

{"id":730288,"date":"2022-08-25T11:00:07","date_gmt":"2022-08-25T11:00:07","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/"},"modified":"2022-08-25T11:00:07","modified_gmt":"2022-08-25T11:00:07","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306f\u3001\u4f01\u696d\u304c\u91cd\u8981\u306a\u6d1e\u5bdf\u3092\u5f97\u3066\u6210\u9577\u3059\u308b\u305f\u3081\u306e\u65b0\u305f\u306a\u71c3\u6599\u3068\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u5206\u6790\u306b\u306f\u5927\u304d\u306a\u9055\u3044\u304c\u3042\u308a\u3001\u305d\u308c\u3092\u77e5\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002 \u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u8a00\u8449\u306f\u540c\u3058\u3088\u3046\u306b\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u306f\u3044\u3048\u3001\u610f\u5473\u3082\u4fa1\u5024\u89b3\u3082\u7570\u306a\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3092\u6df7\u540c\u3057\u3066\u3044\u308b\u4eba\u304c\u3088\u304f\u3044\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u3053\u306e\u8aa4\u89e3\u3092\u89e3\u304f\u305f\u3081\u306b\u3001\u4e21\u8005\u306e\u9055\u3044\u3084\u4f7f\u3044\u5206\u3051\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u306f\uff1f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u300d\u3068\u3044\u3046\u7528\u8a9e\u306f\u3001\u30c7\u30fc\u30bf\u306b\u95a2\u9023\u3059\u308b\u5e45\u5e83\u3044\u6d3b\u52d5\u3084\u6982\u5ff5\u3092\u6307\u3059\u3002 \u7d44\u7e54\u306e\u554f\u984c\u89e3\u6c7a\u3084\u610f\u601d\u6c7a\u5b9a\u306e\u5834\u9762\u3067\u3001\u751f\u306e\u30c7\u30fc\u30bf\u306e\u8a55\u4fa1\u3084\u8a8d\u8b58\u3092\u691c\u8a0e\u3057\u3001\u57fa\u672c\u7684\u306a\u4e8b\u5b9f\u3084\u6570\u5b57\u3092\u5177\u4f53\u7684\u306a\u884c\u52d5\u306b\u79fb\u3059\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u305d\u306e\u76ee\u7684\u306f\u3001\u4f01\u696d\u304c\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u3001\u3088\u308a\u5927\u304d\u306a\u6210\u529f\u3092\u53ce\u3081\u308b\u305f\u3081\u306b\u5f79\u7acb\u3064\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.questionpro.com\/blog\/data-analytics-projects\/\">\u30c7\u30fc\u30bf<\/a>\u5206\u6790\u306f\u3001\u4f01\u696d\u3084\u4eba\u3005\u304c\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u81ea\u5206\u305f\u3061\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u306b\u5bfe\u3059\u308b\u5177\u4f53\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u898b\u51fa\u3059\u305f\u3081\u306e\u512a\u308c\u305f\u65b9\u6cd5\u3067\u3059\u3002 \u52b9\u679c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u4f01\u696d\u306e\u9032\u3080\u3079\u304d\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u3001\u3088\u308a\u5305\u62ec\u7684\u306a\u6226\u7565\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u5206\u6790\u304c\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u70b9\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u50be\u5411\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u65b0\u305f\u306a\u53ef\u80fd\u6027\u3092\u6c42\u3081\u3066\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8003\u3048\u3089\u308c\u308b\u30ea\u30b9\u30af\u3068\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u884c\u52d5\u6226\u7565\u3092\u7acb\u3066\u308b\u3053\u3068\u3002<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u306f\uff1f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u3092\u6d17\u6d44\u3057\u3001\u64cd\u4f5c\u3057\u3001\u30e2\u30c7\u30eb\u5316\u3057\u3001\u8cea\u554f\u3057\u3066\u3001\u95a2\u9023\u60c5\u5831\u3092\u767a\u898b\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u3044\u3046\u3002 \u30c7\u30fc\u30bf\u5206\u6790\u306b\u306f\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002 \u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u89e3\u6c7a\u7b56\u3092\u898b\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u3089\u306f\u3001\u5b9f\u73fe\u3057\u305f\u3044\u3053\u3068\u306b\u5fdc\u3058\u3066\u4f7f\u3044\u5206\u3051\u3089\u308c\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>A\/B\u30c6\u30b9\u30c8\u3002<\/b><span style=\"font-weight: 400;\">\u3042\u308b\u30c6\u30b9\u30c8\u30b0\u30eb\u30fc\u30d7\u3068\u5225\u306e\u30c6\u30b9\u30c8\u30b0\u30eb\u30fc\u30d7\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c7\u30fc\u30bf\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u3001\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3002<\/b><span style=\"font-weight: 400;\">\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u7cbe\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u304f\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3002 <\/b><span style=\"font-weight: 400;\">\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u62bd\u51fa\u3057\u3001\u5206\u6790\u306b\u5229\u7528\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u6a5f\u68b0\u5b66\u7fd2\u3002<\/b><span