{"id":7987,"date":"2020-07-15T09:04:56","date_gmt":"2020-07-15T09:04:56","guid":{"rendered":"https:\/\/www.kolabtree.com\/blog\/?p=7987"},"modified":"2023-04-18T11:16:56","modified_gmt":"2023-04-18T11:16:56","slug":"top-10-statistical-tools-used-in-medical-research","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/","title":{"rendered":"Top 10 Statistical Tools Used in Medical Research"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_45_1 counter-flat ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">table of contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f284a0d783c\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69f284a0d783c\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#1_Stata\" title=\"1.Stata\">1.Stata<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#2_R\" title=\"2.R\">2.R<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#3_GraphPad_Prism\" title=\"3.\u30b0\u30e9\u30d5\u30d1\u30c3\u30c9\u30fb\u30d7\u30ea\u30ba\u30e0\">3.\u30b0\u30e9\u30d5\u30d1\u30c3\u30c9\u30fb\u30d7\u30ea\u30ba\u30e0<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#4_SAS\" title=\"4.SAS\">4.SAS<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#5_IBM_SPSS\" title=\"5.IBM SPSS\">5.IBM SPSS<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#6_MATLAB\" title=\"6.MATLAB\">6.MATLAB<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#7_JMP\" title=\"7.JMP\">7.JMP<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#8_Minitab\" title=\"8.Minitab\">8.Minitab<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#9_Statistica\" title=\"9.\u30b9\u30bf\u30c6\u30a3\u30b9\u30c6\u30a3\u30ab\">9.\u30b9\u30bf\u30c6\u30a3\u30b9\u30c6\u30a3\u30ab<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/#10_Excel\" title=\"10.\u30a8\u30af\u30bb\u30eb\">10.\u30a8\u30af\u30bb\u30eb<\/a><\/li><\/ul><\/nav><\/div>\n<p><em>\u30b3\u30e9\u30d6\u30c4\u30ea\u30fc <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/statistics\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30fb\u30b9\u30bf\u30c6\u30a3\u30b7\u30e3\u30f3<\/a> Kingsley Ukwuoma writes about the top statistical tools used in medical <a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/ensuring-reproducibility-in-ai-driven-research-how-freelance-experts-can-help-in-biotech-and-healthcare\/\">\u30ea\u30b5\u30fc\u30c1<\/a> and clinical data analysis.\u00a0<\/em><\/p>\n<p>\u304b\u3064\u3066\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u5b9f\u9a13\u306e\u691c\u8a3c\u306f\u3001\u3059\u3079\u3066\u624b\u8a08\u7b97\u3067\u884c\u308f\u308c\u3066\u3044\u305f\u6642\u4ee3\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u304c1,000\u4ef6\u3092\u8d85\u3048\u308b\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u3082\u306e\u306b\u306a\u308b\u3068\u3001\u4eba\u70ba\u7684\u306a\u30df\u30b9\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u7814\u7a76\u30b3\u30b9\u30c8\u3082\u9ad8\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u73fe\u5728\u3067\u306f\u3001\u6280\u8853\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u533b\u5b66\u7814\u7a76\u306e\u52b9\u7387\u6027\u3068\u6b63\u78ba\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u7d71\u8a08\u30c4\u30fc\u30eb\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b7\u30b9\u30c6\u30de\u30c6\u30a3\u30c3\u30af\u30ec\u30d3\u30e5\u30fc\u3001\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3001\u81e8\u5e8a\u8a66\u9a13\u306a\u3069\u306e\u533b\u5b66\u7814\u7a76\u5206\u91ce\u3067\u306f\u3001\u6b63\u78ba\u3055\u3068\u7cbe\u5bc6\u3055\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002\u691c\u8a3c\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3088\u308a\u53b3\u3057\u3044\u3082\u306e\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u7814\u7a76\u4eee\u8aac\u306e\u691c\u8a3c\u3067\u306f\u3001100%\u306e\u6b63\u3057\u3055\u304c\u524d\u63d0\u3068\u306a\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u306f\u305d\u308c\u81ea\u4f53\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5b8c\u5168\u306a\u3082\u306e\u3067\u3082\u306a\u3044\u306e\u3067\u3001\u6709\u610f\u6027\u306e\u30ec\u30d9\u30eb\u3001\u8aa4\u5dee\u306e\u30de\u30fc\u30b8\u30f3\u3001\u3042\u308b\u3044\u306f\u7d50\u679c\u304c\u8aa4\u5dee\u3092\u751f\u3058\u308b\u78ba\u7387\u3068\u3057\u3066\u30010.01\uff081%\uff09\u306e\u5272\u5408\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6570\u5b57\u3084\u6587\u5b57\u5217\u3001\u30a2\u30eb\u30d5\u30a1\u30ca\u30f3\u30d0\u30fc\u306a\u3069\u304c\u6df7\u5728\u3059\u308b\u30c7\u30fc\u30bf\u306f\u3001\u305d\u308c\u81ea\u4f53\u304c\u975e\u5e38\u306b\u5384\u4ecb\u306a\u3082\u306e\u3067\u3059\u304c\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306f\u5fc5\u305a\u3057\u3082\u8907\u96d1\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u30013\u3064\u306e\u660e\u78ba\u306a\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>-\u7814\u7a76\u76ee\u7684\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u7531\u6765\u306e\u7406\u89e3<br \/>\n-\u30c7\u30fc\u30bf\u3092\u3069\u3046\u3059\u308b\u304b\uff08\u63a8\u5b9a\u30c6\u30b9\u30c8\u306e\u9078\u629e\uff09<br \/>\n-\u30c7\u30fc\u30bf\u304b\u3089\u610f\u5473\u3092\u898b\u3044\u3060\u3059\u65b9\u6cd5\uff08\u7d50\u679c\u306e\u89e3\u91c8\uff09<\/p>\n<p>\u533b\u5b66\u7814\u7a76\u306b\u4f7f\u7528\u3055\u308c\u308b\u7d71\u8a08\u30c4\u30fc\u30eb\u306f\u81a8\u5927\u306a\u6570\u306b\u306e\u307c\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u4f3c\u305f\u3088\u3046\u306a\u65b9\u6cd5\u3067\u4ed5\u4e8b\u3092\u3053\u306a\u3057\u307e\u3059\u304c\u3001\u9055\u3044\u306f\u4f7f\u3044\u3084\u3059\u3055\u3068\u8868\u793a\u306e\u3057\u3084\u3059\u3055\u306b\u3042\u308a\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\uff08\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u304b\u3069\u3046\u304b\uff09\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08\u30dd\u30a4\u30f3\u30c8\uff06\u30af\u30ea\u30c3\u30af\u304b\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\uff09\u3001\u30b3\u30b9\u30c8\uff08\u7121\u6599\u304b\u6709\u6599\u304b\uff09\u306b\u3082\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u6574\u7406\u3001\u5206\u6790\u3001\u89e3\u91c8\u306e\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u79d1\u5b66\u8005\u3001\u533b\u5e2b\u3001\u696d\u754c\u306e\u7814\u7a76\u958b\u767a\u62c5\u5f53\u8005\u304c\u533b\u7642\u7814\u7a76\u3067\u4f7f\u7528\u3059\u308b\u7d71\u8a08\u30c4\u30fc\u30eb\u306e\u30c8\u30c3\u30d710\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_Stata\"><\/span><strong>1.Stata<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Stata\u306f\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u6a5f\u80fd\u3001\u30c7\u30fc\u30bf\u5206\u6790\u6a5f\u80fd\u3001\u305d\u3057\u3066\u30ab\u30e9\u30d5\u30eb\u306a\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u5b8c\u5168\u306a\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3067\u3059\u3002Stata\u306f\u3001\u56fd\u9023\u306a\u3069\u306e\u56fd\u969b\u6a5f\u95a2\u3001\u653f\u5e9c\u3001\u516c\u8846\u885b\u751f\u3001\u7d4c\u6e08\u3001\u793e\u4f1a\u4e8b\u696d\u3001\u533b\u5b66\u306a\u3069\u306e\u5b66\u8853\u95a2\u4fc2\u8005\u304c\u5171\u901a\u3057\u3066\u4f7f\u7528\u3059\u308b\u653f\u7b56\u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u8a00\u3048\u307e\u3059\u3002\u4eca\u3067\u3082\u5206\u6790\u5206\u91ce\u3067\u306f\u6700\u3082\u5f37\u529b\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002Stata\u3068\u3044\u3046\u540d\u524d\u306f\u3001statistics\uff08\u7d71\u8a08\uff09\u3068data\uff08\u30c7\u30fc\u30bf\uff09\u3068\u3044\u3046\u8a00\u8449\u306e\u4e94\u5341\u97f3\u9806\u306e\u7565\u8a9e\u3067\u30011985\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u30012003\u5e74\u306b\u306f\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u30fb\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>Stata\u306e\u6a5f\u80fd\u306b\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08GUI\uff09\u3001\u307e\u305f\u306f\u30dd\u30a4\u30f3\u30c8\u30fb\u30a2\u30f3\u30c9\u30fb\u30af\u30ea\u30c3\u30af\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08CLI\uff09\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08CLI\uff09\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3082\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002STATA\u306f\u3001Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\u3001.xlsx\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.csv\u3001.dat\uff09\u3001SAS\uff08.XPT\uff09\u3001\u305d\u306e\u4ed6\uff08.XML\uff09\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u8a18\u8ff0\u7684\u5206\u6790\u3001\u30af\u30ed\u30b9\u96c6\u8a08\u5206\u6790\u304b\u3089\u3001\u69cb\u9020\u65b9\u7a0b\u5f0f\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u78ba\u7387\u30e2\u30c7\u30eb\u3001\u751f\u5b58\u6642\u9593\u5206\u6790\u3001\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u3001\u30de\u30eb\u30c1\u30ec\u30d9\u30eb\u30e2\u30c7\u30eb\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6280\u8853\u307e\u3067\u3001\u591a\u304f\u306e\u7d71\u8a08\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002Stata\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3001\u5909\u6570\u3001\u304a\u3088\u3073\u30b0\u30eb\u30fc\u30d7\u306e\u7d71\u8a08\u7684\u7de8\u96c6\