{"id":5492,"date":"2024-09-13T15:48:08","date_gmt":"2024-09-13T06:48:08","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=5492"},"modified":"2024-09-13T15:48:08","modified_gmt":"2024-09-13T06:48:08","slug":"data_science_ethics","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/data_science_ethics\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\uff1a\u672a\u6765\u3092\u898b\u636e\u3048\u305f\u8cac\u4efb\u3042\u308b\u30c7\u30fc\u30bf\u6d3b\u7528\u3068\u306f"},"content":{"rendered":"\n<p>\u30c7\u30fc\u30bf\u304c\u6ea2\u308c\u308b\u73fe\u4ee3\u793e\u4f1a\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u6d3b\u7528\u306f\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3092\u5927\u304d\u304f\u5909\u3048\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u4e00\u65b9\u3067\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u304c\u91cd\u8981\u306a\u30c6\u30fc\u30de\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u304c\u306a\u305c\u91cd\u8981\u306a\u306e\u304b\u3001\u305d\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u5177\u4f53\u7684\u306a\u5fdc\u7528\u4f8b\u3001\u305d\u3057\u3066\u672a\u6765\u3078\u306e\u5c55\u671b\u307e\u3067\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u304c\u6c42\u3081\u3089\u308c\u308b\u80cc\u666f<\/h2>\n<p><span style=\"font-family: arial, helvetica, sans-serif\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3084AI\u6280\u8853\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306f\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u4fa1\u5024\u3092\u6301\u3064\u8cc7\u6e90\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4e0d\u9069\u5207\u306a\u5229\u7528\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4fb5\u5bb3\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u504f\u898b\u306a\u3069\u306e\u554f\u984c\u3082\u9855\u5728\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u6301\u7d9a\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u502b\u7406\u7684\u306a\u8996\u70b9\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/span><!-- notionvc: 8cb26c5f-13b5-4325-bbe8-98356ca1f659 --><\/p>\n\n<h2>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u3068\u306f<\/h2>\n<p><span style=\"font-family: arial, helvetica, sans-serif\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u5206\u6790\u3001\u6d3b\u7528\u306b\u304a\u3044\u3066\u502b\u7406\u7684\u306a\u539f\u5247\u3084\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u9075\u5b88\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u8981\u7d20\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/span><\/p>\r\n<ul>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4fdd\u8b77<\/strong>\uff1a\u500b\u4eba\u60c5\u5831\u3092\u9069\u5207\u306b\u7ba1\u7406\u3057\u3001\u4e0d\u6b63\u306a\u6d41\u51fa\u3084\u4e0d\u9069\u5207\u306a\u5229\u7528\u3092\u9632\u3050<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u516c\u5e73\u6027\u306e\u78ba\u4fdd<\/strong>\uff1a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u30e2\u30c7\u30eb\u304c\u7279\u5b9a\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u504f\u3089\u306a\u3044\u3088\u3046\u306b\u8a2d\u8a08\u3059\u308b<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u900f\u660e\u6027\u3068\u8aac\u660e\u8cac\u4efb<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u5229\u7528\u76ee\u7684\u3084\u5206\u6790\u624b\u6cd5\u3092\u660e\u78ba\u306b\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u516c\u958b\u3059\u308b<\/span><\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 8d3ba480-a8e1-4ae3-bb1d-3db6b9becdbd --><\/p>\n\n<h2>\u306a\u305c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u304c\u91cd\u8981\u306a\u306e\u304b<\/h2>\n<p><span style=\"font-family: arial, helvetica, sans-serif\">\u502b\u7406\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u306f\u3001\u4ee5\u4e0b\u306e\u7406\u7531\u304b\u3089\u91cd\u8981\u6027\u3092\u5897\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\r\n<ul>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u793e\u4f1a\u7684\u4fe1\u983c\u306e\u69cb\u7bc9<\/strong>\uff1a\u502b\u7406\u306b\u53cd\u3059\u308b\u30c7\u30fc\u30bf\u5229\u7528\u306f\u3001\u4f01\u696d\u3084\u7d44\u7e54\u306e\u4fe1\u983c\u3092\u640d\u306a\u3046\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u6cd5\u7684\u30ea\u30b9\u30af\u306e\u56de\u907f<\/strong>\uff1a\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u6cd5\u3084GDPR\u306a\u3069\u306e\u6cd5\u898f\u5236\u3092\u9075\u5b88\u3057\u306a\u3044\u5834\u5408\u3001\u7f70\u5247\u3092\u53d7\u3051\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u6301\u7d9a\u53ef\u80fd\u306a\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306e\u78ba\u7acb<\/strong>\uff1a\u502b\u7406\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u306f\u3001\u9577\u671f\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u529f\u306b\u3064\u306a\u304c\u308a\u307e\u3059<\/span><\/li>\r\n<\/ul>\r\n<p><!