{"id":273,"date":"2025-05-12T19:10:11","date_gmt":"2025-05-13T03:10:11","guid":{"rendered":"https:\/\/attrisight.com\/?p=273"},"modified":"2025-05-12T19:10:11","modified_gmt":"2025-05-13T03:10:11","slug":"%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f","status":"publish","type":"post","link":"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/","title":{"rendered":"\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0\u6a21\u578b\uff1a\u8425\u9500\u6d4b\u91cf\u7684\u672a\u6765"},"content":{"rendered":"\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u4ee3\u8868\u7740\u8425\u9500\u8861\u91cf\u6280\u672f\u7684\u524d\u6cbf\uff0c\u5b83\u8fd0\u7528\u5148\u8fdb\u7684\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5728\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7cbe\u51c6\u5730\u5c06\u8f6c\u5316\u7387\u8ba1\u5165\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u5f52\u56e0\u6a21\u578b\u4e0d\u540c\uff0c\u8fd9\u4e9b\u590d\u6742\u7684\u6a21\u578b\u4f1a\u5206\u6790\u6d77\u91cf\u6570\u636e\uff0c\u4ee5\u786e\u5b9a\u8425\u9500\u63a5\u89e6\u70b9\u7684\u5b9e\u9645\u5f71\u54cd\u3002\u672c\u6587\u63a2\u8ba8\u4e86\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u5de5\u4f5c\u539f\u7406\u3001\u5176\u76f8\u5bf9\u4e8e\u4f20\u7edf\u6a21\u578b\u7684\u4f18\u52bf\u3001\u5b9e\u65bd\u7b56\u7565\u4ee5\u53ca\u672a\u6765\u8d8b\u52bf\uff0c\u65e8\u5728\u4e3a\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u5207\u5b9e\u53ef\u884c\u7684\u6d1e\u5bdf\uff0c\u4ee5\u4f18\u5316\u5176\u8425\u9500\u8861\u91cf\u65b9\u6cd5\u5e76\u6700\u5927\u5316\u6295\u8d44\u56de\u62a5\u7387\u3002\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u5f55<\/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\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><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><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Introduction\" >\u5bfc\u8a00<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Understanding_Data-Driven_Attribution\" >\u7406\u89e3\u6570\u636e\u9a71\u52a8\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#How_Data-Driven_Attribution_Works\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u5de5\u4f5c\u539f\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Advantages_of_Data-Driven_Attribution\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u4f18\u52bf<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#1_More_Accurate_Measurement\" >1. \u66f4\u7cbe\u786e\u7684\u6d4b\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#2_Holistic_View_of_the_Customer_Journey\" >2. \u5ba2\u6237\u65c5\u7a0b\u7684\u6574\u4f53\u89c6\u56fe<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#3_Optimized_Budget_Allocation\" >3.\u4f18\u5316\u9884\u7b97\u5206\u914d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#4_Personalized_Marketing_Strategies\" >4.\u4e2a\u6027\u5316\u8425\u9500\u7b56\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#5_Adaptability_to_Market_Changes\" >5.