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Stata\u306f\u7e26\u65ad\u7684\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u30e1\u30e2\u30ea\u5185\u306b\u306f1\u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3057\u304b\u4fdd\u6301\u3067\u304d\u305a\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8ffd\u52a0\u3057\u305f\u308a\u30a2\u30af\u30bb\u30b9\u3057\u305f\u308a\u3059\u308b\u306b\u306f\u66f8\u304d\u63db\u3048\u304c\u5fc5\u8981\u3067\u3059\u3002\u307e\u305f\u3001Stata\u306e\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u306f\u4ed6\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u6bd4\u8f03\u3057\u3066\u305d\u308c\u307b\u3069\u67d4\u8edf\u3067\u306f\u306a\u304f\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u9055\u3044\u306b\u3088\u3063\u3066\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u304c\u5236\u9650\u3055\u308c\u307e\u3059\uff08Stata\/IC\u3001Stata\/SE\u3001Stata\/MP\uff09\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_R\"><\/span><strong>2.R<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>R\u306f <a href=\"https:\/\/www.r-project.org\/foundation\/\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u7d71\u8a08\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c4\u30fc\u30eb<\/a> R\u306f\u3001\u53ef\u8996\u5316\u3001\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u300c\u30d8\u30d3\u30fc\u30fb\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u300d\u306e\u5074\u9762\u3092\u5341\u5206\u306b\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u53b3\u5bc6\u306b\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u300c\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08CLI\uff09\u300d\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30fb\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306e\u9593\u3067\u306f\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u5b58\u5728\u3067\u3059\u304c\u3001R\u306b\u306f\u5f37\u529b\u306a\u30d5\u30a1\u30f3\u304c\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u3001\u533b\u7642\u7814\u7a76\u8005\u304b\u3089\u63d0\u4f9b\u3055\u308c\u305f6000\u4ee5\u4e0a\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8a87\u308a\u3001\u304c\u3093\u7814\u7a76\u3001\u81e8\u5e8a\u5206\u6790\u3001\u5206\u5b50\u751f\u7269\u5b66\u3001\u7cfb\u7d71\u6a39\u3001\u30e1\u30bf\u5206\u6790\u306a\u3069\u5e45\u5e83\u3044\u5206\u91ce\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>R\u30c4\u30fc\u30eb\u3092\u642d\u8f09\u3057\u305f\u7d71\u5408\u958b\u767a\u74b0\u5883\uff08IDE\uff09\u300cR-studio\u300d\u306f\u3001SQL\u3092\u4f7f\u7528\u3059\u308bOracle Data Base Engine\u306e\u3088\u3046\u306b\u52d5\u4f5c\u3057\u307e\u3059\u30021993\u5e74\u306b\u521d\u671f\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u767a\u58f2\u3055\u308c\u30012011\u5e74\u306bIDE\u304c\u767a\u58f2\u3055\u308c\u307e\u3057\u305f\u3002R\u306f\u3001Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\u3001.xlsx\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.dat\u3001.csv\uff09\u3001SPSS\uff08.sav\uff09\u3001Stata\uff08.dta\uff09\u3001SAS\uff08. sas7bdat\uff09\u3001\u305d\u306e\u4ed6\uff08. xml\u3001json\uff09\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002R\u306f\u4ed6\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u304c\u3088\u304f\u3067\u304d\u3066\u3044\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u304b\u306a\u308a\u6025\u306a\u5b66\u7fd2\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002 <strong><em>\u30e1\u30bf\u30d5\u30a9\u30fc<\/em><\/strong> \u306f\u3001\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u884c\u3046\u305f\u3081\u306b\u5229\u7528\u3067\u304d\u308b\u6570\u591a\u304f\u306eR\u30d1\u30c3\u30b1\u30fc\u30b8\u306e1\u3064\u3067\u3042\u308a\u3001\u6700\u3082\u5305\u62ec\u7684\u306a\u89e3\u6790\u30c4\u30fc\u30eb\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u306f\u3001\u975e\u5e38\u306b\u6709\u7528\u306a\u5206\u6790\u4f8b\u3084\u30d7\u30ed\u30c3\u30c8\u4f8b\u304c\u5bfe\u5fdc\u3059\u308b\u30b3\u30fc\u30c9\u3068\u3068\u3082\u306b\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306fR\u74b0\u5883\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001R\u3092\u4f7f\u3063\u305f\u3053\u3068\u304c\u306a\u3044\u4eba\u306b\u3068\u3063\u3066\u306f\u3001\u3059\u3050\u306b\u6163\u308c\u308b\u306e\u306f\u96e3\u3057\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u7279\u7b46\u3059\u3079\u304d\u306f <strong><em>JASP<\/em><\/strong> \u307e\u305f\u306f <strong><em>Jamovi <\/em><\/strong>\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_GraphPad_Prism\"><\/span><strong>3.