{"id":730282,"date":"2022-07-08T11:00:10","date_gmt":"2022-07-08T11:00:10","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%80%82%e3%82%b9%e3%83%86%e3%83%83%e3%83%97%e3%83%bb%e3%83%90%e3%82%a4%e3%83%bb%e3%82%b9%e3%83%86\/"},"modified":"2022-07-08T11:00:10","modified_gmt":"2022-07-08T11:00:10","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%80%82%e3%82%b9%e3%83%86%e3%83%83%e3%83%97%e3%83%bb%e3%83%90%e3%82%a4%e3%83%bb%e3%82%b9%e3%83%86","status":"publish","type":"post","link":"https:\/\/qa-release.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%80%82%e3%82%b9%e3%83%86%e3%83%83%e3%83%97%e3%83%bb%e3%83%90%e3%82%a4%e3%83%bb%e3%82%b9%e3%83%86\/","title":{"rendered":"\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3002\u30b9\u30c6\u30c3\u30d7\u30fb\u30d0\u30a4\u30fb\u30b9\u30c6\u30c3\u30d7\u30fb\u30ac\u30a4\u30c9"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3069\u3053\u304b\u3089\u59cb\u3081\u308b\u304b\u3001\u6c7a\u3081\u308b\u306e\u306f\u6c7a\u3057\u3066\u7c21\u5358\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u59cb\u307e\u308b\u3068\u3001\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30b4\u30fc\u30eb\u306f\u4f55\u304b\u300d\u306a\u3069\u3001\u5e38\u306b\u3044\u304f\u3064\u304b\u306e\u7591\u554f\u306b\u76f4\u9762\u3059\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f \u3069\u3046\u3059\u308c\u3070\u3082\u3063\u3068\u8eab\u8fd1\u306b\u611f\u3058\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u304b\uff1f \u53d6\u308a\u7d44\u3082\u3046\u3068\u3057\u3066\u3044\u308b\u8ab2\u984c\u306f\u4f55\u3067\u3059\u304b\uff1f \u89e3\u6c7a\u306e\u53ef\u80fd\u6027\u306f\uff1f \u3069\u306e\u3088\u3046\u306a\u80fd\u529b\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f \u3069\u306e\u3088\u3046\u306b\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3059\u308b\u306e\u304b\u3001\u305d\u3057\u3066\u6700\u3082\u91cd\u8981\u306a\u3053\u3068\u306f\u3001\u3069\u3053\u304b\u3089\u624b\u3092\u3064\u3051\u308b\u306e\u304b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u3042\uff01 \u3057\u3063\u304b\u308a\u3068\u3057\u305f\u8a08\u753b\u3068\u624b\u9806\u3092\u7b56\u5b9a\u3059\u308b\u3053\u3068\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8ecc\u9053\u306b\u4e57\u305b\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u7b2c\u4e00\u6b69\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u306f\u3001\u5e38\u306b\u304d\u3061\u3093\u3068\u3057\u305f\u30d7\u30ed\u30bb\u30b9\u306b\u3053\u3060\u308f\u308b\u3079\u304d\u3067\u3059\u3002 \u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6bb5\u968e\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u30b3\u30f3\u30c6\u30f3\u30c4\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/p>\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n<li><a href=\"#what_is_a_data_analytics_project?\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u306f<\/a><\/li>\n<li><a href=\"#the_guide_to_data_analytics_projects\">\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ac\u30a4\u30c9<\/a>\n<ol>\n<li><a href=\"#recognize_the_industry\">\u696d\u754c\u3092\u8a8d\u77e5\u3059\u308b<\/a><\/li>\n<li><a href=\"#obtain_your_information\">\u304a\u5ba2\u69d8\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b<\/a><\/li>\n<li><a href=\"#examine_and_remove_improper_data\">\u4e0d\u9069\u5207\u306a\u30c7\u30fc\u30bf\u306e\u8abf\u67fb\u30fb\u524a\u9664<\/a><\/li>\n<li><a href=\"#dataset_enhancement\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5f37\u5316<\/a><\/li>\n<li><a href=\"#to_create_insightful_visuals\">\u6d1e\u5bdf\u306b\u6e80\u3061\u305f\u30d3\u30b8\u30e5\u30a2\u30eb\u3092\u4f5c\u308b\u305f\u3081\u306b<\/a><\/li>\n<li><a href=\"#predictiveness_is_the_key_to_success\">\u4e88\u6e2c\u529b\u304c\u6210\u529f\u306e\u9375<\/a><\/li>\n<li><a href=\"#in_a_nutshell,_repeat_the_process\">\u3072\u3068\u3053\u3068\u3067\u8a00\u3048\u3070\u3001\u300c\u7e70\u308a\u8fd4\u3059<\/a><\/li>\n<\/ol>\n<\/li>\n<li><a href=\"#conclusion\">\u7d50\u8ad6<\/a><\/li>\n<\/ol>\n<\/div>\n<h2 id=\"what_is_a_data_analytics_project?