\u9002\u5e94\u5e02\u573a\u53d8\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Implementing_Data-Driven_Attribution\" >\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#1_Assessment_and_Preparation\" >1. \u8bc4\u4f30\u4e0e\u51c6\u5907<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#2_Selecting_the_Right_Technology\" >2. \u9009\u62e9\u6b63\u786e\u7684\u6280\u672f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#3_Implementation_Process\" >3.\u5b9e\u65bd\u8fc7\u7a0b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#4_Organizational_Considerations\" >4.\u7ec4\u7ec7\u8003\u8651<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Relevant_Statistics\" >\u76f8\u5173\u7edf\u8ba1\u6570\u636e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Expert_Advice\" >\u4e13\u5bb6\u5efa\u8bae<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Practical_Implementation_Tips\" >\u5b9e\u9645\u5b9e\u65bd\u6280\u5de7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Case_Study_Financial_Services_Company_Transforms_Marketing_Efficiency\" >\u6848\u4f8b\u7814\u7a76\uff1a\u91d1\u878d\u670d\u52a1\u516c\u53f8\u8f6c\u578b\u8425\u9500\u6548\u7387<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#FAQs\" >\u5e38\u89c1\u95ee\u9898<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#What_is_data-driven_attribution\" >\u4ec0\u4e48\u662f\u6570\u636e\u9a71\u52a8\u5f52\u56e0\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#How_does_data-driven_attribution_differ_from_traditional_attribution_models\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4e0e\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u6709\u4f55\u4e0d\u540c\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#What_data_is_required_for_data-driven_attribution\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u9700\u8981\u54ea\u4e9b\u6570\u636e\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#How_accurate_is_data-driven_attribution\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u51c6\u786e\u6027\u5982\u4f55\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#How_can_data-driven_attribution_improve_marketing_ROI\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u5982\u4f55\u63d0\u9ad8\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Academic_References\" >\u5b66\u672f\u53c2\u8003<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/attrisight.com\/zh\/%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e6%9c%aa%e6%9d%a5%e8%90%a5%e9%94%80%e8%a1%a1%e9%87%8f\/#Conclusion\" >\u7ed3\u8bba<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"introduction\" tabindex=\"-1\" data-source-line=\"9-9\"><span class=\"ez-toc-section\" id=\"Introduction\"><\/span>\u5bfc\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\u5728\u5f53\u4eca\u590d\u6742\u7684\u6570\u5b57\u73af\u5883\u4e2d\uff0c\u7406\u89e3\u771f\u6b63\u63a8\u52a8\u8f6c\u5316\u7684\u56e0\u7d20\u53d8\u5f97\u8d8a\u6765\u8d8a\u5177\u6709\u6311\u6218\u6027\u3002\u5ba2\u6237\u5728\u505a\u51fa\u8d2d\u4e70\u51b3\u7b56\u4e4b\u524d\uff0c\u4f1a\u901a\u8fc7\u4f17\u591a\u6e20\u9053\u548c\u8bbe\u5907\u4e0e\u54c1\u724c\u4e92\u52a8\uff0c\u4ece\u800c\u521b\u9020\u51fa\u9519\u7efc\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b\uff0c\u4f20\u7edf\u7684\u5f52\u56e0\u6a21\u578b\u96be\u4ee5\u51c6\u786e\u89e3\u8bfb\u3002\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4ee3\u8868\u4e86\u8425\u9500\u8861\u91cf\u7684\u91cd\u5927\u53d8\u9769\uff0c\u5b83\u8d85\u8d8a\u4e86\u6b66\u65ad\u7684\u89c4\u5219\uff0c\u8f6c\u5411\u5bf9\u5ba2\u6237\u884c\u4e3a\u6a21\u5f0f\u8fdb\u884c\u79d1\u5b66\u5206\u6790\u3002\u6839\u636e\u8c37\u6b4c\u5206\u6790 (Google Analytics) \u7684\u6570\u636e\uff0c\u4f7f\u7528\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u7684\u8425\u9500\u4eba\u5458\u53ef\u4ee5\u5728\u4e0d\u589e\u52a0\u652f\u51fa\u7684\u60c5\u51b5\u4e0b\u5c06\u8f6c\u5316\u7387\u63d0\u9ad8\u9ad8\u8fbe 30%\uff0c\u8fd9\u5c55\u73b0\u4e86\u8fd9\u79cd\u65b9\u6cd5\u7684\u53d8\u9769\u6f5c\u529b\u3002\u968f\u7740\u9690\u79c1\u6cd5\u89c4\u7684\u6f14\u53d8\u548c\u7b2c\u4e09\u65b9 Cookie \u7684\u9010\u6b65\u6dd8\u6c70\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u5bf9\u4e8e\u5bfb\u6c42\u4e86\u89e3\u8425\u9500\u6d3b\u52a8\u6548\u679c\u7684\u8425\u9500\u4eba\u5458\u6765\u8bf4\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002\u8fd9\u4e9b\u6a21\u578b\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5206\u6790\u8f6c\u5316\u6a21\u5f0f\uff0c\u8003\u91cf\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6240\u6709\u63a5\u89e6\u70b9\uff0c\u540c\u65f6\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u6d88\u8d39\u8005\u884c\u4e3a\u548c\u5e02\u573a\u6761\u4ef6\u3002\u5bf9\u4e8e\u81f4\u529b\u4e8e\u4f18\u5316\u8425\u9500\u7ee9\u6548\u548c\u8d44\u6e90\u5206\u914d\u7684\u7ec4\u7ec7\u800c\u8a00\uff0c\u00a0<a href=\"https:\/\/attrisight.com\/zh\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u89c6\u529b<\/a>\u00a0\u63d0\u4f9b\u5148\u8fdb\u7684\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\uff0c\u5229\u7528\u6570\u636e\u79d1\u5b66\u4e3a\u6574\u4e2a\u8425\u9500\u6e20\u9053\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u89c1\u89e3\u3002\n<h3 id=\"understanding-data-driven-attribution\" tabindex=\"-1\" data-source-line=\"21-21\"><span class=\"ez-toc-section\" id=\"Understanding_Data-Driven_Attribution\"><\/span>\u7406\u89e3\u6570\u636e\u9a71\u52a8\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u662f\u4e00\u79cd\u5f52\u56e0\u65b9\u6cd5\uff0c\u5b83\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6765\u786e\u5b9a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u6bcf\u4e2a\u8425\u9500\u63a5\u89e6\u70b9\u7684\u529f\u52b3\u5206\u914d\u6bd4\u4f8b\u3002\u4e0e\u9075\u5faa\u9884\u5b9a\u89c4\u5219\uff08\u4f8b\u5982\u9996\u6b21\u63a5\u89e6\u3001\u6700\u540e\u63a5\u89e6\u6216\u7ebf\u6027\u5f52\u56e0\uff09\u7684\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u4e0d\u540c\uff0c\u6570\u636e\u9a71\u52a8\u6a21\u578b\u4f1a\u5206\u6790\u5177\u4f53\u7684\u8f6c\u5316\u6570\u636e\uff0c\u4ee5\u8ba1\u7b97\u6bcf\u4e2a\u63a5\u89e6\u70b9\u7684\u5b9e\u9645\u8d21\u732e\u3002\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u5305\u62ec\uff1a\n<ul data-source-line=\"27-31\">\n<li