\u30b0\u30e9\u30d5\u30d1\u30c3\u30c9\u30fb\u30d7\u30ea\u30ba\u30e0<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GraphPad Prism\u306f\u3001\u5927\u5b66\u3084\u4f01\u696d\u306e\u751f\u7269\u5b66\u8005\u306b\u4eba\u6c17\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001t\u691c\u5b9a\u3001\u4e00\u5143\u914d\u7f6e\u306eANOVA\u3001\u5206\u5272\u8868\u3001\u751f\u5b58\u6642\u9593\u5206\u6790\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306a\u3069\u306e\u78ba\u7387\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u3001\u5b9f\u9a13\u5ba4\u3067\u306e\u7814\u7a76\u3084\u81e8\u5e8a\u8a66\u9a13\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b\u3002<\/p>\n<p>\u3053\u306e\u30bd\u30d5\u30c8\u306f\u3001\u4ed6\u306e\u30bd\u30d5\u30c8\u3068\u9055\u3044\u3001\u898b\u7a4d\u3082\u308a\u3092\u51fa\u3057\u305f\u5f8c\u306b\u3001\u89e3\u91c8\u3055\u308c\u305f\u7d50\u679c\u5206\u6790\u30da\u30fc\u30b8\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002\u5c02\u9580\u7528\u8a9e\u304c\u5c11\u306a\u304f\u3001\u7406\u89e3\u3057\u3084\u3059\u3044\u8a00\u8a9e\u3067\u3059\u3002\u3053\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u306f\u3001\u5206\u6790\u3068\u30b0\u30e9\u30d5\u51fa\u529b\u30921\u3064\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306b\u307e\u3068\u3081\u308b\u81ea\u52d5\u5316\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u3044\u305a\u308c\u304b\u304c\u5909\u66f4\u3055\u308c\u305f\u5834\u5408\u306b\u3001\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u518d\u5206\u6790\u3092\u884c\u3046\u3068\u3044\u3046\u95a2\u9023\u52d5\u4f5c\u3092\u8ffd\u52a0\u3059\u308b\u3082\u306e\u3067\u3001\u5b9f\u884c\u3055\u308c\u305f\u5206\u6790\u3084\u63cf\u304b\u308c\u305f\u30b0\u30e9\u30d5\u3092\u3084\u308a\u76f4\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\u3001.xlsx\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.dat\u3001.csv\uff09\u3001\u305d\u306e\u4ed6\uff08.xml\u3001json\uff09\u306b\u5bfe\u5fdc\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c4\u30fc\u30eb\u3067\u3059\u3002\u30b0\u30e9\u30d5\u4f5c\u6210\u6a5f\u80fd\u306f\u629c\u7fa4\u3067\u3059\u3002<\/p>\n<p><strong>\u3082\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/www.kolabtree.com\/blog\/how-freelance-statisticians-can-improve-research\/?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=StatsToolsMed\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u7d71\u8a08\u5bb6\u304c\u7814\u7a76\u3092\u6539\u5584\u3059\u308b\u65b9\u6cd5<\/a><\/strong><\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_SAS\"><\/span><strong>4.SAS<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>SAS\u306f\u3001\u69d8\u3005\u306a\u79d1\u5b66\u6280\u8853\u4f01\u696d\u3084\u7d44\u7e54\u3092\u6a2a\u65ad\u3059\u308b\u6a5f\u80fd\u3092\u5099\u3048\u305f\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u306e\u57fa\u76e4\u3068\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002SAS\uff08Statistical Analysis System\uff09\u306e\u958b\u767a\u306f\u30011966\u5e74\u306b\u30ce\u30fc\u30b9\u30ab\u30ed\u30e9\u30a4\u30ca\u5dde\u7acb\u5927\u5b66\u306e\u30a2\u30f3\u30bd\u30cb\u30fc\u30fb\u30d0\u30fc\uff08Anthony Bar\uff09\u304c\u59cb\u3081\u3001\u5f8c\u306b\u30b8\u30a7\u30fc\u30e0\u30ba\u30fb\u30b0\u30c3\u30c9\u30ca\u30a4\u30c8\uff08James Goodnight\uff09\u304c\u52a0\u308f\u308a\u307e\u3057\u305f\u3002SAS\uff08Statistical Analysis System\uff09\u306e\u958b\u767a\u306f\u30011966\u5e74\u306b\u30ce\u30fc\u30b9\u30ab\u30ed\u30e9\u30a4\u30ca\u5dde\u7acb\u5927\u5b66\u306e\u30a2\u30f3\u30bd\u30cb\u30fc\u30fb\u30d0\u30fc\u3068\u30b8\u30a7\u30fc\u30e0\u30ba\u30fb\u30b0\u30c3\u30c9\u30ca\u30a4\u30c8\u306b\u3088\u3063\u3066\u958b\u59cb\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>SAS\u306f\u3001Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\uff09\u3001ext\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.dat\u3001.csv\uff09\u3001IBM SPSS\uff08.sav\uff09\u3001Stata\uff08.dta\uff09\u3001JMP\uff08.jmp\uff09\u3001\u305d\u306e\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u62e1\u5f35\u5b50\uff08.xml\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u624b\u52d5\u30d7\u30ed\u30bb\u30b9\u306b\u983c\u308b\u3053\u3068\u306a\u304f\u3001\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u304a\u3088\u3073\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001SAS\u306b\u306f\u512a\u308c\u305f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001SAS\u306f\u69cb\u6587\u3092\u4f7f\u3063\u3066\u5b8c\u74a7\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b\u306e\u304c\u9762\u5012\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>SAS\u306e\u7279\u5fb4\u3084\u5229\u70b9\u306e\u3044\u304f\u3064\u304b\u306f\u3001