{"id":4462,"date":"2025-12-19T09:01:51","date_gmt":"2025-12-19T00:01:51","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4462"},"modified":"2025-12-19T09:01:53","modified_gmt":"2025-12-19T00:01:53","slug":"the-trap-of-pre-testing-why-it-fails-and-better-alternatives","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/the-trap-of-pre-testing-why-it-fails-and-better-alternatives\/","title":{"rendered":"\u7d71\u8a08\u5b66\u306e\u843d\u3068\u3057\u7a74\uff1f\u300c\u524d\u63d0\u78ba\u8a8d\u306e\u691c\u5b9a\u300d\u3092\u907f\u3051\u308b\u3079\u304d\u7406\u7531\u3068\u6b63\u3057\u3044\u5411\u304d\u5408\u3044\u65b9"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u969b\u3001\u300c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u304b\uff1f\u300d\u300c\u5206\u6563\u306f\u7b49\u3057\u3044\u304b\uff1f\u300d\u3068\u3001\u624b\u6cd5\u3092\u9078\u3076\u305f\u3081\u306e\u300c\u4e88\u5099\u30c6\u30b9\u30c8\uff08\u524d\u63d0\u78ba\u8a8d\uff09\u300d\u3092\u884c\u3063\u3066\u3044\u306a\u3044\u3060\u308d\u3046\u304b\u3002\u5b9f\u306f\u3001\u3053\u306e\u4e88\u5099\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u898b\u3066\u304b\u3089\u672c\u756a\u306e\u691c\u5b9a\u624b\u6cd5\u3092\u9078\u629e\u3059\u308b\u884c\u70ba\u306f\u3001\u7d71\u8a08\u7684\u306a\u8aa4\u308a\u3092\u751f\u3080\u539f\u56e0\u3068\u306a\u308b\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u306a\u305c\u524d\u63d0\u78ba\u8a8d\u306e\u691c\u5b9a\u304c\u300c\u4e0d\u9069\u5207\u300d\u3068\u3055\u308c\u308b\u306e\u304b\u3001\u305d\u306e\u30ed\u30b8\u30c3\u30af\u3068\u4ee3\u66ff\u6848\u3092\u6574\u7406\u3059\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u63d0\u78ba\u8a8d\u306e\u691c\u5b9a\u3092\u5fc5\u9808\u3068\u8003\u3048\u308b\u306e\u306f\u7406\u89e3\u53ef\u80fd\u3067\u3042\u308b<\/h2>\n\n\n\n<p>\u7d71\u8a08\u5b66\u306e\u6559\u79d1\u66f8\u3092\u958b\u304f\u3068\u3001\u591a\u304f\u306e\u624b\u6cd5\u306b\u306f\u300c\u9069\u7528\u6761\u4ef6\uff08\u524d\u63d0\uff09\u300d\u304c\u8a18\u3055\u308c\u3066\u3044\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u521d\u5fc3\u8005\u304c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3080\u306e\u306f\u7121\u7406\u3082\u306a\u3044\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b49\u5206\u6563\u6027\u306e\u691c\u5b9a<\/strong>\uff1a\u7d50\u679c\u6b21\u7b2c\u3067\u3001Student\u306et\u691c\u5b9a\u304bWelch\u306e\u691c\u5b9a\u304b\u3092\u9078\u3076<\/li>\n\n\n\n<li><strong>\u6b63\u898f\u6027\u306e\u691c\u5b9a<\/strong>\uff1a\u7d50\u679c\u6b21\u7b2c\u3067\u3001\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u304b\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u304b\u3092\u9078\u3076<\/li>\n\n\n\n<li><strong>\u7403\u9762\u6027\u306e\u691c\u5b9a<\/strong>\uff1a\u7d50\u679c\u6b21\u7b2c\u3067\u3001\u5206\u6563\u5206\u6790\u306b\u88dc\u6b63\u3092\u5165\u308c\u308b\u304b\u6c7a\u3081\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u300c\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u306a\u3044\u624b\u6cd5\u3092\u4f7f\u3046\u306e\u306f\u9593\u9055\u3044\u3060\u300d\u3068\u3044\u3046\u8a8d\u8b58\u304b\u3089\u3001\u307e\u305a\u691c\u5b9a\u3067\u767d\u9ed2\u3064\u3051\u305f\u304f\u306a\u308b\u306e\u306f\u5f53\u7136\u306e\u5fc3\u7406\u3068\u3044\u3048\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u3053\u306b\u306f<span