\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u306f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u6700\u3082\u57fa\u672c\u7684\u306a\u30ec\u30d9\u30eb\u3067\u306f\u3001\u904e\u53bb\u3068\u73fe\u5728\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u52b9\u7387\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u63d0\u4f9b\u306e\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8a18\u8ff0\u7684\u5206\u6790\u306f\u3001\u6700\u3082\u52b9\u7387\u7684\u306a\u65b9\u6cd5\u3067\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u4f55\u304c\u8d77\u3053\u3063\u3066\u3044\u308b\u306e\u304b\u3001\u4f55\u304c\u8d77\u3053\u3063\u305f\u306e\u304b\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u65e2\u5b58\u306e\u5206\u6790\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u73fe\u5728\u306e\u60c5\u5831\u3092\u8a18\u8ff0\u3057\u305f\u308a\u3001\u8981\u7d04\u3057\u305f\u308a\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u8a3a\u65ad\u5206\u6790\u3067\u306f\u3001\u904e\u53bb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u632f\u308a\u8fd4\u3063\u3066\u3001\u4f55\u304c\u554f\u984c\u3060\u3063\u305f\u306e\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002 \u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f\u3001\u5206\u6790\u306e\u7d50\u679c\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u4e88\u6e2c\u5206\u6790\u306f\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u5c06\u6765\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4e88\u6e2c\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<a href=\"https:\/\/usqa.questionpro.com\/blog\/predictive-analysis\/\">\u4e88\u6e2c<\/a>\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u306f\u3001\u8d77\u3053\u308a\u3046\u308b\u7d50\u679c\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u898f\u5b9a\u5206\u6790\u3068\u306f\u3001\u4e88\u6e2c\u5206\u6790\u306e\u4e00\u7a2e\u3067\u3001\u30c7\u30fc\u30bf\u3092\u8abf\u3079\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a1\u3064\u307e\u305f\u306f\u8907\u6570\u306e\u624b\u9806\u3092\u63a8\u5968\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306e\u4f7f\u3044\u65b9\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u3081\u65b9\u306b\u3082\u5f71\u97ff\u3092\u53ca\u307c\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u4e21\u65b9\u304c\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b8c\u4e86\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u3067\u3001\u79c1\u305f\u3061\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3088\u308a\u3088\u304f\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u5b9f\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u306b\u6b20\u304b\u305b\u306a\u3044\u8981\u7d20\u306a\u306e\u3067\u3059\u3002 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u4e8b\u4f8b\u3067\u306f\u300170\uff05\u4ee5\u4e0a\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u62c5\u5f53\u8005\u304c\u5fc5\u9808\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u8981\u7d20\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2 