{"id":4519,"date":"2024-11-25T15:10:43","date_gmt":"2024-11-25T15:10:43","guid":{"rendered":"https:\/\/hocoos.com\/?post_type=answer&#038;p=4519"},"modified":"2025-01-27T12:05:55","modified_gmt":"2025-01-27T12:05:55","slug":"%e4%bb%80%e4%b9%88%e6%98%af%e6%95%b0%e6%8d%ae%e5%8c%bf%e5%90%8d%e5%8c%96","status":"publish","type":"answer","link":"https:\/\/hocoos.com\/zh\/%e7%ad%94%e6%a1%88\/%e4%bb%80%e4%b9%88%e6%98%af%e6%95%b0%e6%8d%ae%e5%8c%bf%e5%90%8d%e5%8c%96\/","title":{"rendered":"\u4ec0\u4e48\u662f\u6570\u636e\u533f\u540d\u5316\uff1f"},"content":{"rendered":"<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>\u76ee\u5f55<\/h2><nav><ul><li><a href=\"#what-types-of-anonymization-methods-exist\">\u5b58\u5728\u54ea\u4e9b\u7c7b\u578b\u7684\u533f\u540d\u5316\u65b9\u6cd5\uff1f\u00a0<\/a><\/li><li><a href=\"#are-there-any-alternatives-to-the-traditional-anonymization-strategies-for-big-data\">\u9664\u4e86\u4f20\u7edf\u7684\u5927\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\u5916\uff0c\u8fd8\u6709\u5176\u4ed6\u66ff\u4ee3\u65b9\u6848\u5417\uff1f\u00a0<\/a><\/li><li><a href=\"#does-anonymization-provide-true-anonymity\">\u533f\u540d\u5316\u771f\u7684\u80fd\u63d0\u4f9b\u771f\u6b63\u7684\u533f\u540d\u6027\u5417\uff1f\u00a0<\/a><\/li><li><a href=\"#what-are-the-benefits-and-drawbacks-of-anonymizing-data\">\u533f\u540d\u5316\u6570\u636e\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u662f\u4ec0\u4e48\uff1f\u00a0<\/a><\/li><li><a href=\"#conclusion\">\u603b\u7ed3<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-types-of-anonymization-methods-exist\">\u5b58\u5728\u54ea\u4e9b\u7c7b\u578b\u7684\u533f\u540d\u5316\u65b9\u6cd5\uff1f&nbsp;<\/h2>\n\n\n\n<p>\u6570\u636e\u533f\u540d\u5316\u662f\u4e00\u4e2a\u5e7f\u4e49\u672f\u8bed\uff0c\u6db5\u76d6\u591a\u79cd\u65b9\u6cd5\u3002\u4e00\u4e9b\u6700\u5e38\u89c1\u7684\u65b9\u6cd5\u5305\u62ec\uff1a&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u63a9\u853d\uff1a <\/strong>\u5728\u6570\u636e\u63a9\u853d\u4e2d\uff0c\u60a8\u53ef\u4ee5\u66f4\u6539\u539f\u59cb\u4fe1\u606f\u4e2d\u7684\u4e0d\u540c\u503c\u3002\u5982\u6709\u9700\u8981\uff0c\u60a8\u4e5f\u53ef\u4ee5\u9690\u85cf\u67d0\u4e9b\u65b9\u9762\u3002\u901a\u8fc7\u8fd9\u6837\u505a\uff0c\u539f\u59cb PII \u5c06\u65e0\u6cd5\u518d\u88ab\u8bc6\u522b\uff0c\u4f46\u540c\u65f6\uff0c\u60a8\u4ecd\u7136\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u6ee1\u8db3\u60a8\u7684\u9700\u6c42\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5047\u540d\u5316\uff1a <\/strong>\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u60a8\u4f1a\u4f7f\u7528\u5047\u540d\u66ff\u6362\u67d0\u4e9b\u533a\u57df\uff0c\u800c\u4e0d\u662f\u63a9\u76d6\u4fe1\u606f\u3002\u60a8\u4e5f\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528\u4e0e\u60a8\u7684 