class=\"swl-marker mark_orange\">\u300c\u691c\u5b9a\u306e\u4e8c\u6bb5\u69cb\u3048\u300d<\/span>\u3068\u3044\u3046\u5927\u304d\u306a\u7f60\u304c\u6f5c\u3093\u3067\u3044\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u691c\u5b9a\u306e\u6709\u610f\u6c34\u6e96\u306f\u305d\u3082\u305d\u3082\u4f55\u3060\u3063\u305f\u304b<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u4e00\u5ea6\u3001\u691c\u5b9a\u306e\u57fa\u672c\u306b\u7acb\u3061\u8fd4\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u6709\u610f\u6c34\u6e96\uff08\u4e00\u822c\u306b $\\alpha = 0.05$\uff09\u3068\u306f\u3001\u300c\u672c\u5f53\u306f\u5dee\u304c\u306a\u3044\u306e\u306b\u3001\u8aa4\u3063\u3066\u300e\u5dee\u304c\u3042\u308b\u300f\u3068\u5224\u5b9a\u3057\u3066\u3057\u307e\u3046\u78ba\u7387\uff08\u7b2c\u4e00\u7a2e\u306e\u904e\u8aa4\uff09\u300d\u30925%\u4ee5\u5185\u306b\u6291\u3048\u308b\u3068\u3044\u3046\u7d04\u675f\u4e8b\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e5%\u3068\u3044\u3046\u78ba\u7387\u306f\u3001\u3042\u304f\u307e\u3067\u300c\u4e00\u56de\u304d\u308a\u306e\u52dd\u8ca0\u300d\u3067\u3042\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u8a08\u7b97\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-3358763002\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\">\u524d\u63d0\u78ba\u8a8d\u306e\u691c\u5b9a\u304c\u4e0d\u9069\u5207\u3067\u3042\u308b\u7406\u7531<\/h2>\n\n\n\n<p>\u306a\u305c\u524d\u63d0\u78ba\u8a8d\u306e\u691c\u5b9a\u304c\u63a8\u5968\u3055\u308c\u306a\u3044\u306e\u304b\u3002\u4e3b\u306a\u7406\u7531\u306f\u4ee5\u4e0b\u306e2\u70b9\u306b\u96c6\u7d04\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6709\u610f\u6c34\u6e96\u304c\u4fdd\u3066\u306a\u304f\u306a\u308b\uff08\u591a\u91cd\u6027\u306e\u554f\u984c\uff09<\/h3>\n\n\n\n<p>\u4e88\u5099\u691c\u5b9a\u306e\u7d50\u679c\u3092\u898b\u3066\u304b\u3089\u672c\u756a\u306e\u691c\u5b9a\u3092\u884c\u3046\u3068\u3001\u5168\u4f53\u306e\u300c\u9593\u9055\u3044\u3092\u72af\u3059\u78ba\u7387\u300d\u304c5%\u3092\u8d85\u3048\u3066\u3057\u307e\u3046\u3002\u3053\u308c\u3092<span class=\"swl-marker mark_orange\">\u300c\u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u300d<\/span>\u306e\u554f\u984c\u3068\u547c\u3076\u3002\u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u4e8c\u6bb5\u968e\u306e\u5224\u5b9a\u3092\u7d4c\u308b\u3053\u3068\u3067\u3001\u672c\u6765\u306e\u7d71\u8a08\u5b66\u7684\u306a\u4fdd\u8a3c\uff08\u6709\u610f\u6c34\u6e96\u306e\u53b3\u5bc6\u3055\uff09\u304c\u5d29\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u300c\u5dee\u304c\u306a\u3044\u300d\u3053\u3068\u306e\u8a3c\u660e\u3067\u306f\u306a\u3044<\/h3>\n\n\n\n<p>\u691c\u5b9a\u3067\u300c\u6709\u610f\u5dee\u306a\u3057\uff08$p &gt; 0.05$\uff09\u300d\u3068\u306a\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u305d\u308c\u306f\u300c\u524d\u63d0\u6761\u4ef6\u3092\u5b8c\u74a7\u306b\u6e80\u305f\u3057\u3066\u3044\u308b\u300d\u3053\u3068\u3092\u610f\u5473\u3057\u306a\u3044\u3002\u5358\u306b\u300c\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044\u305f\u3081\u306b\u3001\u30ba\u30ec\u3092\u691c\u51fa\u3067\u304d\u306a\u304b\u3063\u305f\u3060\u3051\u300d\u3068\u3044\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3060\u3002\u9006\u306b\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u304c\u975e\u5e38\u306b\u5927\u304d\u3044\u5834\u5408\u3001\u5b9f\u7528\u4e0a\u306f\u7121\u8996\u3067\u304d\u308b\u307b\u3069\u306e\u5fae\u5c0f\u306a\u30ba\u30ec\u3082\u300c\u6709\u610f\u300d\u3068\u5224\u5b9a\u3055\u308c\u3001\u4e0d\u5fc5\u8981\u306b\u624b\u6cd5\u3092\u5909\u66f4\u305b\u3056\u308b\u3092\u5f97\u306a\u304f\u306a\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u3067\u306f\u3001\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u304b\uff1a\u524d\u63d0\u78ba\u8a8d\u3092\u884c\u308f\u306a\u3044\u3053\u3068\u3078\u306e\u6279\u5224\u306b\u5bfe\u3059\u308b\u56de\u7b54<\/h2>\n\n\n\n<p>\u300c\u524d\u63d0\u3092\u78ba\u8a8d\u3057\u306a\u3044\u306e\u306f\u7121\u8cac\u4efb\u3067\u306f\u306a\u3044\u304b\uff1f\u300d\u3068\u3044\u3046\u6279\u5224\u306b\u5bfe\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u30b9\u30bf\u30f3\u30b9\u3067\u81e8\u3080\u306e\u304c\u59a5\u5f53\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6700\u521d\u304b\u3089\u300c\u524d\u63d0\u3092\u7f6e\u304b\u306a\u3044\u624b\u6cd5\u300d\u3092\u9078\u629e\u3059\u308b<\/h3>\n\n\n\n<p>\u4f8b\u3048\u3070\u30012\u7fa4\u306e\u5e73\u5747\u5024\u306e\u6bd4\u8f03\u3067\u3042\u308c\u3070\u3001\u7b49\u5206\u6563\u6027\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u624b\u6cd5\u3092\u9078\u3076\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u6700\u521d\u304b\u3089Welch\u306e\u691c\u5b9a\uff08\u7b49\u5206\u6563\u3092\u4eee\u5b9a\u3057\u306a\u3044t\u691c\u5b9a\uff09\u3092\u4f7f\u7528\u3059\u308b<\/strong>\u306e\u304c\u73fe\u4ee3\u306e\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u30b0\u30e9\u30d5\u306b\u3088\u308b\u8996\u899a\u7684\u78ba\u8a8d\uff08\u8a18\u8ff0\u7d71\u8a08\uff09<\/h3>\n\n\n\n<p>\u691c\u5b9a\uff08p\u5024\uff09\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3084Q-Q\u30d7\u30ed\u30c3\u30c8\u3092\u7528\u3044\u3066\u3001\u30c7\u30fc\u30bf\u304c\u6975\u7aef\u306b\u6b6a\u3093\u3067\u3044\u306a\u3044\u304b\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u3059\u308b\u3002\u3053\u308c\u306f\u300c\u691c\u5b9a\u300d\u3067\u306f\u306a\u304f\u300c\u89b3\u5bdf\u300d\u3067\u3042\u308b\u305f\u3081\u3001\u6709\u610f\u6c34\u6e96\u3092\u6c5a\u67d3\u3059\u308b\u3053\u3068\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. 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