id=\"the_guide_to_data_analytics_projects\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30ac\u30a4\u30c9<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u8abf\u67fb\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u5404\u30b9\u30c6\u30fc\u30b8\u3092\u901a\u3058\u3066\u3001\u6700\u3082\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3068\u8981\u4ef6\u306e\u6982\u8981\u3092\u8aac\u660e\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u5206\u6790\u30a4\u30cb\u30b7\u30a2\u30c6\u30a3\u30d6\u306e\u305f\u3081\u306e7\u3064\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30a8\u30e9\u30fc\u306e\u53ef\u80fd\u6027\u3092\u6e1b\u3089\u3057\u306a\u304c\u3089\u3001\u5404\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">XYZ\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u304c\u5bb6\u96fb\u88fd\u54c1\u3092\u8ca9\u58f2\u3059\u308b\u4f01\u696d\u3067\u3042\u308b\u3068\u3059\u308b\u3002 \u4eca\u5e74\u306e\u590f\u306f\u3001\u55b6\u696d\u304c\u4e88\u60f3\u3057\u305f\u307b\u3069\u30a8\u30a2\u30b3\u30f3\u304c\u58f2\u308c\u306a\u304b\u3063\u305f\u305d\u3046\u3067\u3059\u3002 \u5c02\u4efb\u306e\u62c5\u5f53\u8005\u3092\u7f6e\u304f\u3053\u3068\u3067\u3001\u306a\u305c\u3053\u306e\u3088\u3046\u306a\u58f2\u4e0a\u6e1b\u5c11\u304c\u8d77\u3053\u3063\u3066\u3044\u308b\u306e\u304b\u3092\u8abf\u67fb\u3059\u308b\u3053\u3068\u306b\u3057\u305f\u3002 \u3053\u306e\u63d0\u8d77\u3055\u308c\u305f\u554f\u984c\u306e\u7d50\u679c\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u3001\u3053\u306e\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u3069\u306e\u3088\u3046\u306b\u52d5\u304f\u3079\u304d\u304b\u3092\u78ba\u8a8d\u3057\u3088\u3046\u3002  <\/span><\/p>\n<h3 id=\"recognize_the_industry\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u696d\u754c\u3092\u8a8d\u8b58\u3059\u308b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u652f\u63f4\u3059\u308b\u4f01\u696d\u3084\u6d3b\u52d5\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u5408\u7406\u7684\u3067\u5177\u4f53\u7684\u306a\u7d44\u7e54\u306e\u76ee\u6a19\u3092\u6e80\u305f\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u79c1\u305f\u3061\u306e\u5834\u5408\u306f\u3001\u3053\u306e\u590f\u306e\u30a8\u30a2\u30b3\u30f3\u306e\u58f2\u308c\u884c\u304d\u304c\u843d\u3061\u3066\u3044\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u304b\u3002  <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u81a8\u5927\u306a\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u306f\u3001\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002 \u30a4\u30f3\u30b9\u30d4\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u65b9\u5411\u6027\u3001\u76ee\u7684\u3092\u6301\u3064\u305f\u3081\u306b\u3001\u660e\u78ba\u306a\u30c7\u30fc\u30bf\u30b4\u30fc\u30eb\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002 \u3053\u306e\u30d5\u30a7\u30fc\u30ba\u306f\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084API\u3092\u8abf\u67fb\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u306f\u3001\u91cd\u8981\u3067\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002 \u6307\u5b9a\u8abf\u67fb\u6a5f\u95a2\u306f\u3001\u4e8b\u696d\u9818\u57df\u3092\u719f\u77e5\u3057\u3066\u304a\u308a\u3001\u4e8b\u696d\u304c\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3057\u3066\u3044\u308b\u304b\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3057\u3066\u3044\u308b\u306f\u305a\u3067\u3042\u308b\u3002<\/span><\/p>\n<h3 id=\"obtain_your_information\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u304a\u5ba2\u69d8\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7b2c\u4e8c\u6bb5\u968e\u3067\u3042\u308b\u3001\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u3092\u958b\u59cb\u3059\u308b\u3068\u304d\u304c\u6765\u307e\u3057\u305f\u3002 \u7d20\u6674\u3089\u3057\u3044\u30c7\u30fc\u30bf\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53ce\u96c6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\u306e1\u3064\u306f\u3001IT\u30c1\u30fc\u30e0\u3084\u30c7\u30fc\u30bf\u30c1\u30fc\u30e0\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u4f9d\u983c\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002 \u307e\u305f\u3001CRM\u306a\u3069\u3001\u4f01\u696d\u304c\u4f7f\u7528\u3059\u308b\u3059\u3079\u3066\u306e\u30c4\u30fc\u30eb\u3084\u30c7\u30fc\u30bf\u306bAPI\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3082\u691c\u8a0e\u3059\u3079\u304d\u3067\u3059\u3002 \u591a\u304f\u306eCRM\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u5e97\u8217\u3084\u8ca9\u58f2\u5e97\u304b\u3089\u8ca9\u58f2\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u30fb\u84c4\u7a4d\u3059\u308bPOS\u30b7\u30b9\u30c6\u30e0\u304c\u642d\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u5fc5\u8981\u3067\u3042\u308c\u3070\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u4f1a\u793e\u304c\u6301\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u88dc\u5b8c\u3059\u308b\u305f\u3081\u306b\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u7121\u6599\u306e\u30c7\u30fc\u30bf\u3092\u63a2\u3059\u304b\u3082\u3057\u308c\u306a\u3044\u3002  <\/span><\/p>\n<h3 id=\"examine_and_remove_improper_data\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u4e0d\u9069\u5207\u306a\u30c7\u30fc\u30bf\u306e\u8abf\u67fb\u30fb\u524a\u9664<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3042\u308b\u30c7\u30fc\u30bf\u6e96\u5099\u306b\u81a8\u5927\u306a\u6642\u9593\u304c\u8cbb\u3084\u3055\u308c\u308b\u3002 \u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7b2c3\u6bb5\u968e\u306f\u3001\u30c7\u30fc\u30bf\u3092\u5165\u624b\u3057\u305f\u5f8c\u306b\u59cb\u307e\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u6df1\u304f\u6398\u308a\u4e0b\u3052\u308b\u3053\u3068\u3067\u3001\u81ea\u5206\u305f\u3061\u304c\u4f55\u3092\u6301\u3061\u3001\u305d\u308c\u3092\u3069\u306e\u3088\u3046\u306b\u4f7f\u3048\u3070\u6700\u521d\u306e\u76ee\u7684\u3092\u9054\u6210\u3067\u304d\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u305d\u3057\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u62c5\u5f53\u8005\u3084IT\u30c1\u30fc\u30e0\u306a\u3069\u306b\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u3092\u7d9a\u3051\u3001\u521d\u671f\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b\u3059\u3079\u3066\u306e\u5909\u6570\u306e\u610f\u5473\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6b21\u306b\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3067\u3059\u3002 \u901a\u5e38\u3001\u5206\u6790\u8005\u306f\u30b9\u30da\u30eb\u30df\u30b9\u306e\u4fee\u6b63\u3001\u30ab\u30b9\u30bf\u30e0\u5909\u6570\u306e\u4f5c\u6210\u3001\u6b20\u640d\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306a\u3069\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002 \u8ca9\u58f2\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u30c7\u30fc\u30bf\u304c\u5927\u91cf\u306b\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u8aa4\u5b57\u8131\u5b57\u3084\u4e0d\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002 \u578b\u756a\u306e\u9593\u9055\u3044\u3001\u88fd\u54c1\u306e\u4fa1\u683c\u3084\u6570\u91cf\u306e\u9593\u9055\u3044\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u60c5\u5831\u306e\u9593\u9055\u3044\u306a\u3069\u306f\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u9032\u3080\u524d\u306b\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u51e6\u7406\u3059\u308b\u554f\u984c\u306e\u4e00\u90e8\u3067\u3059\u3002 \u6700\u5f8c\u306b\u5404\u5217\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3001\u304d\u308c\u3044\u3067\u5747\u4e00\u306a\u30c7\u30fc\u30bf\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/span><\/p>\n<h3 id=\"dataset_enhancement\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5f37\u5316<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u304c\u304d\u308c\u3044\u306b\u306a\u3063\u305f\u306e\u3067\u3001\u4eca\u5ea6\u306f\u5206\u6790\u8005\u304c\u30c7\u30fc\u30bf\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u5909\u66f4\u3057\u307e\u3059\u3002 \u5f7c\u3089\u306f\u3001\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u3068\u30c1\u30fc\u30e0\u306e\u30ed\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u90e8\u5206\u306b\u5230\u9054\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30ea\u30c3\u30c1\u30e1\u30f3\u30c8\u306e\u30d1\u30fc\u30c8\u3092\u958b\u59cb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3068\u3044\u3046\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u306b\u6642\u9593\u7684\u306a\u8981\u7d20\u3092\u52a0\u3048\u308b\u306e\u3082\u4e00\u3064\u306e\u65b9\u6cd5\u3067\u3042\u308b\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30a8\u30a2\u30b3\u30f3\u304c\u8ca9\u58f2\u3055\u308c\u305f\u6708\u3001\u6642\u9593\u3001\u66dc\u65e5\u3001\u9031\u306a\u3069\u3001\u65e5\u4ed8\u306e\u4e00\u90e8\u3092\u53d6\u5f97\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">2\u3064\u306e\u65e5\u4ed8\u306e\u5217\u306e\u5dee\u3092\u898b\u3064\u3051\u308b &#8211; \u30a8\u30a2\u30b3\u30f3\u304c\u8ca9\u58f2\u3055\u308c\u3001\u305d\u306e\u5f8c\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u305f\u3081\u306b\u8fd4\u5374\u3055\u308c\u305f\u671f\u9593<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u795d\u796d\u65e5\u3092\u30d5\u30e9\u30b0\u306b\u3059\u308b &#8211; \u5e97\u304c\u4f11\u307f\u306e\u65e5\u3084\u8ca9\u58f2\u54e1\u304c\u4f11\u307f\u306e\u65e5\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d50\u5408\u306f\u3001\u30ab\u30e9\u30e0\u3092\u5225\u306e\u3082\u306e\u306b\u79fb\u3059\u3053\u3068\u3067\u30c7\u30fc\u30bf\u3092\u62e1\u5f35\u3059\u308b\u3082\u3046\u4e00\u3064\u306e\u624b\u6cd5\u3067\u3042\u308b\u3002 \u8ca9\u58f2\u30c7\u30fc\u30bf\u306f\u3001\u30e2\u30c7\u30eb\u60c5\u5831\u306e\u30c7\u30fc\u30bf\u3068\u306f\u5225\u306b\u7ba1\u7406\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002 2\u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u9593\u306e\u95a2\u4fc2\u6027\u304c\u3055\u3089\u306b\u9ad8\u307e\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3069\u3093\u306a\u7814\u7a76\u3067\u3082\u4e0d\u53ef\u6b20\u306a\u90e8\u5206\u3067\u3059\u304c\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304c\u3042\u308b\u3068\u7c21\u5358\u306b\u306f\u3044\u304b\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002 \u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3088\u3063\u3066\u306f\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63a5\u7d9a\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5206\u6790\u8005\u306f\u3001\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3001\u51e6\u7406\u3001\u5909\u66f4\u3059\u308b\u969b\u306b\u3001\u610f\u56f3\u3057\u306a\u3044\u30d0\u30a4\u30a2\u30b9\u3084\u305d\u306e\u4ed6\u306e\u671b\u307e\u3057\u304f\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u6301\u3061\u8fbc\u307e\u306a\u3044\u3088\u3046\u6ce8\u610f\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<a href=\"https:\/\/usqa.questionpro.com\/blog\/data-manipulation\/\">\u30c7\u30fc\u30bf\u64cd\u4f5c\u306b\u3088\u3063\u3066<\/a>\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u504f\u3063\u305f\u3001\u4e0d\u5f53\u306a\u3001\u3042\u308b\u3044\u306f\u4e0d\u516c\u6b63\u306a\u7d50\u679c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30d0\u30a4\u30a2\u30b9\u3092\u518d\u73fe\u3057\u305f\u308a\u5f37\u5316\u3057\u305f\u308a\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3002<\/span><\/p>\n<h3 