PII \u5206\u5f00\u7684\u4eba\u5de5\u4fe1\u606f\u6807\u8bc6\u7b26\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6982\u62ec\u6027\uff1a <\/strong>\u8fd9\u4f7f\u5f97\u4fe1\u606f\u4e0d\u5982 PII \u90a3\u6837\u5177\u4f53\uff0c\u8fd9\u5bf9\u4e8e\u4fdd\u62a4\u5f88\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u66f4\u6539\u4f4d\u7f6e\uff0c\u8fd9\u6837\u7528\u6237\u5c31\u65e0\u6cd5\u518d\u6839\u636e\u5176\u5730\u7406\u4f4d\u7f6e\u8fdb\u884c\u8bc6\u522b\u3002\u65e5\u671f\u4e5f\u53ef\u4ee5\u66f4\u6539\uff0c\u5176\u4ed6\u65b9\u9762\uff08\u5982\u5e74\u9f84\u548c\u6027\u522b\uff09\u4e5f\u53ef\u4ee5\u66f4\u6539\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>\u867d\u7136\u8fd9\u4e9b\u662f\u76ee\u524d\u4e09\u79cd\u6700\u5e38\u89c1\u7684\u65b9\u5f0f\uff0c\u4f46\u5176\u4ed6\u53ef\u80fd\u6027\u4ecd\u5728\u7814\u7a76\u4e2d\u3002\u8054\u90a6\u5b66\u4e60\u5c31\u662f\u5176\u4e2d\u4e4b\u4e00\uff0c\u5c3d\u7ba1\u5b83\u7684\u91c7\u7528\u4ecd\u7136\u4e0d\u90a3\u4e48\u666e\u904d\u3002\u867d\u7136\u5408\u6210\u6570\u636e\u76ee\u524d\u5c1a\u672a\u5e7f\u6cdb\u666e\u53ca\uff0c\u4f46\u5b83\u6709\u53ef\u80fd\u5728\u672a\u6765\u6210\u4e3a\u66f4\u5e38\u89c1\u7684\u9009\u9879\u3002&nbsp;<\/p>\n\n\n\n<div class=\"answers-tip-box mt-8 mt-lg-10\">\n<div class=\"answers-small-title\">\n\t\t\t\t\t\t\t\n\u6df1\u5165\u4e86\u89e3\uff1a\u00a0\n\n<\/div>\n<div class=\"answers-small-description mt-4\">\n\n\u5728\u9009\u62e9\u6700\u9002\u5408\u60a8\u9700\u6c42\u7684\u533f\u540d\u5316\u65b9\u6cd5\u4e4b\u524d\uff0c\u8bf7\u4e86\u89e3\u60a8\u4e3a\u4ec0\u4e48\u9700\u8981\u533f\u540d\u5316\u6570\u636e\u3002\u00a0\n\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:72px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"are-there-any-alternatives-to-the-traditional-anonymization-strategies-for-big-data\">\u9664\u4e86\u4f20\u7edf\u7684\u5927\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\u5916\uff0c\u8fd8\u6709\u5176\u4ed6\u66ff\u4ee3\u65b9\u6848\u5417\uff1f&nbsp;<\/h2>\n\n\n\n<p>\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4eba\u4eec\u6b63\u5728\u63a2\u7d22\u5176\u4ed6\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\uff1b\u7136\u800c\uff0c\u8fd9\u4e9b\u7b56\u7565\u5e76\u4e0d\u603b\u662f\u5f88\u666e\u904d\u3002\u9664\u4e86\u5408\u6210\u6570\u636e\u751f\u6210\u4e4b\u5916\uff0c\u540c\u6001\u52a0\u5bc6\u4e5f\u662f\u4e00\u79cd\u6f5c\u5728\u7684\u6570\u636e\u533f\u540d\u5316\u66ff\u4ee3\u65b9\u6848\u3002&nbsp;<\/p>\n\n\n\n<p>\u5728\u9009\u62e9\u4efb\u4f55\u533f\u540d\u5316\u7b56\u7565\u65f6\uff0c\u60a8\u5fc5\u987b\u4e86\u89e3\u5176\u4f18\u70b9\u548c\u7f3a\u70b9\u3002\u4f8b\u5982\uff0c\u867d\u7136\u60a8\u53ef\u4ee5\u6539\u8fdb\u5148\u524d\u53ef\u901a\u8fc7 