3066\u62e1\u5f35\u53ef\u80fd\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u6295\u8cc7\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002 <\/li>\n\n\n\n<li><strong>\u51e6\u7406\u306e\u8907\u96d1\u3055\uff1a <\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u306f\u30ea\u30bd\u30fc\u30b9\u96c6\u7d04\u7684\u3067\u6642\u9593\u304c\u304b\u304b\u308b\u3002\u7d44\u7e54\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u3055\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u3001\u9ad8\u6027\u80fd\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u3068\u5c02\u9580\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u6295\u8cc7\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002 <\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u96e3\u3057\u3055\uff1a <\/strong>\u4e3b\u306b\u975e\u69cb\u9020\u5316\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u30921\u3064\u306e\u307e\u3068\u307e\u3063\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002\u7d71\u4e00\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d3\u30e5\u30fc\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u52b9\u679c\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u6226\u7565\u304c\u5fc5\u8981\u3067\u3059\u3002 <\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b\u61f8\u5ff5\uff1a<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u53d6\u308a\u6271\u3044\u306b\u306f\u6a5f\u5bc6\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u91cd\u8981\u306a\u95a2\u5fc3\u4e8b\u3068\u306a\u308b\u3002\u7d44\u7e54\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4fb5\u5bb3\u304b\u3089\u4fdd\u8b77\u3057\u3001\u898f\u5236\u3078\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u5f37\u56fa\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u5b9f\u65bd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <\/li>\n\n\n\n<li><strong>\u30b9\u30ad\u30eb\u4e0d\u8db3\uff1a<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5206\u6790\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u7d71\u8a08\u5206\u6790\u306a\u3069\u306e\u5c02\u9580\u30b9\u30ad\u30eb\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u7d44\u7e54\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306e\u5c02\u9580\u77e5\u8b58\u3092\u5099\u3048\u305f\u6709\u80fd\u306a\u4eba\u6750\u306e\u78ba\u4fdd\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002 <\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\">\u30af\u30a8\u30b9\u30c1\u30e7\u30f3\u30d7\u30ed\u7814\u7a76\u306e\u767a\u8868<\/h2>\n\n<p>QuestionPro Research \u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u52b9\u679c\u7684\u306a\u7ba1\u7406\u3068\u5206\u6790\u3092\u652f\u63f4\u3059\u308b\u5805\u7262\u306a\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3068\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001QuestionPro \u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306b\u7279\u5316\u3057\u305f\u3044\u304f\u3064\u304b\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1a <\/p>\n\n<h3 class=\"wp-block-heading\">1.\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u53ce\u96c6<\/h3>\n\n<p>QuestionPro\u3067\u306f\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u30d5\u30a9\u30fc\u30e0\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u591a\u69d8\u306a<a href=\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%8e%e9%9b%86%e3%81%ae%e6%96%b9%e6%b3%95%ef%bc%9a%e3%82%bd%e3%83%bc%e3%82%b9%e3%81%a8%e4%be%8b\/\">\u30c7\u30fc\u30bf\u53ce\u96c6\u65b9\u6cd5<\/a>\u6a5f\u80fd\u306b\u3088\u308a\u3001\u7d44\u7e54\u306f\u5206\u6790\u306e\u305f\u3081\u306b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">2.\u9ad8\u5ea6\u306a\u5206\u6790\u30c4\u30fc\u30eb<\/h3>\n\n<p>QuestionPro\u306e\u5f37\u529b\u306a\u5206\u6790\u30c4\u30fc\u30eb\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8fc5\u901f\u306b\u4f5c\u6210\u3001\u5206\u6790\u3001\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7d71\u8a08\u5206\u6790\u624b\u6cd5\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u3066\u3001\u4fa1\u5024\u3042\u308b\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">3.\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u6a5f\u80fd<\/h3>\n\n<p>QuestionPro\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3084\u30d3\u30b8\u30e5\u30a2\u30eb\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3067\u304d\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u50be\u5411\u3084\u30d1\u30bf\u30fc\u30f3\u306e\u7279\u5b9a\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u53ef\u8996\u5316\u306b\u3088\u308a\u3001\u95a2\u4fc2\u8005\u306f\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u3092\u8fc5\u901f\u306b\u7406\u89e3\u3067\u304d\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">4.\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9<\/h3>\n\n<p>\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7ba1\u7406\u3092\u7c21\u7d20\u5316\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u7684\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u4f7f\u3044\u3084\u3059\u3055\u306f\u3001\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">5.\u30c7\u30fc\u30bf\u54c1\u8cea\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n<p>QuestionPro\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u76e3\u8996\u3059\u308b\u30c4\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u3068\u4fe1\u983c\u6027\u3092\u4fe1\u983c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u691c\u8a3c\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5b8c\u5168\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/p>\n\n<h3 class=\"wp-block-heading\">6.\u62e1\u5f35\u6027\u3068\u67d4\u8edf\u6027<\/h3>\n\n<p>QuestionPro 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