data-source-line=\"27-27\"><strong>\u9996\u6b21\u63a5\u89e6\u5f52\u56e0<\/strong>\uff1a\u4e3a\u7b2c\u4e00\u6b21\u4e92\u52a8\u5206\u914d 100% \u4fe1\u7528<\/li>\n<li data-source-line=\"28-28\"><strong>\u6700\u540e\u63a5\u89e6\u5f52\u56e0<\/strong>\uff1a\u5c06\u6240\u6709\u529f\u52b3\u5f52\u4e8e\u8f6c\u5316\u524d\u7684\u6700\u7ec8\u63a5\u89e6\u70b9<\/li>\n<li data-source-line=\"29-29\"><strong>\u7ebf\u6027\u5f52\u56e0<\/strong>\uff1a\u5728\u6240\u6709\u63a5\u89e6\u70b9\u4e0a\u5e73\u7b49\u5206\u914d\u4fe1\u7528<\/li>\n<li data-source-line=\"30-31\"><strong>\u57fa\u4e8e\u4f4d\u7f6e\u7684\u5f52\u56e0<\/strong>\uff1a\u4e3a\u7279\u5b9a\u63a5\u89e6\u70b9\uff08\u901a\u5e38\u662f\u7b2c\u4e00\u4e2a\u548c\u6700\u540e\u4e00\u4e2a\uff09\u5206\u914d\u66f4\u591a\u4fe1\u7528<\/li>\n<\/ul>\n\u8fd9\u4e9b\u6a21\u578b\u7684\u6839\u672c\u5c40\u9650\u6027\u5728\u4e8e\uff0c\u5b83\u4eec\u4f1a\u5c06\u76f8\u540c\u7684\u89c4\u5219\u5e94\u7528\u4e8e\u6bcf\u4e2a\u5ba2\u6237\u65c5\u7a0b\uff0c\u800c\u4e0d\u7ba1\u60a8\u7684\u6570\u636e\u4e2d\u5b58\u5728\u54ea\u4e9b\u72ec\u7279\u7684\u6a21\u5f0f\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4f1a\u68c0\u67e5\u60a8\u4e1a\u52a1\u7279\u6709\u7684\u8f6c\u5316\u8def\u5f84\uff0c\u5e76\u6839\u636e\u5bf9\u5b9e\u9645\u5f71\u54cd\u5ba2\u6237\u51b3\u7b56\u56e0\u7d20\u7684\u7edf\u8ba1\u5206\u6790\u6765\u786e\u5b9a\u4fe1\u7528\u5206\u914d\u3002\n<h3 id=\"how-data-driven-attribution-works\" tabindex=\"-1\" data-source-line=\"34-34\"><span class=\"ez-toc-section\" id=\"How_Data-Driven_Attribution_Works\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u5de5\u4f5c\u539f\u7406<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u5229\u7528\u590d\u6742\u7684\u7b97\u6cd5\u6765\u5206\u6790\u6570\u5343\u4e2a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u8f6c\u5316\u6a21\u5f0f\u3002\u8fd9\u4e9b\u6a21\u578b\u7684\u5178\u578b\u8fd0\u4f5c\u65b9\u5f0f\u5982\u4e0b\uff1a\n<ol data-source-line=\"38-47\">\n<li data-source-line=\"38-39\">\n<strong>\u6570\u636e\u6536\u96c6<\/strong>\uff1a\u8be5\u6a21\u578b\u6536\u96c6\u8de8\u6e20\u9053\u7684\u6240\u6709\u5ba2\u6237\u4e92\u52a8\u4fe1\u606f\uff0c\u5305\u62ec\u67e5\u770b\u7684\u5e7f\u544a\u3001\u6253\u5f00\u7684\u7535\u5b50\u90ae\u4ef6\u3001\u8bbf\u95ee\u7684\u7f51\u7ad9\u4ee5\u53ca\u53ef\u7528\u7684\u7ebf\u4e0b\u63a5\u89e6\u70b9\u3002\n<\/li>\n<li data-source-line=\"40-41\">\n<strong>\u6a21\u5f0f\u5206\u6790<\/strong>\uff1a\u8be5\u7cfb\u7edf\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u5206\u6790\u8f6c\u5316\u6a21\u5f0f\uff0c\u6bd4\u8f83\u8f6c\u5316\u5ba2\u6237\u548c\u672a\u8f6c\u5316\u5ba2\u6237\u7684\u65c5\u7a0b\u3002\n<\/li>\n<li data-source-line=\"42-43\">\n<strong>\u53cd\u4e8b\u5b9e\u5206\u6790<\/strong>\uff1a\u8be5\u6a21\u578b\u6267\u884c\u201c\u5047\u8bbe\u201d\u573a\u666f\u6765\u4e86\u89e3\u5220\u9664\u7279\u5b9a\u63a5\u89e6\u70b9\u5982\u4f55\u5f71\u54cd\u8f6c\u6362\u6982\u7387\u3002\n<\/li>\n<li data-source-line=\"44-45\">\n<strong>\u4fe1\u7528\u5206\u914d<\/strong>\uff1a\u57fa\u4e8e\u6b64\u5206\u6790\uff0c\u8be5\u6a21\u578b\u6839\u636e\u6bcf\u4e2a\u63a5\u89e6\u70b9\u5bf9\u63a8\u52a8\u8f6c\u5316\u7684\u5b9e\u9645\u5f71\u54cd\uff0c\u5c06\u8f6c\u5316\u4fe1\u7528\u5206\u914d\u7ed9\u6bcf\u4e2a\u63a5\u89e6\u70b9\u3002\n<\/li>\n<li