PII \u8bc6\u522b\u7684\u4eba\u5458\u7684\u4fdd\u62a4\uff0c\u4f46\u60a8\u53ef\u80fd\u4ecd\u9700\u8981\u8003\u8651\u4f26\u7406\u5f71\u54cd\u7b49\u95ee\u9898\u3002&nbsp;<\/p>\n\n\n\n<p>\u5728\u5f00\u59cb\u4e0b\u4e00\u4e2a\u9879\u76ee\u4e4b\u524d\uff0c\u503c\u5f97\u7814\u7a76\u6bcf\u79cd\u6570\u636e\u533f\u540d\u5316\u65b9\u6cd5\u548c\u66ff\u4ee3\u65b9\u6848\u3002\u60a8\u8fd8\u5e94\u8be5\u6ce8\u610f\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u5c1d\u8bd5\u4e0d\u540c\u7684\u65b9\u6cd5\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:72px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"does-anonymization-provide-true-anonymity\">\u533f\u540d\u5316\u771f\u7684\u80fd\u63d0\u4f9b\u771f\u6b63\u7684\u533f\u540d\u6027\u5417\uff1f&nbsp;<\/h2>\n\n\n\n<p>\u5c3d\u7ba1\u6570\u636e\u533f\u540d\u5316\u7684\u76ee\u6807\u662f\u533f\u540d\u6027\uff0c\u4f46\u5b9e\u73b0\u5b8c\u5168\u533f\u540d\u6027\u901a\u5e38\u5f88\u590d\u6742\uff0c\u5e76\u4e14\u53d6\u51b3\u4e8e\u591a\u79cd\u56e0\u7d20\u3002\u8fd9\u53ef\u80fd\u662f\u4fdd\u62a4\u4eba\u4eec\u7684\u4e00\u79cd\u6709\u6548\u65b9\u5f0f\uff0c\u4f46\u60a8\u9700\u8981\u8003\u8651\u60a8\u5728\u5b9e\u73b0\u533f\u540d\u6027\u65b9\u9762\u7684\u4f5c\u7528\u3002\u4f8b\u5982\uff0c\u60a8\u4e3a\u4f7f\u6570\u636e\u533f\u540d\u6240\u505a\u7684\u5de5\u4f5c\u5c06\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002&nbsp;<\/p>\n\n\n\n<p>\u6f5c\u5728\u9ed1\u5ba2\u7684\u77e5\u8bc6\u6c34\u5e73\u548c\u590d\u6742\u7a0b\u5ea6\u662f\u53e6\u4e00\u4e2a\u53ef\u80fd\u7684\u5f71\u54cd\u56e0\u7d20\uff0c\u56e0\u6b64\u6700\u597d\u63d0\u524d\u8003\u8651\u8fd9\u4e00\u70b9\u3002\u6b64\u5916\uff0c\u60a8\u9700\u8981\u8003\u8651\u6570\u636e\u672c\u8eab\u53ca\u5176\u8d28\u91cf\u6c34\u5e73\u3002\u4e86\u89e3\u6240\u6709\u8fd9\u4e9b\u5bf9\u4e8e\u5c3d\u53ef\u80fd\u4fdd\u8bc1\u7528\u6237\u6570\u636e\u5b89\u5168\u548c\u6700\u5927\u9650\u5ea6\u5730\u533f\u540d\u5316\u81f3\u5173\u91cd\u8981\u3002&nbsp;<\/p>\n\n\n\n<p>\u4ec5\u4ec5\u4f9d\u9760\u6570\u636e\u6700\u5c0f\u5316\u4e5f\u662f\u4e0d\u591f\u7684\uff1b\u76f8\u53cd\uff0c\u5982\u679c\u60a8\u5e0c\u671b\u83b7\u5f97\u6700\u4f73\u7ed3\u679c\uff0c\u5219\u5e94\u8be5\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u5b89\u5168\u5806\u6808\u3002\u4f8b\u5982\uff0c\u60a8\u5fc5\u987b\u5b9e\u65bd\u6570\u636e\u8bbf\u95ee\u63a7\u5236\u70b9\u3002\u6b64\u5916\uff0c\u65e0\u8bba\u6570\u636e\u7684\u654f\u611f\u6027\u5982\u4f55\uff0c\u60a8\u90fd\u5e94\u8be5\u5bf9\u5176\u8fdb\u884c\u52a0\u5bc6\u3002&nbsp;<\/p>\n\n\n\n<div class=\"answers-tip-box mt-8 mt-lg-10\">\n<div class=\"answers-small-title\">\n\t\t\t\t\t\t\t\n\u4e13\u5bb6\u63d0\u793a\uff1a\n\n<\/div>\n<div