style=\"font-weight: 400;\">\u3053\u3053\u3067\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u3001\u5206\u6790\u30e2\u30c7\u30eb\u306e\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP)<\/b><span style=\"font-weight: 400;\">\u306f\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7814\u7a76\u3059\u308b\u305f\u3081\u306b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306e\u4e3b\u306a\u9055\u3044<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306f\u540c\u7fa9\u8a9e\u3068\u3057\u3066\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002 \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u5168\u822c\u3068\u3001\u305d\u306e\u624b\u6cd5\u3084\u624b\u6bb5\u3092\u542b\u3080\u5206\u91ce\u306e\u7dcf\u79f0\u3067\u3059\u3002 \u4e00\u65b9\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u6210\u8981\u7d20\u306b\u5206\u89e3\u3057\u3001\u305d\u308c\u305e\u308c\u3092\u500b\u5225\u306b\u5206\u6790\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u5404\u69cb\u6210\u8981\u7d20\u304c\u4e92\u3044\u306b\u3069\u306e\u3088\u3046\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u304b\u3092\u5206\u6790\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308b\u3002 \u4eca\u3001\u305d\u306e\u9055\u3044\u3068\u5171\u901a\u70b9\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<table>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u89e3\u6790<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u4f01\u696d\u3067\u4f7f\u7528\u3055\u308c\u308b\u3001\u5f93\u6765\u578b\u307e\u305f\u306f\u6c4e\u7528\u578b\u306e\u5206\u6790\u3067\u3059\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u30c7\u30fc\u30bf\u3092\u8a55\u4fa1\u3057\u3001\u6d1e\u5bdf\u3092\u5f97\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u5c02\u9580\u7684\u306a\u5206\u6790\u306e\u4e00\u7a2e\u3067\u3042\u308b\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">1\u4eba\u307e\u305f\u306f\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u6301\u3061\u3001\u4e00\u822c\u306b\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u691c\u67fb\u3067\u69cb\u6210\u3055\u308c\u308b\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u3092\u5b9a\u7fa9\u3057\u3001\u305d\u308c\u3092\u8abf\u3079\u3001\u304d\u308c\u3044\u306b\u3057\u3001\u6709\u7528\u306a\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306b\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u53ce\u96c6\u3084\u696d\u52d9\u30c7\u30fc\u30bf\u306e\u70b9\u691c\u306a\u3069\u3001\u591a\u304f\u306e\u6bb5\u968e\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u3053\u3053\u3067\u3001\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u307e\u305a\u751f\u30c7\u30fc\u30bf\u3092\u610f\u5473\u306e\u3042\u308b\u5f62\u3067\u5b9a\u7fa9\u3057\u3001\u305d\u3053\u304b\u3089\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3084\u5909\u63db\u306b\u3088\u3063\u3066\u95a2\u9023\u60c5\u5831\u3092\u5fa9\u5143\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Tableau\u3001Python\u3001Excel\u3001Google Analytics\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u3092\u99c6\u4f7f\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">SPARK\u3001Google Fusion tables\u3001Node XL\u3001Excel\u306a\u3069\u3001\u591a\u304f\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u3053\u308c\u306f\u8a18\u8ff0\u7684\u306a\u5206\u6790\u306b\u306f\u5411\u3044\u3066\u3044\u306a\u3044\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u3053\u308c\u306f\u8a18\u8ff0\u7684\u306a\u5206\u6790\u306e\u5bfe\u8c61\u3068\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u3053\u308c\u3092\u4f7f\u3048\u3070\u3001\u533f\u540d\u306e\u4eba\u9593\u95a2\u4fc2\u3092\u767a\u898b\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u672a\u77e5\u306e\u95a2\u4fc2\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u306f\u4f7f\u7528\u3067\u304d\u307e\u305b\u3093\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u63a8\u8ad6\u5206\u6790\u306f\u3053\u3053\u306b\u306f\u542b\u307e\u308c\u306a\u3044\u3002<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u63a8\u8ad6\u7684\u5206\u6790\u306f\u3053\u3053\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3059\u3002<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u6bd4\u8f03\u4f8b<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u539f\u5247\u3092\u660e\u78ba\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u5b9f\u969b\u306e\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u63d0\u4f9b\u3055\u308c\u308b\u4f8b\u306f\u3001\u8003\u3048\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u79c1\u305f\u3061\u306e\u591a\u304f\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u682a\u5f0f\u5e02\u5834\u306b\u3064\u3044\u3066\u591a\u5c11\u306e\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002 \u3042\u306a\u305f\u304c\u521d\u5fc3\u8005\u3067\u3001\u5229\u76ca\u3092\u51fa\u3057\u3066\u53d6\u5f15\u3092\u59cb\u3081\u305f\u3044\u3068\u60f3\u50cf\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u3067\u306f\u3001\u6700\u521d\u306e\u884c\u52d5\u8a08\u753b\u3092\u8a18\u8ff0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u65b0\u7c73\u30c8\u30ec\u30fc\u30c0\u30fc\u3067\u3042\u308c\u3070\u3001\u5e02\u5834\u306e\u72b6\u6cc1\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u3001\u682a\u5f0f\u5e02\u5834\u3084\u30c8\u30ec\u30f3\u30c9\u306e\u8a18\u9332\u3092\u8abf\u3079\u305f\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002 \u3053\u306e\u624b\u6cd5\u306b\u306f\u30c7\u30fc\u30bf\u89e3\u6790\u3082\u542b\u307e\u308c\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u682a\u4fa1\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u7406\u89e3\u3057\u305f\u7d50\u679c\u3001\u305d\u306e\u9298\u67c4\u306e\u5c06\u6765\u306e\u5e02\u5834\u4fa1\u683c\u3092\u63a8\u5b9a\u3057\u3001\u3044\u304f\u3089\u304b\u306e\u682a\u5f0f\u3092\u8cfc\u5165\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306e\u4e00\u4f8b\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">\u3069\u3061\u3089\u304c\u826f\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u5206\u6790\u5c02\u9580\u5bb6\u304c\u4e88\u6e2c\u3084\u63a8\u8ad6\u3092\u884c\u3046\u305f\u3081\u306b\u5229\u7528\u3059\u308b\u8abf\u67fb\u3084\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u7d20\u4eba\u306b\u306f\u7406\u89e3\u3057\u304c\u305f\u3044\u3082\u306e\u3067\u3059\u3002 \u3088\u308a\u826f\u3044\u7d50\u8ad6\u3092\u51fa\u3059\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u65b0\u3057\u3044\u3082\u306e\u3092\u4f5c\u308a\u51fa\u3059\u3068\u3044\u3063\u305f\u5f8c\u51e6\u7406\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u5c02\u9580\u77e5\u8b58\u306e\u306a\u3044\u4eba\u306b\u306f\u96e3\u3057\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e00\u65b9\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u3067\u30d3\u30b8\u30e5\u30a2\u30eb\u306a\u8868\u73fe\u304c\u5411\u4e0a\u3057\u3001\u8aad\u307f\u66f8\u304d\u306e\u3067\u304d\u306a\u3044\u4eba\u3067\u3082\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5185\u5bb9\u3092\u3088\u308a\u65e9\u304f\u7c21\u5358\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306b\u95a2\u3059\u308b\u7d50\u8ad6<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306f\u30d3\u30b8\u30cd\u30b9\u306e\u65b0\u3057\u3044\u71c3\u6599\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002 \u3046\u307e\u304f\u4f7f\u3048\u3070\u3001\u5168\u4f53\u306e\u58f2\u4e0a\u3084\u7d14\u5229\u76ca\u3092\u4e00\u6c17\u306b\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u7279\u306b\u4eca\u65e5\u306e\u71be\u70c8\u306a\u74b0\u5883\u4e0b\u3067\u6210\u9577\u3092\u52a0\u901f\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u533a\u5225\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u306f\u3001\u3088\u308a\u826f\u3044\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u3067\u3059\u3002<a href=\"https:\/\/www.questionpro.com\/blog\/data-interpretation\/\">\u30c7\u30fc\u30bf\u306e\u89e3\u91c8\u306f<\/a>\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306b\u3088\u3063\u3066\u652f\u63f4\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u672c\u306f\u3001\u3053\u308c\u307e\u3067\u4f55\u304c\u8d77\u3053\u3063\u305f\u306e\u304b\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u6b74\u53f2\u7684\u6d1e\u5bdf\u3092\u4e0e\u3048\u3066\u304f\u308c\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro\u306f\u3001\u3042\u3089\u3086\u308b\u554f\u984c\u3084\u696d\u754c\u306b\u5bfe\u5fdc\u3059\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u5358\u306a\u308b\u30a2\u30f3\u30b1\u30fc\u30c8\u30bd\u30d5\u30c8\u306e\u57df\u3092\u306f\u308b\u304b\u306b\u8d85\u3048\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u30ea\u30b5\u30fc\u30c1\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u300cInsightsHub\u300d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3082\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e16\u754c\u4e2d\u306e\u4f01\u696d\u306f\u3001InsightsHub\u306e\u3088\u3046\u306a\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30c4\u30fc\u30eb\u3084\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u6539\u5584\u3001\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u308b\u307e\u3067\u306e\u6642\u9593\u306e\u77ed\u7e2e\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u5f37\u5316\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3068ROI\u306e\u5411\u4e0a\u306a\u3069\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/insightshub\/\" target=\"_blank\" rel=\"noopener\"><button>\u8a73\u3057\u304f\u306f\u3053\u3061\u3089<\/button><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30fc\u30bf\u306f\u3001\u4f01\u696d\u304c\u91cd\u8981\u306a\u6d1e\u5bdf\u3092\u5f97\u3066\u6210\u9577\u3059\u308b [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":717984,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1211],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014 | QuestionPro<\/title>\n<meta name=\"description\" content=\"\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u304b\u306a\u308a\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u3064\u306a\u3052\u3066\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014 | QuestionPro\" \/>\n<meta property=\"og:description\" content=\"\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u304b\u306a\u308a\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u3064\u306a\u3052\u3066\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\" \/>\n<meta property=\"og:site_name\" content=\"QuestionPro\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/questionpro\" \/>\n<meta property=\"article:published_time\" content=\"2022-08-25T11:00:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/Data-Analytics-vs-Data-Analysis.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"992\" \/>\n\t<meta property=\"og:image:height\" content=\"594\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Fabyio Villegas\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@questionpro\" \/>\n<meta name=\"twitter:site\" content=\"@questionpro\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fabyio Villegas\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\"},\"author\":{\"name\":\"Fabyio Villegas\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d\"},\"headline\":\"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014\",\"datePublished\":\"2022-08-25T11:00:07+00:00\",\"dateModified\":\"2022-08-25T11:00:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\"},\"wordCount\":21,\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#organization\"},\"articleSection\":[\"\u30a4\u30f3\u30b5\u30a4\u30c8\u30cf\u30d6\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\",\"name\":\"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014 | QuestionPro\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#website\"},\"datePublished\":\"2022-08-25T11:00:07+00:00\",\"dateModified\":\"2022-08-25T11:00:07+00:00\",\"description\":\"\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u304b\u306a\u308a\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u3064\u306a\u3052\u3066\u304f\u3060\u3055\u3044\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u30db\u30fc\u30e0\",\"item\":\"https:\/\/www.questionpro.com\/blog\/ja\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5e02\u5834\u8abf\u67fb\",\"item\":\"https:\/\/www.questionpro.com\/blog\/ja\/category\/%e5%b8%82%e5%a0%b4%e8%aa%bf%e6%9f%bb-ja\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u30a4\u30f3\u30b5\u30a4\u30c8\u30cf\u30d6\",\"item\":\"https:\/\/www.questionpro.com\/blog\/ja\/category\/%e3%82%a4%e3%83%b3%e3%82%b5%e3%82%a4%e3%83%88%e3%83%8f%e3%83%96\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#website\",\"url\":\"https:\/\/www.questionpro.com\/blog\/ja\/\",\"name\":\"QuestionPro\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.questionpro.com\/blog\/ja\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#organization\",\"name\":\"QuestionPro\",\"url\":\"https:\/\/www.questionpro.com\/blog\/ja\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"contentUrl\":\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg\",\"caption\":\"QuestionPro\"},\"image\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/questionpro\",\"https:\/\/twitter.com\/questionpro\",\"https:\/\/www.linkedin.com\/company\/questionpro\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d\",\"name\":\"Fabyio Villegas\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g\",\"caption\":\"Fabyio Villegas\"},\"description\":\"Copywriter and SEO Specialist. With over 11 years of experience in Digital Marketing and Educational Content Curation.\",\"url\":\"https:\/\/www.questionpro.com\/blog\/ja\/author\/fabiola\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014 | QuestionPro","description":"\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u304b\u306a\u308a\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u3064\u306a\u3052\u3066\u304f\u3060\u3055\u3044\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/","og_locale":"ja_JP","og_type":"article","og_title":"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014 | QuestionPro","og_description":"\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u304b\u306a\u308a\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u3064\u306a\u3052\u3066\u304f\u3060\u3055\u3044\u3002","og_url":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/","og_site_name":"QuestionPro","article_publisher":"https:\/\/www.facebook.com\/questionpro","article_published_time":"2022-08-25T11:00:07+00:00","og_image":[{"width":992,"height":594,"url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/Data-Analytics-vs-Data-Analysis.jpg","type":"image\/jpeg"}],"author":"Fabyio