\u305d\u306e\u898f\u6a21\u3068\u30d7\u30ed\u30d7\u30e9\u30a4\u30a8\u30bf\u30ea\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u6240\u6709\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u65b0\u3057\u3044\u30a2\u30a4\u30c7\u30a2\u3084\u624b\u6cd5\u306e\u5c0e\u5165\u306b\u304b\u304b\u308b\u6642\u9593\u3068\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u6280\u8853\u7684\u306a\u554f\u984c\u3067\u3059\u3002SAS\u306f\u3001\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u3001\u653f\u5e9c\u6a5f\u95a2\u3001\u88fd\u9020\u696d\u3001\u5065\u5eb7\u30fb\u751f\u547d\u79d1\u5b66\u306e\u5206\u91ce\u3067\u4eba\u6c17\u3092\u535a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_IBM_SPSS\"><\/span><strong>5.IBM SPSS<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>SPSS\u306e\u521d\u671f\u30d0\u30fc\u30b8\u30e7\u30f3\u306f1968\u5e74\u306b\u958b\u767a\u3055\u308c\u30012009\u5e74\u306bIBM\u306b\u8cb7\u53ce\u3055\u308c\u308b\u307e\u3067\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u3002IBM SPSS\u306f\u975e\u5e38\u306b\u5305\u62ec\u7684\u3067\u3001\u307b\u3068\u3093\u3069\u3059\u3079\u3066\u306e\u5206\u91ce\u3084\u5c02\u9580\u5bb6\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u4f7f\u3044\u3084\u3059\u3044\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30fb\u30e6\u30fc\u30b6\u30fc\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u6a5f\u80fd\u3092\u5099\u3048\u305f\u5965\u6df1\u3044\u6a5f\u80fd\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u7d71\u8a08\u5b66\u306e\u57fa\u672c\u7684\u306a\u77e5\u8b58\u3001\u7279\u306b\u30c7\u30fc\u30bf\u306e\u6e2c\u5b9a\u3001\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306e\u8b58\u5225\u3001\u5909\u6570\u306e\u5272\u308a\u5f53\u3066\u3068\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u30b1\u30fc\u30b9\u306e\u9078\u629e\u306a\u3069\u306e\u30c7\u30fc\u30bf\u8981\u7d20\u306e\u77e5\u8b58\u3092\u6301\u3064\u7814\u7a76\u8005\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p>IBM SPSS\u306f\u3001Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\u3001.xlsx\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\uff08.csv\u3001.txt\u3001.dat\uff09\u3001SAS\uff08.sas7bdat\uff09\u3001Stata\uff08.dta\uff09\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002SPSS\u306b\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3057\u3066\u4fee\u6b63\u3067\u304d\u308b\u300cChart Builder\u300d\u3068\u3044\u3046\u5370\u8c61\u7684\u306a\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\u4f7f\u3044\u3084\u3059\u3055\u3084\u6b20\u640d\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u7684\u306b\u51e6\u7406\u3059\u308b\u6a5f\u80fd\u306b\u52a0\u3048\u3066\u3001SPSS Amos\u3092\u4f7f\u3063\u3066\u69cb\u9020\u65b9\u7a0b\u5f0f\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001Least Absolute Deviation Regression \u3084 Quantile Regression \u306a\u3069\u3001\u30ed\u30d0\u30b9\u30c8\u3067\u8907\u96d1\u306a\u7d71\u8a08\u624b\u6cd5\u306f\u63a8\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_MATLAB\"><\/span><strong>6.MATLAB<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>MATLAB\uff08The Mathworks\uff09\u306f1984\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002MATLAB\u306f\u3001\u79d1\u5b66\u8005\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u4f7f\u7528\u3059\u308b\u5b8c\u5168\u306a\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08CLI\uff09\u307e\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u3059\u3002R\u3068\u540c\u69d8\u3001\u5b66\u7fd2\u306e\u9053\u306e\u308a\u306f\u967a\u3057\u304f\u3001\u3069\u3053\u304b\u3067\u81ea\u5206\u306e\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u7814\u7a76\u4e0a\u306e\u7591\u554f\u306b\u7b54\u3048\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3082\u8c4a\u5bcc\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\uff08EEG\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306eEEGLab\u306a\u3069\uff09\u3002\u3053\u306e\u3088\u3046\u306a\u4f7f\u3044\u52dd\u624b\u306e\u60aa\u3055\u3092\u88dc\u3063\u3066\u3044\u308b\u306e\u304c\u3001\u81a8\u5927\u306a\u6570\u306e\u7d71\u8a08\u624b\u6cd5\u3068\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u6271\u3048\u308b\u5185\u5bb9\u306e\u67d4\u8edf\u6027\u3067\u3042\u308b\u3002MATLAB\u306f\u3001\u5de5\u5b66\u3001\u6570\u5024\u89e3\u6790\u3001\u7dda\u5f62\u4ee3\u6570\u3001\u753b\u50cf\u51e6\u7406\u306a\u3069\u306e\u5206\u91ce\u306e\u79d1\u5b66\u8005\u306e\u9593\u3067\u4eba\u6c17\u3092\u535a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>MATLAB\u306f\u3001\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\uff08.xls\u3001.xlsx\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.dat\u3001.csv\uff09\u3001\u305d\u306e\u4ed6\uff08.xml\u3001json\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002MATLAB\u306b\u306f\u512a\u308c\u305f\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u3042\u308a\u3001Python\u3084C++\u306e\u3088\u3046\u306a\u30cf\u30a4\u30a8\u30f3\u30c9\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u7c21\u5358\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u304c\u3001SAS\u3084IBM