class=\"answers-small-description mt-4\">\n\n\u6784\u5efa\u5b89\u5168\u5806\u6808\u5bf9\u4e8e\u963b\u6b62\u9ed1\u5ba2\u8bc6\u522b\u4e2a\u4eba\u8eab\u4efd\u81f3\u5173\u91cd\u8981\uff0c\u65e0\u8bba\u662f\u5426\u5b58\u5728 PII\u3002\u00a0\u00a0\n\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:72px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-are-the-benefits-and-drawbacks-of-anonymizing-data\">\u533f\u540d\u5316\u6570\u636e\u7684\u4f18\u70b9\u548c\u7f3a\u70b9\u662f\u4ec0\u4e48\uff1f&nbsp;<\/h2>\n\n\n\n<p>\u5b9e\u65bd\u6570\u636e\u533f\u540d\u5316\u7b56\u7565\u65f6\uff0c\u52a1\u5fc5\u8003\u8651\u5176\u4f18\u7f3a\u70b9\u3002\u73b0\u5728\u8ba9\u6211\u4eec\u6765\u770b\u770b\u8fd9\u4e9b\u3002&nbsp;<\/p>\n\n\n\n<p><strong>\u4f18\u70b9\uff1a&nbsp;<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9690\u79c1\uff1a <\/strong>\u533f\u540d\u5316\u662f\u4e00\u4e2a\u597d\u4e3b\u610f <a href=\"https:\/\/hocoos.com\/zh\/%e7%ad%94%e6%a1%88\/%e4%bb%80%e4%b9%88%e6%98%af%e4%b8%aa%e4%ba%ba%e8%ba%ab%e4%bb%bd%e4%bf%a1%e6%81%af-pii\/\">PII<\/a> \u964d\u4f4e\u72af\u7f6a\u5206\u5b50\u5bf9\u5ba2\u6237\u9020\u6210\u4f24\u5bb3\u7684\u5a01\u80c1\u3002\u6b63\u786e\u5b9e\u65bd\u533f\u540d\u5316\u5e94\u7a81\u51fa\u6570\u636e\u4f7f\u7528\u7684\u4f26\u7406\u9053\u5fb7\uff1b\u516c\u53f8\u6709\u8d23\u4efb\u8868\u660e\u5176\u91cd\u89c6\u8fd9\u4e00\u70b9\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5408\u89c4\u6027\uff1a <\/strong>\u6570\u636e\u4fdd\u62a4\u81f3\u5173\u91cd\u8981 <a href=\"https:\/\/hocoos.com\/zh\/%e7%ad%94%e6%a1%88\/%e5%9b%bd%e9%99%85%e6%95%b0%e6%8d%ae%e9%9a%90%e7%a7%81%e6%b3%95%e6%a6%82%e8%bf%b0\/\" data-type=\"link\" data-id=\"https:\/\/hocoos.com\/answers\/what-are-international-data-privacy-laws\/\">\u53d7\u591a\u9879\u6cd5\u89c4\u7ea6\u675f<\/a>\uff0c\u5305\u62ec HIPAA \u548c <a href=\"https:\/\/hocoos.com\/zh\/%e7%ad%94%e6%a1%88\/%e4%bb%80%e4%b9%88%e6%98%af-gdpr\/?_thumbnail_id=3932\">GDPR<\/a>\u3002\u56e0\u6b64\uff0c\u533f\u540d\u5316\u662f\u5728\u5bfb\u6c42\u9075\u5b88\u8fd9\u4e9b\u6cd5\u5f8b\u65f6\u7684\u5173\u952e\u8003\u8651\u56e0\u7d20\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u5171\u4eab\/\u5206\u6790\uff1a <\/strong>\u4f7f\u7528\u6570\u636e\u533f\u540d\u5316\u5728\u516c\u53f8\u5185\u90e8\u5171\u4eab\u4fe1\u606f\uff0c\u907f\u514d\u4f7f\u7528 PII \u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u8fd9\u6837\u505a\u5bf9\u4e8e\u6240\u6709\u56e2\u961f\u5b9e\u73b0\u5176\u76ee\u6807\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u6b64\u60a8\u5e94\u8be5\u4f18\u5148\u8003\u8651\u5b83\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u4ef7\u503c\u4fdd\u7559\uff1a <\/strong>\u60a8\u5e94\u8be5\u5728\u533f\u540d\u5316\u6570\u636e\u65f6\u8003\u8651\u5230\u9690\u79c1\uff0c\u4f46\u60a8\u4ecd\u7136\u9700\u8981\u5b83\u6765\u5b9e\u73b0\u60a8\u7684\u76ee\u6807\u3002\u56e0\u6b64\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5c06\u6570\u636e\u533f\u540d\u5316\u89c6\u4e3a\u5408\u89c4\u6027\u3001\u9053\u5fb7\u548c\u7ed3\u679c\u4e4b\u95f4\u7684\u4e2d\u95f4\u5730\u5e26\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7f3a\u70b9\uff1a&nbsp;<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u51c6\u786e\u6027\uff1a <\/strong>\u6ce8\u610f\u4e0d\u8981\u8fc7\u5ea6\u626d\u66f2\u4f60\u7684\u533f\u540d\u4fe1\u606f\uff1b\u4f60\u9700\u8981\u51c6\u786e\u7684\u6570\u636e\u6765\u83b7\u53d6\u6d1e\u5bdf\uff0c\u65e0\u8bba\u4f60\u91c7\u7528\u4f55\u79cd\u533f\u540d\u5316\u65b9\u6cd5\uff0c\u8fd9\u90fd\u5e94\u8be5\u662f\u4f60\u9996\u5148\u8981\u8003\u8651\u7684\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u6027\uff1a <\/strong>\u4f60\u9700\u8981\u8003\u8651\u533f\u540d\u5316\u662f\u5426\u9002\u7528\u4e8e\u4f60\u5c1d\u8bd5\u5e94\u7528\u5b83\u7684\u6570\u636e\u3002\u4f8b\u5982\uff0c\u9ad8\u5ea6\u654f\u611f\u7684\u6570\u636e\u53ef\u80fd\u9700\u8981\u66f4\u5168\u9762\u7684\u7b56\u7565\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<div style=\"height:72px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">\u603b\u7ed3<\/h2>\n\n\n\n<p>\u6570\u636e\u533f\u540d\u5316\u662f\u4efb\u4f55\u9700\u8981\u6570\u636e\u6765\u6267\u884c\u5173\u952e\u529f\u80fd\u4f46\u4e0d\u5e0c\u671b\u635f\u5bb3\u9690\u79c1\u7684\u4f01\u4e1a\u7684\u5173\u952e\u8003\u8651\u56e0\u7d20\u3002\u4e86\u89e3\u53ef\u7528\u7684\u4e0d\u540c\u7c7b\u578b\u975e\u5e38\u91cd\u8981\uff0c\u65e0\u8bba\u5b83\u4eec\u662f\u4f20\u7edf\u65b9\u6cd5\u8fd8\u662f\u975e\u4f20\u7edf\u65b9\u6cd5\u3002&nbsp;<\/p>\n\n\n\n<p>\u540c\u6837\u91cd\u8981\u7684\u662f\uff0c\u4f60\u9700\u8981\u4e86\u89e3\u54ea\u4e9b\u6570\u636e\u66f4\u517c\u5bb9\u533f\u540d\u5316\u5b9e\u8df5\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4f60\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u66f4\u5f3a\u5927\u7684\u65b9\u6cd5\uff0c\u5e76\u4e14\u63d0\u524d\u8bc6\u522b\u8fd9\u79cd\u60c5\u51b5\u975e\u5e38\u91cd\u8981\u3002&nbsp;<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528\u6570\u636e\u533f\u540d\u5316\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u4f60\u4e5f\u4e86\u89e3\u5176\u4f18\u7f3a\u70b9\u3002<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>What types of anonymization methods exist?