Villegas","twitter_card":"summary_large_image","twitter_creator":"@questionpro","twitter_site":"@questionpro","twitter_misc":{"\u57f7\u7b46\u8005":"Fabyio Villegas"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/#article","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/"},"author":{"name":"Fabyio Villegas","@id":"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d"},"headline":"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014","datePublished":"2022-08-25T11:00:07+00:00","dateModified":"2022-08-25T11:00:07+00:00","mainEntityOfPage":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/"},"wordCount":21,"publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/#organization"},"articleSection":["\u30a4\u30f3\u30b5\u30a4\u30c8\u30cf\u30d6"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/","url":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/","name":"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014 | QuestionPro","isPartOf":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/#website"},"datePublished":"2022-08-25T11:00:07+00:00","dateModified":"2022-08-25T11:00:07+00:00","description":"\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u304b\u306a\u308a\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002 \u305d\u306e\u9055\u3044\u3092\u77e5\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u3064\u306a\u3052\u3066\u304f\u3060\u3055\u3044\u3002","breadcrumb":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%83%86%e3%82%a3%e3%82%af%e3%82%b9%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%80%82%e4%b8%bb%e3%81%aa\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u30db\u30fc\u30e0","item":"https:\/\/www.questionpro.com\/blog\/ja\/"},{"@type":"ListItem","position":2,"name":"\u5e02\u5834\u8abf\u67fb","item":"https:\/\/www.questionpro.com\/blog\/ja\/category\/%e5%b8%82%e5%a0%b4%e8%aa%bf%e6%9f%bb-ja\/"},{"@type":"ListItem","position":3,"name":"\u30a4\u30f3\u30b5\u30a4\u30c8\u30cf\u30d6","item":"https:\/\/www.questionpro.com\/blog\/ja\/category\/%e3%82%a4%e3%83%b3%e3%82%b5%e3%82%a4%e3%83%88%e3%83%8f%e3%83%96\/"},{"@type":"ListItem","position":4,"name":"\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3002\u4e3b\u306a\u9055\u3044\u3068\u7528\u9014"}]},{"@type":"WebSite","@id":"https:\/\/www.questionpro.com\/blog\/ja\/#website","url":"https:\/\/www.questionpro.com\/blog\/ja\/","name":"QuestionPro","description":"","publisher":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.questionpro.com\/blog\/ja\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/www.questionpro.com\/blog\/ja\/#organization","name":"QuestionPro","url":"https:\/\/www.questionpro.com\/blog\/ja\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/logo\/image\/","url":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","contentUrl":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/10\/questionpro-logo.svg","caption":"QuestionPro"},"image":{"@id":"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/questionpro","https:\/\/twitter.com\/questionpro","https:\/\/www.linkedin.com\/company\/questionpro\/"]},{"@type":"Person","@id":"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d","name":"Fabyio Villegas","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.questionpro.com\/blog\/ja\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c1eda364265c66792ad93d208502b662?s=96&d=mm&r=g","caption":"Fabyio Villegas"},"description":"Copywriter and SEO Specialist. With over 11 years of experience in Digital Marketing and Educational Content Curation.","url":"https:\/\/www.questionpro.com\/blog\/ja\/author\/fabiola\/"}]}},"featured_image_src":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/Data-Analytics-vs-Data-Analysis.jpg","featured_image_src_square":"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2022\/08\/Data-Analytics-vs-Data-Analysis.jpg","author_info":{"display_name":"Fabyio Villegas","author_link":"https:\/\/www.questionpro.com\/blog\/ja\/author\/fabiola\/"},"_links":{"self":[{"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/posts\/730288"}],"collection":[{"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/users\/49"}],"replies":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/comments?post=730288"}],"version-history":[{"count":0,"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/posts\/730288\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/media\/717984"}],"wp:attachment":[{"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/media?parent=730288"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/categories?post=730288"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.questionpro.com\/blog\/ja\/wp-json\/wp\/v2\/tags?post=730288"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}