{"id":94641,"date":"2025-08-20T07:14:12","date_gmt":"2025-08-19T22:14:12","guid":{"rendered":"https:\/\/adtechmanagement.com\/minnadepr-column\/?p=94641"},"modified":"2025-08-20T07:14:12","modified_gmt":"2025-08-19T22:14:12","slug":"meaning-and-usage-of-correlation","status":"publish","type":"post","link":"https:\/\/adtechmanagement.com\/minnadepr-column\/2025\/08\/20\/meaning-and-usage-of-correlation\/","title":{"rendered":"\u76f8\u95a2\u6027\u3068\u306f\uff1f\u610f\u5473\u304b\u3089\u6d3b\u7528\u65b9\u6cd5\u307e\u3067\u5fb9\u5e95\u89e3\u8aac\uff5c\u7d71\u8a08\u30fb\u30d3\u30b8\u30cd\u30b9\u3067\u4f7f\u3046\u76f8\u95a2\u306e\u7406\u89e3"},"content":{"rendered":"

\u300c\u76f8\u95a2\u6027\u300d\u3068\u306f\u3001\uff12\u3064\u4ee5\u4e0a\u306e\u4e8b\u8c61\u3084\u5909\u6570\u304c\u4e92\u3044\u306b\u3069\u306e\u3088\u3046\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u304b\u3092\u793a\u3059\u6982\u5ff5\u3067\u3059\u3002\u7d71\u8a08\u5b66\u3084\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30d3\u30b8\u30cd\u30b9\u3001\u5fc3\u7406\u5b66\u3001\u81ea\u7136\u79d1\u5b66\u306a\u3069\u5e45\u5e83\u3044\u5206\u91ce\u3067\u4f7f\u308f\u308c\u3001\u73fe\u8c61\u306e\u7406\u89e3\u3084\u4e88\u6e2c\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u300c\u76f8\u95a2\u6027\u300d\u306e\u57fa\u672c\u7684\u306a\u610f\u5473\u304b\u3089\u7a2e\u985e\u3001\u6e2c\u5b9a\u65b9\u6cd5\u3001\u6ce8\u610f\u70b9\u3001\u5177\u4f53\u7684\u306a\u6d3b\u7528\u4f8b\u307e\u3067\u3001\u8a73\u3057\u304f\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u7d71\u8a08\u3084\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5b66\u3076\u65b9\u3001\u4ed5\u4e8b\u3067\u6d3b\u7528\u3057\u305f\u3044\u65b9\u306b\u5f79\u7acb\u3064\u5185\u5bb9\u3067\u3059\u3002<\/p>\n

1. \u76f8\u95a2\u6027\u3068\u306f\u4f55\u304b\uff1f\u57fa\u672c\u7684\u306a\u610f\u5473<\/h2>\n

1.1 \u76f8\u95a2\u6027\u306e\u5b9a\u7fa9<\/h3>\n

\u76f8\u95a2\u6027\uff08Correlation\uff09\u3068\u306f\u3001\uff12\u3064\u306e\u5909\u6570\u304c\u3069\u306e\u7a0b\u5ea6\u4e00\u7dd2\u306b\u5909\u52d5\u3059\u308b\u304b\u3001\u3064\u307e\u308a\u4e92\u3044\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u5ea6\u5408\u3044\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002\u5909\u6570A\u306e\u5024\u304c\u5897\u3048\u308b\u3068\u5909\u6570B\u3082\u5897\u3048\u308b\u5834\u5408\u306f\u6b63\u306e\u76f8\u95a2\u3001\u5909\u6570A\u304c\u5897\u3048\u308b\u3068\u5909\u6570B\u304c\u6e1b\u308b\u5834\u5408\u306f\u8ca0\u306e\u76f8\u95a2\u3068\u3044\u3044\u307e\u3059\u3002<\/p>\n

1.2 \u76f8\u95a2\u6027\u3068\u56e0\u679c\u95a2\u4fc2\u306e\u9055\u3044<\/h3>\n

\u76f8\u95a2\u6027\u304c\u3042\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u5fc5\u305a\u3057\u3082\u56e0\u679c\u95a2\u4fc2\uff08\u7247\u65b9\u304c\u539f\u56e0\u3067\u4ed6\u65b9\u304c\u7d50\u679c\u306b\u306a\u308b\u95a2\u4fc2\uff09\u304c\u3042\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u5358\u306b\u4e00\u7dd2\u306b\u5909\u52d5\u3059\u308b\u50be\u5411\u304c\u3042\u308b\u3060\u3051\u3067\u3001\u7b2c\u4e09\u306e\u8981\u56e0\u304c\u5f71\u97ff\u3057\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n