data-source-line=\"46-47\">\n<strong>\u6301\u7eed\u5b66\u4e60<\/strong>\uff1a\u968f\u7740\u65b0\u6570\u636e\u7684\u51fa\u73b0\uff0c\u8be5\u6a21\u578b\u4f1a\u5b8c\u5584\u5176\u7406\u89e3\u5e76\u76f8\u5e94\u5730\u8c03\u6574\u4fe1\u8d37\u5206\u914d\u3002\n<\/li>\n<\/ol>\n\u4e0e\u4f9d\u8d56\u9884\u5b9a\u89c4\u5219\u800c\u975e\u5b9e\u9645\u6570\u636e\u6a21\u5f0f\u7684\u4f20\u7edf\u6a21\u578b\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u53cd\u6620\u8425\u9500\u6548\u679c\u3002\n<h3 id=\"advantages-of-data-driven-attribution\" tabindex=\"-1\" data-source-line=\"50-50\"><span class=\"ez-toc-section\" id=\"Advantages_of_Data-Driven_Attribution\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u4f18\u52bf<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u53ef\u4ee5\u4e3a\u8425\u9500\u4eba\u5458\u5e26\u6765\u51e0\u4e2a\u663e\u8457\u7684\u597d\u5904\uff1a\n<h4 id=\"1.-more-accurate-measurement\" tabindex=\"-1\" data-source-line=\"54-54\"><span class=\"ez-toc-section\" id=\"1_More_Accurate_Measurement\"><\/span>1. \u66f4\u7cbe\u786e\u7684\u6d4b\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u901a\u8fc7\u5206\u6790\u5b9e\u9645\u5ba2\u6237\u884c\u4e3a\u6a21\u5f0f\u800c\u975e\u5957\u7528\u4efb\u610f\u89c4\u5219\uff0c\u66f4\u51c6\u786e\u5730\u5448\u73b0\u89e6\u70b9\u4ef7\u503c\u3002\u8fd9\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u7406\u89e3\u771f\u6b63\u7684\u8425\u9500\u6548\u679c\u548c\u6295\u8d44\u56de\u62a5\u7387\u3002\n<h4 id=\"2.-holistic-view-of-the-customer-journey\" tabindex=\"-1\" data-source-line=\"58-58\"><span class=\"ez-toc-section\" id=\"2_Holistic_View_of_the_Customer_Journey\"><\/span>2. \u5ba2\u6237\u65c5\u7a0b\u7684\u6574\u4f53\u89c6\u56fe<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u901a\u8fc7\u8003\u8651\u8f6c\u5316\u8def\u5f84\u4e2d\u7684\u6240\u6709\u63a5\u89e6\u70b9\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u53ef\u5e2e\u52a9\u8425\u9500\u4eba\u5458\u4e86\u89e3\u5b8c\u6574\u7684\u5ba2\u6237\u65c5\u7a0b\u4ee5\u53ca\u4e0d\u540c\u6e20\u9053\u5982\u4f55\u534f\u540c\u63a8\u52a8\u8f6c\u5316\u3002\n<h4 id=\"3.-optimized-budget-allocation\" tabindex=\"-1\" data-source-line=\"62-62\"><span class=\"ez-toc-section\" id=\"3_Optimized_Budget_Allocation\"><\/span>3.\u4f18\u5316\u9884\u7b97\u5206\u914d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u901a\u8fc7\u66f4\u51c6\u786e\u5730\u4e86\u89e3\u54ea\u4e9b\u6e20\u9053\u548c\u6d3b\u52a8\u53ef\u4ee5\u63a8\u52a8\u8f6c\u5316\uff0c\u8425\u9500\u4eba\u5458\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5206\u914d\u9884\u7b97\uff0c\u8fd9\u901a\u5e38\u4f1a\u663e\u8457\u63d0\u9ad8\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u3002\n<h4 id=\"4.-personalized-marketing-strategies\" tabindex=\"-1\" data-source-line=\"66-66\"><span class=\"ez-toc-section\" id=\"4_Personalized_Marketing_Strategies\"><\/span>4.