SPSS\u306b\u3042\u308b\u3088\u3046\u306a\u5de8\u5927\u306a\u7d71\u8a08\u624b\u6cd5\u3092\u8a87\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eba\u6c17\u306e\u306a\u3044\u7d71\u8a08\u30bd\u30d5\u30c8\u306e\u4e2d\u306b\u306f\u3001\u30dd\u30a4\u30f3\u30c8\uff06\u30af\u30ea\u30c3\u30af\u3067\u64cd\u4f5c\u3067\u304d\u308b\u4f7f\u3044\u52dd\u624b\u306e\u826f\u3044\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"7_JMP\"><\/span><strong>7.JMP<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>JMP\u306f\u3001\u30e1\u30e2\u30ea\u4e0a\u3084\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u4e0a\u3067\u3001\u5f37\u529b\u306a\u7d71\u8a08\u6a5f\u80fd\u3068\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002\u305d\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u30d3\u30b8\u30e5\u30a2\u30eb\u306a\u30d1\u30e9\u30c0\u30a4\u30e0\u306b\u3088\u308a\u3001JMP\u306f\u751f\u306e\u6570\u5024\u8868\u3084\u9759\u7684\u306a\u30b0\u30e9\u30d5\u304b\u3089\u306f\u5f97\u3089\u308c\u306a\u3044\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3059\u3002\u5143\u3005\u306f\u300cJohn's Macintosh Program\u300d\u306e\u7565\u3067\u30015\u3064\u306e\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u88fd\u54c1\u304c\u3042\u308a\u307e\u3059\u3002JMP\u3001JMP Pro\u3001JMP Clinical\u3001JMP Genomics\u3001JMP Graph Builder App\u306e5\u3064\u306e\u7279\u6ce8\u88fd\u54c1\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>JMP\u306f\u3001Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\u3001.xlsx\uff09\u3001\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\uff08.csv\u3001.txt\u3001.dat\uff09\u3001SAS\uff08. sas7bdat\uff09\u3001Stata\uff08.dta\uff09\u3001SPSS\uff08.sav\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002JMP\u306f\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3001\u52d5\u7684\u306b\u30ea\u30f3\u30af\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30c6\u30fc\u30d6\u30eb\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u8a00\u8a9e\u3092\u5099\u3048\u3066\u304a\u308a\u3001R\u3084Excel\u306e\u30a2\u30c9\u30a4\u30f3\u3092\u4f7f\u7528\u3067\u304d\u308b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u51fa\u529b\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3067\u304d\u308b\u3068\u3044\u3046\u5229\u70b9\u3082\u3042\u308a\u307e\u3059\u3002IBM SPSS\u3068\u540c\u69d8\u306b\u3001\u56de\u5e30\u3001\u4e8c\u6bb5\u6700\u5c0f\u4e8c\u4e57\u6cd5\uff082SLS\uff09\u3001LAD\u3001\u5206\u4f4d\u70b9\u306a\u3069\u306e\u30ed\u30d0\u30b9\u30c8\u306a\u624b\u6cd5\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"8_Minitab\"><\/span><strong>8.Minitab<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Minitab\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u7d71\u8a08\u30c4\u30fc\u30eb\u3068\u304b\u306a\u308a\u9ad8\u5ea6\u306a\u7d71\u8a08\u30c4\u30fc\u30eb\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u30011972\u5e74\u306bOMNITAB 80\u306e\u8efd\u91cf\u7248\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002GraphPad Prism\u3068\u540c\u69d8\u306b\u3001GUI\u3068\u30b9\u30af\u30ea\u30d7\u30c8\u30b3\u30de\u30f3\u30c9\u306e\u4e21\u65b9\u3067\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u3060\u3051\u3067\u306a\u304f\u3001\u3088\u308a\u8907\u96d1\u306a\u5206\u6790\u3092\u884c\u3044\u305f\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\uff09\u3001ext\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.dat\u3001.csv\uff09\u3001IBM SPSS\uff08.sav\uff09\u3001Stata\uff08.dta\uff09\u3001JMP\uff08.jmp\uff09\u3001\u305d\u306e\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u62e1\u5f35\u5b50\uff08.xml\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u624b\u52d5\u30d7\u30ed\u30bb\u30b9\u306b\u983c\u3089\u305a\u306b\u3001\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u304a\u3088\u3073\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Minitab\u3067\u306f\u3001\u8a08\u7b97\u304c\u81ea\u52d5\u5316\u3055\u308c\u3001\u30b0\u30e9\u30d5\u3092\u52b9\u7387\u7684\u306b\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"9_Statistica\"><\/span><strong>9.