-- notionvc: e804ee2f-98c3-4286-89e5-365d58765475 --><\/p>\n\n<h2>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u7684\u306a\u5b9f\u8df5\u65b9\u6cd5<\/h2>\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u305f\u3081\u306e\u624b\u6cd5<\/span><\/b>\r\n<ul>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30c7\u30fc\u30bf\u306e\u533f\u540d\u5316\u30fb\u4eee\u540d\u5316<\/strong>\uff1a\u500b\u4eba\u3092\u7279\u5b9a\u3067\u304d\u308b\u60c5\u5831\u3092\u524a\u9664\u307e\u305f\u306f\u5909\u63db\u3057\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u5b88\u308b<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/strong>\uff1a\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u5fc5\u8981\u6700\u4f4e\u9650\u306e\u4eba\u54e1\u306b\u9650\u5b9a\u3059\u308b<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306e\u5f37\u5316<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u30fb\u8ee2\u9001\u6642\u306b\u6697\u53f7\u5316\u3092\u884c\u3046\u306a\u3069\u3001\u6280\u8853\u7684\u306a\u9632\u5fa1\u7b56\u3092\u8b1b\u3058\u308b<\/span><\/li>\r\n<\/ul>\r\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u516c\u5e73\u6027\u3092\u4fdd\u3064\u305f\u3081\u306e\u624b\u6cd5<\/span><\/b>\r\n<ul>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u8abf\u6574<\/strong>\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u304c\u7279\u5b9a\u306e\u5c5e\u6027\u306b\u504f\u3089\u306a\u3044\u3088\u3046\u306b\u3059\u308b<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30d0\u30a4\u30a2\u30b9\u691c\u51fa\u30c4\u30fc\u30eb\u306e\u6d3b\u7528<\/strong>\uff1a\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u306b\u504f\u308a\u304c\u306a\u3044\u304b\u3092\u691c\u8a3c\u3059\u308b\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u4eba\u9593\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc<\/strong>\uff1a\u81ea\u52d5\u5316\u3055\u308c\u305f\u7d50\u679c\u306b\u5bfe\u3057\u3066\u3001\u4eba\u9593\u306e\u8996\u70b9\u3067\u306e\u691c\u8a3c\u3092\u884c\u3046<\/span><\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 982bca95-ecc3-4100-9dd8-17207cbe159d --><\/p>\r\n<p><!-- notionvc: 0cf0bd5a-2526-4e05-8a20-eb3a2d87f885 --><\/p>\n\n<h2>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u306e\u4e8b\u4f8b<\/h2>\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u533b\u7642\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/span><\/b>\r\n<p><span style=\"font-family: arial, helvetica, sans-serif\">\u533b\u7642\u30c7\u30fc\u30bf\u306f\u9ad8\u5ea6\u306a\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u502b\u7406\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u3088\u308a\u3001\u60a3\u8005\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u5b88\u308a\u306a\u304c\u3089\u3001\u8a3a\u65ad\u3084\u6cbb\u7642\u6cd5\u306e\u7814\u7a76\u304c\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\r\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u91d1\u878d\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/span><\/b>\r\n<p><span style=\"font-family: arial, helvetica, sans-serif\">\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u4fe1\u7528\u8a55\u4fa1\u3084\u30ea\u30b9\u30af\u7ba1\u7406\u3067\u306f\u3001\u516c\u5e73\u6027\u3068\u900f\u660e\u6027\u304c\u91cd\u8981\u3067\u3059\u3002\u502b\u7406\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u3088\u308a\u3001\u4e0d\u5f53\u306a\u5dee\u5225\u3092\u9632\u304e\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\r\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u4eba\u6750\u63a1\u7528\u306b\u304a\u3051\u308b\u6d3b\u7528<\/span><\/b>\r\n<p><span style=\"font-family: arial, helvetica, sans-serif\">\u63a1\u7528\u30d7\u30ed\u30bb\u30b9\u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u516c\u5e73\u306a\u8a55\u4fa1\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u304c\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u504f\u308a\u304c\u306a\u3044\u3088\u3046\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u502b\u7406\u7684\u306a\u624b\u6cd5\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001\u591a\u69d8\u6027\u306e\u3042\u308b\u7d44\u7e54\u4f5c\u308a\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/span><\/p>\r\n<p><!-- notionvc: 02ae6009-8f50-4519-a19d-5fddc227c8b8 --><\/p>\n\n<h2>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u502b\u7406\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c<\/h2>\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u30e1\u30ea\u30c3\u30c8<\/span><\/b>\r\n<ul>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u4fe1\u983c\u6027\u306e\u5411\u4e0a<\/strong>\uff1a\u502b\u7406\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3084\u9867\u5ba2\u304b\u3089\u306e\u4fe1\u983c\u3092\u5f97\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u3059<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u6cd5\u4ee4\u9075\u5b88<\/strong>\uff1a\u6cd5\u7684\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3057\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30d6\u30e9\u30f3\u30c9\u4fa1\u5024\u306e\u5411\u4e0a<\/strong>\uff1a\u793e\u4f1a\u7684\u8cac\u4efb\u3092\u679c\u305f\u3059\u3053\u3068\u3067\u3001\u30d6\u30e9\u30f3\u30c9\u306e\u8a55\u4fa1\u304c\u9ad8\u307e\u308a\u307e\u3059<\/span><\/li>\r\n<\/ul>\r\n<b><span style=\"font-family: arial, helvetica, sans-serif\">\u8ab2\u984c<\/span><\/b>\r\n<ul>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u30b3\u30b9\u30c8\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u5fc5\u8981\u6027<\/strong>\uff1a\u502b\u7406\u7684\u306a\u53d6\u308a\u7d44\u307f\u306b\u306f\u8ffd\u52a0\u306e\u30b3\u30b9\u30c8\u3084\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, sans-serif\"><strong>\u6280\u8853\u7684\u306a\u8907\u96d1\u6027<\/strong>\uff1a\u9ad8\u5ea6\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u30d0\u30a4\u30a2\u30b9\u691c\u51fa\u306a\u3069\u3001\u6280\u8853\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u304c\u3042\u308a\u307e\u3059<\/span><\/li>\r\n\t<li><span style=\"font-family: arial, helvetica, 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