2. \u76f8\u95a2\u6027\u306e\u7a2e\u985e\u3068\u7279\u5fb4<\/h2>\n

2.1 \u6b63\u306e\u76f8\u95a2\uff08Positive Correlation\uff09<\/h3>\n

\u4e00\u65b9\u306e\u5909\u6570\u304c\u5897\u52a0\u3059\u308b\u3068\u3001\u3082\u3046\u4e00\u65b9\u306e\u5909\u6570\u3082\u5897\u52a0\u3059\u308b\u95a2\u4fc2\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u904b\u52d5\u6642\u9593\u3068\u6d88\u8cbb\u30ab\u30ed\u30ea\u30fc\u306f\u6b63\u306e\u76f8\u95a2\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

2.2 \u8ca0\u306e\u76f8\u95a2\uff08Negative Correlation\uff09<\/h3>\n

\u4e00\u65b9\u306e\u5909\u6570\u304c\u5897\u52a0\u3059\u308b\u3068\u3001\u3082\u3046\u4e00\u65b9\u304c\u6e1b\u5c11\u3059\u308b\u95a2\u4fc2\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u7761\u7720\u6642\u9593\u3068\u75b2\u52b4\u611f\u306f\u8ca0\u306e\u76f8\u95a2\u3092\u6301\u3064\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

2.3 \u7121\u76f8\u95a2\uff08No Correlation\uff09<\/h3>\n

2\u3064\u306e\u5909\u6570\u306e\u9593\u306b\u660e\u78ba\u306a\u95a2\u9023\u6027\u304c\u898b\u3089\u308c\u306a\u3044\u5834\u5408\u3092\u6307\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u8eab\u9577\u3068\u597d\u304d\u306a\u97f3\u697d\u306e\u30b8\u30e3\u30f3\u30eb\u306f\u7121\u76f8\u95a2\u306e\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n

2.4 \u975e\u7dda\u5f62\u306e\u76f8\u95a2<\/h3>\n

\u76f4\u7dda\u7684\u3067\u306a\u3044\u95a2\u4fc2\u3082\u5b58\u5728\u3057\u3001\u66f2\u7dda\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u8907\u96d1\u306a\u76f8\u95a2\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u5834\u5408\u306f\u5358\u7d14\u306a\u76f8\u95a2\u4fc2\u6570\u3067\u306f\u6349\u3048\u304d\u308c\u307e\u305b\u3093\u3002<\/p>\n

3. \u76f8\u95a2\u6027\u306e\u6e2c\u5b9a\u65b9\u6cd5<\/h2>\n

3.1 \u30d4\u30a2\u30bd\u30f3\u306e\u7a4d\u7387\u76f8\u95a2\u4fc2\u6570<\/h3>\n

\u3082\u3063\u3068\u3082\u4e00\u822c\u7684\u306b\u4f7f\u308f\u308c\u308b\u6e2c\u5b9a\u65b9\u6cd5\u3067\u3001-1\u304b\u3089+1\u306e\u5024\u3092\u3068\u308a\u307e\u3059\u3002+1\u306f\u5b8c\u5168\u306a\u6b63\u306e\u76f8\u95a2\u3001-1\u306f\u5b8c\u5168\u306a\u8ca0\u306e\u76f8\u95a2\u30010\u306f\u76f8\u95a2\u306a\u3057\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n

3.2 \u30b9\u30d4\u30a2\u30de\u30f3\u306e\u9806\u4f4d\u76f8\u95a2\u4fc2\u6570<\/h3>\n

\u30c7\u30fc\u30bf\u304c\u9806\u4f4d\u3084\u9806\u5e8f\u306e\u5834\u5408\u306b\u4f7f\u308f\u308c\u3001\u5909\u6570\u9593\u306e\u5358\u8abf\u306a\u95a2\u4fc2\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u975e\u7dda\u5f62\u306e\u95a2\u4fc2\u3082\u6349\u3048\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n

3.3 \u30b1\u30f3\u30c9\u30fc\u30eb\u306e\u9806\u4f4d\u76f8\u95a2\u4fc2\u6570<\/h3>\n

\u9806\u4f4d\u30c7\u30fc\u30bf\u306e\u76f8\u95a2\u3092\u6e2c\u308b\u3082\u3046\u4e00\u3064\u306e\u65b9\u6cd5\u3067\u3001\u30b9\u30d4\u30a2\u30de\u30f3\u3068\u4f3c\u3066\u3044\u307e\u3059\u304c\u8a08\u7b97\u65b9\u6cd5\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n

3.4 \u305d\u306e\u4ed6\u306e\u76f8\u95a2\u6307\u6a19<\/h3>\n

\u70b9\u4e8c\u5217\u76f8\u95a2\u4fc2\u6570\u3084\u504f\u76f8\u95a2\u4fc2\u6570\u306a\u3069\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u3084\u30c7\u30fc\u30bf\u69cb\u9020\u306b\u5fdc\u3058\u305f\u6307\u6a19\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n