id=\"to_create_insightful_visuals\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u6d1e\u5bdf\u306b\u6e80\u3061\u305f\u30d3\u30b8\u30e5\u30a2\u30eb\u3092\u4f5c\u308b\u305f\u3081\u306b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u30de\u30fc\u30b8\u306b\u3088\u3063\u3066\u3001\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u63a2\u7d22\u3057\u3001\u6d1e\u5bdf\u306b\u6e80\u3061\u305f\u30b0\u30e9\u30d5\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u7279\u5225\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08\u307e\u305f\u306f\u591a\u6570\uff09\u304c\u751f\u6210\u3055\u308c\u307e\u3057\u305f\u3002 \u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u53ef\u8996\u5316\u306f\u6b21\u306e\u6bb5\u968e\u3068\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3084\u308a\u304c\u3044\u306f\u3001\u30b0\u30e9\u30d5\u3092\u898b\u306a\u304c\u3089\u30a4\u30f3\u30b5\u30a4\u30c8\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u7b54\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002 \u30b0\u30e9\u30d5\u306f\u30c7\u30fc\u30bf\u3092\u5f37\u5316\u3057\u3001\u9b45\u529b\u7684\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002 \u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u914d\u7f6e\u3059\u308b\u3068\u3001\u56fd\u3084\u90fd\u5e02\u3088\u308a\u3082\u60c5\u5831\u91cf\u306e\u591a\u3044\u5730\u57df\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u57fa\u672c\u7684\u306a\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u901a\u3057\u3066\u3001\u3042\u308b\u671f\u9593\u306b\u3069\u308c\u3060\u3051\u306e\u88fd\u54c1\u304c\u58f2\u308c\u305f\u304b\u3001\u3069\u306e\u30e2\u30c7\u30eb\u304c\u6700\u3082\u58f2\u308c\u305f\u304b\u3001\u6628\u5e74\u3068\u4eca\u5e74\u306e\u58f2\u308c\u884c\u304d\u3092\u533a\u5225\u3057\u3066\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002 \u540c\u69d8\u306b\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u8ca9\u58f2\u52d5\u5411\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u8abf\u3079\u308b\u3053\u3068\u3067\u3001\u8abf\u67fb\u76ee\u6a19\u306b\u5bfe\u3059\u308b\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3 id=\"predictiveness_is_the_key_to_success\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u4e88\u6e2c\u529b\u304c\u6210\u529f\u306e\u9375<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7b2c6\u30d5\u30a7\u30fc\u30ba\u306f\u3001\u3053\u308c\u304b\u3089\u304c\u672c\u756a\u3067\u3059\u3002 \u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u30b0\u30e9\u30d5\u3084\u7d71\u8a08\u30c7\u30fc\u30bf\u3067\u306f\u898b\u3048\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3084\u9867\u5ba2\u30bf\u30a4\u30d7\u3092\u691c\u51fa\u3059\u308b\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306f\u3001\u985e\u4f3c\u3057\u305f\u4e8b\u8c61\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5f62\u6210\u3057\u3001\u3069\u306e\u3088\u3046\u306a\u8981\u7d20\u304c\u91cd\u8981\u3067\u3042\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e88\u5099\u7684\u306a\u30c7\u30fc\u30bf\u304b\u3089\u3001\u904e\u53bb\u306e\u58f2\u308c\u884c\u304d\u306e\u8981\u56e0\u3092\u63a2\u308a\u3001\u4e88\u6e2c\u3092\u7acb\u3066\u308b\u306e\u3067\u3042\u308b\u3002 \u3053\u306e\u6700\u5f8c\u306e\u6bb5\u968e\u306f\u3001\u5358\u306a\u308b\u60c5\u5831\u3067\u306f\u306a\u304f\u3001\u65b0\u3057\u3044\u30e2\u30ce\u3084\u624b\u7d9a\u304d\u306b\u3064\u306a\u304c\u308b\u3082\u306e\u3067\u3059\u3002 \u30a8\u30a2\u30b3\u30f3\u3092\u8cfc\u5165\u3059\u308b\u304a\u5ba2\u69d8\u306e\u30bf\u30a4\u30d7\u3001\u55b6\u696d\u62c5\u5f53\u8005\u304c\u30ea\u30fc\u30c9\u3092\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u304d\u306a\u304b\u3063\u305f\u7406\u7531\u3001\u6d88\u8cbb\u8005\u304c\u5f53\u793e\u306e\u88fd\u54c1\u306b\u4e0d\u6e80\u3092\u6301\u3063\u3066\u3044\u306a\u3044\u304b\u306a\u3069\u306e\u8981\u56e0\u3092\u7279\u5b9a\u3059\u308b\u3002<\/span><\/p>\n<h3 