\u4e2a\u6027\u5316\u8425\u9500\u7b56\u7565<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0\u63ed\u793a\u4e86\u54ea\u4e9b\u63a5\u89e6\u70b9\u7ec4\u5408\u5bf9\u4e0d\u540c\u7684\u5ba2\u6237\u7fa4\u4f53\u6700\u6709\u6548\uff0c\u4ece\u800c\u53ef\u4ee5\u9488\u5bf9\u7279\u5b9a\u7684\u53d7\u4f17\u7fa4\u4f53\u5236\u5b9a\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u8425\u9500\u65b9\u6cd5\u3002\n<h4 id=\"5.-adaptability-to-market-changes\" tabindex=\"-1\" data-source-line=\"70-70\"><span class=\"ez-toc-section\" id=\"5_Adaptability_to_Market_Changes\"><\/span>5.\u9002\u5e94\u5e02\u573a\u53d8\u5316<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u4e0e\u9759\u6001\u5f52\u56e0\u6a21\u578b\u4e0d\u540c\uff0c\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u4f1a\u968f\u7740\u5ba2\u6237\u884c\u4e3a\u3001\u5e02\u573a\u72b6\u51b5\u548c\u8425\u9500\u7b56\u7565\u7684\u6f14\u53d8\u800c\u4e0d\u65ad\u5b66\u4e60\u548c\u8c03\u6574\u3002Marketing Evolution \u7684\u7814\u7a76\u8868\u660e\uff0c\u4f7f\u7528\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u7684\u7ec4\u7ec7\u6bd4\u4f7f\u7528\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u7684\u7ec4\u7ec7\u8425\u9500\u6548\u7387\u9ad8\u51fa 15-35%\uff08Marketing Evolution\uff0c2023 \u5e74\uff09\u3002\n<h3 id=\"implementing-data-driven-attribution\" tabindex=\"-1\" data-source-line=\"76-76\"><span class=\"ez-toc-section\" id=\"Implementing_Data-Driven_Attribution\"><\/span>\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u6210\u529f\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u9700\u8981\u7cbe\u5fc3\u89c4\u5212\u548c\u6267\u884c\u3002\u4ee5\u4e0b\u662f\u5206\u6b65\u6307\u5357\uff1a\n<h4 id=\"1.-assessment-and-preparation\" tabindex=\"-1\" data-source-line=\"80-80\"><span class=\"ez-toc-section\" id=\"1_Assessment_and_Preparation\"><\/span>1. \u8bc4\u4f30\u4e0e\u51c6\u5907<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u5728\u5b9e\u65bd\u4e4b\u524d\uff0c\u8bf7\u8bc4\u4f30\u60a8\u5f53\u524d\u7684\u6570\u636e\u6536\u96c6\u5b9e\u8df5\u548c\u8861\u91cf\u80fd\u529b\u3002\u786e\u4fdd\u60a8\u8ddf\u8e2a\u6240\u6709\u76f8\u5173\u7684\u63a5\u89e6\u70b9\uff0c\u5e76\u5728\u5404\u4e2a\u8425\u9500\u6e20\u9053\u4e2d\u8bbe\u7f6e\u9002\u5f53\u7684\u6807\u8bb0\u3002\u5173\u952e\u8981\u6c42\u5305\u62ec\uff1a\n<ul data-source-line=\"85-89\">\n<li data-source-line=\"85-85\">\u8de8\u6570\u5b57\u6e20\u9053\u7684\u5168\u9762\u8ddf\u8e2a<\/li>\n<li data-source-line=\"86-86\">\u8db3\u591f\u7684\u8f6c\u5316\u91cf\u4ee5\u5b9e\u73b0\u7edf\u8ba1\u610f\u4e49<\/li>\n<li data-source-line=\"87-87\">\u8425\u9500\u5e73\u53f0\u4e4b\u95f4\u7684\u96c6\u6210\u80fd\u529b<\/li>\n<li data-source-line=\"88-89\">\u8de8\u6765\u6e90\u7684\u6e05\u6d01\u3001\u4e00\u81f4\u7684\u6570\u636e<\/li>\n<\/ul>\n<h4 id=\"2.