4. \u76f8\u95a2\u6027\u306e\u6ce8\u610f\u70b9\u3068\u8aa4\u89e3<\/h2>\n

4.1 \u76f8\u95a2\u306f\u56e0\u679c\u95a2\u4fc2\u3092\u793a\u3055\u306a\u3044<\/h3>\n

\u76f8\u95a2\u304c\u3042\u308b\u3060\u3051\u3067\u56e0\u679c\u95a2\u4fc2\u3092\u65ad\u5b9a\u3057\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002\u56e0\u679c\u95a2\u4fc2\u3092\u8a3c\u660e\u3059\u308b\u305f\u3081\u306b\u306f\u8ffd\u52a0\u306e\u8abf\u67fb\u3084\u5b9f\u9a13\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

4.2 \u7b2c\u4e09\u306e\u8981\u56e0\uff08\u4ea4\u7d61\u56e0\u5b50\uff09\u306e\u5f71\u97ff<\/h3>\n

\u4e21\u65b9\u306e\u5909\u6570\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u7b2c\u4e09\u306e\u5909\u6570\u304c\u5b58\u5728\u3057\u3001\u76f8\u95a2\u3092\u751f\u3093\u3067\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u4ea4\u7d61\u56e0\u5b50\u3068\u547c\u3073\u3001\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

4.3 \u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u306e\u5f71\u97ff<\/h3>\n

\u5c0f\u3055\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u5076\u7136\u306e\u76f8\u95a2\u304c\u898b\u3089\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u3001\u7d71\u8a08\u7684\u306b\u610f\u5473\u306e\u3042\u308b\u76f8\u95a2\u304b\u3069\u3046\u304b\u691c\u5b9a\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

4.4 \u7dda\u5f62\u6027\u306e\u524d\u63d0<\/h3>\n

\u30d4\u30a2\u30bd\u30f3\u306e\u76f8\u95a2\u4fc2\u6570\u306f\u7dda\u5f62\u95a2\u4fc2\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u975e\u7dda\u5f62\u306e\u95a2\u4fc2\u306f\u6b63\u3057\u304f\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n

5. \u76f8\u95a2\u6027\u306e\u6d3b\u7528\u4f8b<\/h2>\n

5.1 \u30d3\u30b8\u30cd\u30b9\u3067\u306e\u6d3b\u7528<\/h3>\n

\u58f2\u4e0a\u3068\u5e83\u544a\u8cbb\u306e\u95a2\u4fc2\u5206\u6790\u3084\u9867\u5ba2\u6e80\u8db3\u5ea6\u3068\u30ea\u30d4\u30fc\u30c8\u7387\u306e\u95a2\u4fc2\u306a\u3069\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u7d4c\u55b6\u5224\u65ad\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n

5.2 \u533b\u5b66\u30fb\u5065\u5eb7\u5206\u91ce\u3067\u306e\u5229\u7528<\/h3>\n

\u85ac\u306e\u52b9\u679c\u3068\u75c7\u72b6\u6539\u5584\u5ea6\u306e\u95a2\u4fc2\u3001\u751f\u6d3b\u7fd2\u6163\u3068\u75c5\u6c17\u306e\u767a\u75c7\u7387\u306e\u76f8\u95a2\u306a\u3069\u3001\u8a3a\u65ad\u3084\u6cbb\u7642\u6cd5\u306e\u7814\u7a76\u306b\u6d3b\u304b\u3055\u308c\u307e\u3059\u3002<\/p>\n

5.3 \u793e\u4f1a\u79d1\u5b66\u306b\u304a\u3051\u308b\u8abf\u67fb\u5206\u6790<\/h3>\n

\u6559\u80b2\u30ec\u30d9\u30eb\u3068\u6240\u5f97\u306e\u95a2\u4fc2\u3001\u72af\u7f6a\u7387\u3068\u5931\u696d\u7387\u306e\u95a2\u9023\u6027\u306a\u3069\u3001\u793e\u4f1a\u73fe\u8c61\u306e\u7406\u89e3\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n

5.4 \u79d1\u5b66\u30fb\u5de5\u5b66\u5206\u91ce<\/h3>\n

\u6750\u6599\u306e\u5f37\u5ea6\u3068\u6e29\u5ea6\u306e\u95a2\u4fc2\u3001\u74b0\u5883\u8981\u56e0\u3068\u751f\u614b\u7cfb\u306e\u76f8\u95a2\u306a\u3069\u3001\u591a\u69d8\u306a\u7814\u7a76\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

6. \u76f8\u95a2\u6027\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8<\/h2>\n