&nbsp; Data anonymization is a broad term that can cover multiple methodologies. Some of the most common ones are:&nbsp; While these are the three most common ones at the moment, other possibilities are being researched. Federated learning is one of these, though its adoption still isn\u2019t as widespread. While it&#8217;s [&hellip;]<\/p>","protected":false},"author":39,"featured_media":4520,"template":"","answers_category":[22],"class_list":["post-4519","answer","type-answer","status-publish","has-post-thumbnail","hentry","answers_category-legal-and-ethical-considerations"],"acf":{"image":null,"card_image":4520,"content":[{"acf_fc_layout":"header_section","title":"\u4ec0\u4e48\u662f\u6570\u636e\u533f\u540d\u5316\uff1f","descriptions":"Data anonymization is when you remove personally identifiable information (PII). You will also use this term when you modify such data; it\u2019s a common practice when the information is still needed in some capacity. For example, you may require access in some way, shape, or form to test your software or for marketing purposes.\r\n\r\nWhen done correctly, data anonymization is a process that nobody should have the power to reverse. Since PII recovery is unfeasible, prioritize retaining essential information.\r\n\r\nInformation anonymization implies that businesses cannot identify individuals the data relates to. If they previously could, they should also not have the power to re-identify them; this is beneficial for safety. You can choose different levels of anonymization, and this will depend on two factors:\r\n\r\n\u2022 How you plan to use the information you\u2019re anonymizing\r\n\r\n\u2022 The overall risk level\r\n\r\nDuring your anonymization phase, you need to provide full transparency.","tip_label":"Pro Tip","tip":"Document your process for regulatory compliance. ","additional_tips":null,"key_takeaways_label":"Key Takeaways:","key_takeaways":[{"label":"Data anonymization is a critical part of removing personally identifiable information (PII)","body":""},{"label":"You can use different methods to anonymize data, such as masking and information","body":""},{"label":"Besides data anonymization, you can also try some of the alternative options","body":""}]}]},"_links":{"self":[{"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/answer\/4519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/answer"}],"about":[{"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/types\/answer"}],"author":[{"embeddable":true,"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/users\/39"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/media\/4520"}],"wp:attachment":[{"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/media?parent=4519"}],"wp:term":[{"taxonomy":"answers_category","embeddable":true,"href":"https:\/\/hocoos.com\/zh\/wp-json\/wp\/v2\/answers_category?post=4519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}