-selecting-the-right-technology\" tabindex=\"-1\" data-source-line=\"90-90\"><span class=\"ez-toc-section\" id=\"2_Selecting_the_Right_Technology\"><\/span>2. \u9009\u62e9\u6b63\u786e\u7684\u6280\u672f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u5b9e\u73b0\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6709\u51e0\u79cd\u6280\u672f\u9009\u62e9\uff1a\n<ul data-source-line=\"94-98\">\n<li data-source-line=\"94-94\"><strong>\u8425\u9500\u5206\u6790\u5e73\u53f0<\/strong>\uff1aGoogle Analytics 4\u3001Adobe Analytics \u7b49\u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u5185\u7f6e\u7684\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u529f\u80fd\u3002<\/li>\n<li data-source-line=\"95-95\"><strong>\u4e13\u4e1a\u5f52\u56e0\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u4e13\u7528\u5f52\u56e0\u5e73\u53f0\u63d0\u4f9b\u66f4\u590d\u6742\u7684\u5efa\u6a21\u548c\u8de8\u6e20\u9053\u529f\u80fd\u3002<\/li>\n<li data-source-line=\"96-96\"><strong>\u5b9a\u5236\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u62e5\u6709\u6570\u636e\u79d1\u5b66\u8d44\u6e90\u7684\u7ec4\u7ec7\u53ef\u4ee5\u6839\u636e\u5176\u7279\u5b9a\u9700\u6c42\u6784\u5efa\u4e13\u6709\u5f52\u56e0\u6a21\u578b\u3002<\/li>\n<li data-source-line=\"97-98\"><strong>\u8425\u9500\u7ec4\u5408\u6a21\u578b\u6574\u5408<\/strong>\uff1a\u4e00\u4e9b\u7ec4\u7ec7\u5c06\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4e0e\u8425\u9500\u7ec4\u5408\u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u4ee5\u83b7\u5f97\u6218\u672f\u548c\u6218\u7565\u6d1e\u5bdf\u3002<\/li>\n<\/ul>\n<h4 id=\"3.-implementation-process\" tabindex=\"-1\" data-source-line=\"99-99\"><span class=\"ez-toc-section\" id=\"3_Implementation_Process\"><\/span>3.\u5b9e\u65bd\u8fc7\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u5178\u578b\u7684\u5b9e\u65bd\u8fc7\u7a0b\u5305\u62ec\uff1a\n<ul data-source-line=\"103-108\">\n<li data-source-line=\"103-103\"><strong>\u6570\u636e\u5ba1\u8ba1<\/strong>\uff1a\u5ba1\u67e5\u73b0\u6709\u6570\u636e\u6e90\u5e76\u627e\u51fa\u5dee\u8ddd<\/li>\n<li data-source-line=\"104-104\"><strong>\u8ddf\u8e2a\u8bbe\u7f6e<\/strong>\uff1a\u8de8\u6e20\u9053\u5b9e\u65bd\u4e00\u81f4\u8ddf\u8e2a<\/li>\n<li data-source-line=\"105-105\"><strong>\u6a21\u578b\u914d\u7f6e<\/strong>\uff1a\u8bbe\u7f6e\u5177\u6709\u9002\u5f53\u56de\u6eaf\u7a97\u53e3\u548c\u8f6c\u5316\u4e8b\u4ef6\u7684\u5f52\u56e0\u6a21\u578b<\/li>\n<li data-source-line=\"106-106\"><strong>\u9a8c\u8bc1<\/strong>\uff1a\u5c06\u7ed3\u679c\u4e0e\u73b0\u6709\u5f52\u56e0\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u901a\u8fc7\u53d7\u63a7\u5b9e\u9a8c\u8fdb\u884c\u9a8c\u8bc1<\/li>\n<li data-source-line=\"107-108\"><strong>\u7ec4\u7ec7\u534f\u8c03<\/strong>\uff1a\u786e\u4fdd\u5229\u76ca\u76f8\u5173\u8005\u4e86\u89e3\u65b0\u7684\u65b9\u6cd5\u548c\u6307\u6807<\/li>\n<\/ul>\n<h4 id=\"4.-organizational-considerations\" tabindex=\"-1\" data-source-line=\"109-109\"><span class=\"ez-toc-section\" id=\"4_Organizational_Considerations\"><\/span>4.\u7ec4\u7ec7\u8003\u8651<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\u6210\u529f\u5b9e\u65bd\u8fd8\u9700\u8981\u7ec4\u7ec7\u534f\u8c03\uff1a\n<ul data-source-line=\"113-117\">\n<li data-source-line=\"113-113\"><strong>\u8de8\u804c\u80fd\u534f\u4f5c<\/strong>\uff1a\u786e\u4fdd\u8425\u9500\u3001\u5206\u6790\u548c IT \u56e2\u961f\u534f\u540c\u5de5\u4f5c<\/li>\n<li data-source-line=\"114-114\"><strong>\u6559\u80b2\u548c\u57f9\u8bad<\/strong>\uff1a\u5e2e\u52a9\u5229\u76ca\u76f8\u5173\u8005\u4e86\u89e3\u65b0\u7684\u5f52\u56e0\u65b9\u6cd5<\/li>\n<li