6.1 \u30b0\u30e9\u30d5\u3084\u6563\u5e03\u56f3\u3067\u53ef\u8996\u5316\u3059\u308b<\/h3>\n

\u6570\u5024\u3060\u3051\u3067\u306a\u304f\u30b0\u30e9\u30d5\u5316\u3059\u308b\u3053\u3068\u3067\u95a2\u4fc2\u6027\u304c\u76f4\u611f\u7684\u306b\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

6.2 \u8907\u6570\u306e\u5909\u6570\u3092\u540c\u6642\u306b\u5206\u6790<\/h3>\n

\u591a\u5909\u91cf\u89e3\u6790\u3092\u7528\u3044\u3001\u8907\u6570\u306e\u8981\u56e0\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u540c\u6642\u306b\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u7cbe\u5ea6\u306e\u9ad8\u3044\u5206\u6790\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n

6.3 \u7d71\u8a08\u30bd\u30d5\u30c8\u306e\u6d3b\u7528<\/h3>\n

Excel\u3084R\u3001Python\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306a\u3069\u3092\u6d3b\u7528\u3059\u308b\u3068\u3001\u52b9\u7387\u3088\u304f\u76f8\u95a2\u5206\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

7. \u3088\u304f\u3042\u308b\u8cea\u554f\uff08Q&A\uff09<\/h2>\n

7.1 \u76f8\u95a2\u4fc2\u6570\u304c\u9ad8\u3044\u5834\u5408\u3001\u5fc5\u305a\u56e0\u679c\u95a2\u4fc2\u304c\u3042\u308b\u306e\uff1f<\/h3>\n

\u3044\u3044\u3048\u3002\u76f8\u95a2\u306f\u3042\u304f\u307e\u3067\u95a2\u9023\u6027\u306e\u5f37\u3055\u3092\u793a\u3059\u3060\u3051\u3067\u3001\u56e0\u679c\u95a2\u4fc2\u306f\u5225\u9014\u691c\u8a3c\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

7.2 \u76f8\u95a2\u4fc2\u6570\u304c0\u306b\u8fd1\u3044\u306e\u306b\u5b9f\u969b\u306b\u306f\u95a2\u4fc2\u304c\u3042\u308b\u3053\u3068\u3082\u3042\u308b\uff1f<\/h3>\n

\u975e\u7dda\u5f62\u306e\u95a2\u4fc2\u306e\u5834\u5408\u3001\u30d4\u30a2\u30bd\u30f3\u306e\u76f8\u95a2\u4fc2\u6570\u304c\u4f4e\u304f\u3066\u3082\u5f37\u3044\u95a2\u4fc2\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u5225\u306e\u65b9\u6cd5\u3067\u691c\u8a3c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n

7.3 \u76f8\u95a2\u6027\u3068\u56de\u5e30\u5206\u6790\u306e\u9055\u3044\u306f\uff1f<\/h3>\n

\u76f8\u95a2\u306f2\u5909\u6570\u306e\u95a2\u9023\u5ea6\u5408\u3044\u306e\u6307\u6a19\u3067\u3059\u304c\u3001\u56de\u5e30\u5206\u6790\u306f\u4e00\u65b9\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u3066\u4ed6\u65b9\u3092\u4e88\u6e2c\u30fb\u8aac\u660e\u3059\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n

8. \u307e\u3068\u3081\uff1a\u76f8\u95a2\u6027\u306e\u7406\u89e3\u3068\u6d3b\u7528\u3067\u60c5\u5831\u5206\u6790\u529b\u3092\u9ad8\u3081\u308b<\/h2>\n

\u76f8\u95a2\u6027\u306f\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u6027\u3092\u628a\u63e1\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u91cd\u8981\u306a\u6982\u5ff5\u3067\u3059\u3002\u5358\u306a\u308b\u6570\u5024\u306e\u78ba\u8a8d\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u80cc\u666f\u306b\u3042\u308b\u56e0\u679c\u95a2\u4fc2\u306e\u6709\u7121\u3084\u4ea4\u7d61\u56e0\u5b50\u306e\u5b58\u5728\u306b\u3082\u6ce8\u610f\u3092\u6255\u3044\u306a\u304c\u3089\u5206\u6790\u3092\u9032\u3081\u307e\u3057\u3087\u3046\u3002\u30b0\u30e9\u30d5\u5316\u3084\u591a\u5909\u91cf\u89e3\u6790\u3092\u6d3b\u7528\u3057\u3001\u6b63\u78ba\u306a\u7406\u89e3\u3068\u5fdc\u7528\u529b\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3001\u73fe\u4ee3\u306e\u60c5\u5831\u793e\u4f1a\u3067\u6c42\u3081\u3089\u308c\u308b\u529b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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