\u30b9\u30bf\u30c6\u30a3\u30b9\u30c6\u30a3\u30ab<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Statistica\u306f\u3001\u3082\u3068\u3082\u3068StatSoft\u793e\u304c\u958b\u767a\u3057\u305f\u5206\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c4\u30fc\u30eb\u306e\u30b9\u30a4\u30fc\u30c8\u3067\u30012014\u5e74\u306bDell\u793e\u304c\u8cb7\u53ce\u3057\u30012017\u5e74\u306bTIBCO\u793e\u304c\u8cb7\u53ce\u306e\u5408\u610f\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002Statistica\u306f\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u5206\u6790\u3001\u8996\u899a\u5316\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>SAS\u306f\u3001Excel\u30d5\u30a1\u30a4\u30eb\uff08.xls\uff09\u3001ext\u30d5\u30a1\u30a4\u30eb\uff08.txt\u3001.dat\u3001.csv\uff09\u3001IBM SPSS\uff08.sav\uff09\u3001Stata\uff08.dta\uff09\u3001JMP\uff08.jmp\uff09\u3001\u305d\u306e\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u62e1\u5f35\u5b50\uff08.xml\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u624b\u52d5\u30d7\u30ed\u30bb\u30b9\u306b\u983c\u3089\u305a\u306b\u3001\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u304a\u3088\u3073\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Statistica\u3067\u306f\u3001\u8ffd\u52a0\u306e\u5206\u6790\u6280\u8853\u3092\u5229\u7528\u3067\u304d\u308bR\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u74b0\u5883\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"10_Excel\"><\/span><strong>10.\u30a8\u30af\u30bb\u30eb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Microsoft Office Excel\u306f\u3001\u3082\u3068\u3082\u3068\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u3082\u306e\u3067\u3042\u308b\u304c\u3001Microsoft Corp.\u306eExcel\u306f\u3001\u3053\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u53d6\u308a\u4e0a\u3052\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u5206\u6790\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u5e83\u304f\u666e\u53ca\u3057\u3066\u304a\u308a\u3001\u4f7f\u7528\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u77e5\u8b58\u304c\u975e\u5e38\u306b\u5e83\u304f\u6d78\u900f\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4f7f\u7528\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u4e0d\u660e\u306a\u70b9\u304c\u975e\u5e38\u306b\u5c11\u306a\u304f\u3001\u30ec\u30d3\u30e5\u30fc\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u4e2d\u3067\u4f7f\u3044\u3084\u3059\u3055\u304c\u6700\u3082\u9ad8\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30a8\u30af\u30bb\u30eb\u306b\u306fMeta-Essentials\u3001MetaXL\u3001MetaEasy\u3068\u3044\u3046\u30a2\u30c9\u30a4\u30f3\u304c\u3042\u308a\u3001\u30a8\u30af\u30bb\u30eb\u3092\u30d9\u30fc\u30b9\u306b\u30e1\u30bf\u5206\u6790\u7d71\u8a08\u3092\u884c\u3046\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<blockquote><p>\u5206\u6790\u7d50\u679c\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u8981\u56e0\u306b\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u65b9\u6cd5\u3001\u4f7f\u7528\u3059\u308b\u30c6\u30b9\u30c8\u306e\u9078\u629e\u3001\u65b9\u6cd5\u8ad6\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u4fe1\u983c\u3067\u304d\u308b\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306b\u306f\u3001\u5c02\u9580\u5bb6\u304c\u6ce8\u610f\u6df1\u304f\u7d71\u8a08\u5206\u6790\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u7d4c\u9a13\u8c4a\u5bcc\u306a\u5c02\u9580\u5bb6\u3092\u96c7\u3046 <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/medical-statistics\/?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=StatsToolsMed\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u533b\u7642\u7d71\u8a08\u5b66\u8005<\/a> \u307e\u305f\u306f <a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/subject\/biostatistics\/?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=StatsToolsMed\">\u751f\u7269\u7d71\u8a08\u5b66\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8<\/a> \u306f\u3001\u6642\u9593\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u3092\u7bc0\u7d04\u3057\u3001\u7814\u7a76\u306b\u96c6\u4e2d\u3059\u308b\u305f\u3081\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u307e\u305f\u3001\u7814\u7a76\u30c7\u30fc\u30bf\u3092\u51fa\u7248\u524d\u306b\u691c\u8a3c\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u306f\u3001\u81ea\u5206\u306e\u7814\u7a76\u3092\u81ea\u4fe1\u3092\u6301\u3063\u3066\u4e16\u754c\u306b\u767a\u4fe1\u3059\u308b\u305f\u3081\u306b\u3082\u4e0d\u53ef\u6b20\u3067\u3059\u3002Kolabtree\u3067\u306f\u3001\u69d8\u3005\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30c4\u30fc\u30eb\u306b\u7cbe\u901a\u3057\u305f\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u7d71\u8a08\u5b66\u8005\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<strong><a href=\"https:\/\/www.kolabtree.com\/find-an-expert\/?