id=\"in_a_nutshell,_repeat_the_process\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u3072\u3068\u3053\u3068\u3067\u8a00\u3048\u3070\u3001\u300c\u7e70\u308a\u8fd4\u3059\u300d\u3002<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u4f01\u696d\u306e\u30a4\u30cb\u30b7\u30a2\u30c6\u30a3\u30d6\u306f\u3001\u305d\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u6b63\u5f53\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u8fc5\u901f\u306b\u305d\u306e\u4fa1\u5024\u3092\u78ba\u7acb\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002 \u30c7\u30fc\u30bf\u306e\u53d6\u308a\u7d44\u307f\u3082\u540c\u69d8\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3084\u30a8\u30f3\u30ea\u30c3\u30c1\u30e1\u30f3\u30c8\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u65e9\u304f\u7d42\u308f\u3089\u305b\u3001\u7d50\u679c\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002 \u3053\u308c\u306f\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u6700\u521d\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u6226\u7565\u304c\u6c7a\u3057\u3066 &#8220;\u5b8c\u5168 &#8220;\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u53d7\u3051\u5165\u308c\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002 \u4f7f\u3044\u3084\u3059\u3055\u3068\u6b63\u78ba\u3055\u3092\u4fdd\u3064\u305f\u3081\u306b\u3001\u898b\u76f4\u3057\u3001\u518d\u6559\u80b2\u3001\u6a5f\u80fd\u306e\u8ffd\u52a0\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u4ed5\u4e8b\u306b\u7d42\u308f\u308a\u306f\u306a\u3044\u3001\u305d\u308c\u304c\u9b45\u529b\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u3089\u306e\u6bb5\u968e\u3092\u7d4c\u3066\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u58f2\u4e0a\u304c\u4e0b\u304c\u3063\u305f\u7406\u7531\u3068\u3001\u6b21\u306b\u4f55\u3092\u3059\u3079\u304d\u304b\u3092\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002  <\/span><\/p>\n<h2 id=\"conclusion\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u7d50\u8ad6<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u3057\u3063\u304b\u308a\u3068\u3057\u305f\u8a08\u753b\u3068\u624b\u9806\u3092\u7b56\u5b9a\u3059\u308b\u3053\u3068\u304c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8ecc\u9053\u306b\u4e57\u305b\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u6bb5\u968e\u3092\u53d6\u308a\u4e0a\u3052\u307e\u3057\u305f\u3002 \u3053\u306e7\u3064\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7d4c\u308b\u3053\u3068\u3067\u3001\u5404\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u8d77\u3053\u308a\u3046\u308b\u30df\u30b9\u3092\u6e1b\u3089\u3057\u306a\u304c\u3089\u3001\u6700\u5927\u9650\u306e\u52b9\u679c\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">QuestionPro\u306f\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u30bd\u30d5\u30c8\u3068\u96c6\u5ba2\u306e\u4e21\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u3059\u3079\u3066\u63c3\u3063\u3066\u3044\u307e\u3059\u3002 B2B\u3001B2C\u3001\u30cb\u30c3\u30c1\u3068\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u672c\u6295\u7968\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u524d\u306b\u3001\u30a4\u30e4\u30fc\u30b5\u30a4\u30e4\u4eba\u3001\u4e0d\u6ce8\u610f\u306a\u56de\u7b54\u8005\u3001\u540c\u4e00IP\u30a2\u30c9\u30ec\u30b9\u306a\u3069\u3092\u6392\u9664\u3059\u308b\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30d9\u30eb\u3092\u8a2d\u3051\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/cx\/\" target=\"_blank\" rel=\"noopener\"><br \/>\n  <button>\u3082\u3063\u3068\u8a73\u3057\u304f<\/button><br \/>\n<\/a>       <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1063&amp;sourceRef=home-cx\" target=\"_blank\" rel=\"noopener\"><br \/>\n  <button>\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb<\/button><br 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