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=StatsToolsMed\"> \u4eca\u3059\u3050\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u3092\u898b\u308b<\/a><\/strong> \u307e\u305f\u306f\u5358\u306b <a href=\"https:\/\/www.kolabtree.com\/#create-project\/?utm_source=Blog&amp;utm_medium=Post&amp;utm_campaign=StatsToolsMed\"><strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6295\u7a3f<\/strong><\/a> \u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u300124\u6642\u9593\u4ee5\u5185\u306b\u898b\u7a4d\u3082\u308a\u304c\u5c4a\u304d\u307e\u3059\u3002<\/p><\/blockquote>\n<p><a href=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-1024x626@2x.jpg\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-8016 size-full\" src=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-scaled.jpg\" alt=\"\" width=\"2560\" height=\"1564\" srcset=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-scaled.jpg 2560w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-300x183.jpg 300w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-1024x626.jpg 1024w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-768x469.jpg 768w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-1536x939.jpg 1536w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-2048x1251.jpg 2048w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-1080x660.jpg 1080w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-300x183@2x.jpg 600w, https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/Statistical-Tools-1-1080x660@2x.jpg 2160w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/a><\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Kolabtree freelance statistician Kingsley Ukwuoma writes about the top statistical tools used in medical research and clinical data analysis.\u00a0 There was a time when validating experiments through data was done fully using manual computation. This opened up gaps for human error and greater cost of carrying out research especially when the data was large by say, over a 1000 field observations. Today, due to the gradual advancement in technology, statistical tools are being used in medical research for greater efficiency and accuracy. In the medical research field, stretching from systematic reviews, meta-analysis and clinical trials, exactness and precision is paramount. Validation parameters must be more stringent. In testing research hypothesis,<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/\" title=\"\u7d9a\u304d\u3092\u8aad\u3080\">\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/div>","protected":false},"author":12,"featured_media":8018,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[443,540],"tags":[408],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Top 10 Statistical Tools Used in Medical Research - The Kolabtree Blog<\/title>\n<meta name=\"description\" content=\"From GraphPrism to R, a list of the top statistical tools used in medical research. Includes a comparison matrix for easy reference.\" \/>\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.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 10 Statistical Tools Used in Medical Research\" \/>\n<meta property=\"og:description\" content=\"From GraphPrism to R, a list of the top statistical tools used in medical research. Includes a comparison matrix for easy reference.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kolabtree.com\/blog\/ja\/top-10-statistical-tools-used-in-medical-research\/\" \/>\n<meta property=\"og:site_name\" content=\"The Kolabtree Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kolabtree\" \/>\n<meta property=\"article:published_time\" content=\"2020-07-15T09:04:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-04-18T11:16:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.kolabtree.com\/blog\/wp-content\/uploads\/2020\/07\/medical-research-statistical-tools.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1950\" \/>\n\t<meta property=\"og:image:height\" content=\"1300\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Ramya Sriram\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:site\" content=\"@kolabtree\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ramya Sriram\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"9\u5206\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Top 10 Statistical Tools Used in Medical Research - The Kolabtree Blog","description":"From GraphPrism to R, a list of the top statistical tools used in medical research. 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