data-source-line=\"115-115\"><strong>\u6d41\u7a0b\u96c6\u6210<\/strong>\uff1a\u5c06\u5f52\u56e0\u6d1e\u5bdf\u878d\u5165\u8425\u9500\u89c4\u5212\u548c\u4f18\u5316\u6d41\u7a0b<\/li>\n<li data-source-line=\"116-117\"><strong>\u53d8\u66f4\u7ba1\u7406<\/strong>\uff1a\u89e3\u51b3\u5bf9\u65b0\u6d4b\u91cf\u65b9\u6cd5\u7684\u62b5\u5236\uff0c\u7279\u522b\u662f\u5728\u65b0\u6a21\u5f0f\u4e0b\u7ee9\u6548\u8bc4\u4f30\u53ef\u80fd\u6709\u6240\u4e0d\u540c\u7684\u56e2\u961f<\/li>\n<\/ul>\n<h2 id=\"relevant-statistics\" tabindex=\"-1\" data-source-line=\"118-118\"><span class=\"ez-toc-section\" id=\"Relevant_Statistics\"><\/span>\u76f8\u5173\u7edf\u8ba1\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u6709\u6548\u6027\u5f97\u5230\u4e86\u4ee4\u4eba\u4fe1\u670d\u7684\u7edf\u8ba1\u6570\u636e\u7684\u652f\u6301\uff1a\n<ul data-source-line=\"122-128\">\n<li data-source-line=\"122-122\">\u4f7f\u7528\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u7684\u7ec4\u7ec7\u6bd4\u4f7f\u7528\u4f20\u7edf\u5f52\u56e0\u65b9\u6cd5\u7684\u7ec4\u7ec7\u5b9e\u73b0\u7684\u6295\u8d44\u56de\u62a5\u7387\u9ad8\u51fa 27%\uff08\u8c37\u6b4c\uff09<\/li>\n<li data-source-line=\"123-123\">72% \u7684\u8425\u9500\u4eba\u5458\u8868\u793a\uff0c\u51c6\u786e\u5f52\u56e0\u8425\u9500\u5de5\u4f5c\u9762\u4e34\u6311\u6218\uff08Gartner\uff09<\/li>\n<li data-source-line=\"124-124\">\u4e0e\u6700\u7ec8\u70b9\u51fb\u5f52\u56e0\u76f8\u6bd4\uff0c\u4f7f\u7528\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u8425\u9500\u4eba\u5458\u53ef\u4ee5\u8bc6\u522b\u51fa\u53d7\u4e0a\u5c42\u6f0f\u6597\u8425\u9500\u6d3b\u52a8\u5f71\u54cd\u7684\u8f6c\u5316\u6b21\u6570\u9ad8\u8fbe 140%\uff08Microsoft Advertising\uff09<\/li>\n<li data-source-line=\"125-125\">\u62e5\u6709\u6210\u719f\u5f52\u56e0\u5b9e\u8df5\u7684\u516c\u53f8\u66f4\u6709\u53ef\u80fd\u8d85\u8d8a\u6536\u5165\u76ee\u6807 (Forrester)<\/li>\n<li data-source-line=\"126-126\">61% \u7684\u8425\u9500\u4eba\u5458\u5c06\u201c\u6539\u5584\u8425\u9500\u8861\u91cf\u201d\u5217\u4e3a\u9996\u8981\u4efb\u52a1 (eMarketer)<\/li>\n<li data-source-line=\"127-128\">\u4ec5\u6709 17% \u7684\u7ec4\u7ec7\u5df2\u8fbe\u5230\u5f52\u56e0\u6210\u719f\u5ea6\u7684\u9ad8\u7ea7\u6c34\u5e73\uff08Analytic Partners\uff09<\/li>\n<\/ul>\n\u8fd9\u4e9b\u7edf\u8ba1\u6570\u636e\u51f8\u663e\u4e86\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u4ef7\u503c\u4ee5\u53ca\u7ec4\u7ec7\u63d0\u9ad8\u6d4b\u91cf\u80fd\u529b\u7684\u91cd\u5927\u673a\u9047\u3002\n<h2 id=\"expert-advice\" tabindex=\"-1\" data-source-line=\"131-131\"><span class=\"ez-toc-section\" id=\"Expert_Advice\"><\/span>\u4e13\u5bb6\u5efa\u8bae<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\u884c\u4e1a\u4e13\u5bb6\u5c31\u5982\u4f55\u6709\u6548\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff1aForrester Research \u9996\u5e2d\u5206\u6790\u5e08 Anjali Lai \u535a\u58eb\u5f3a\u8c03\u4e86\u6574\u4f53\u65b9\u6cd5\u7684\u91cd\u8981\u6027\uff1a\u201c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4e0d\u4ec5\u4ec5\u5173\u4e4e\u6a21\u578b\u672c\u8eab\uff0c\u8fd8\u5728\u4e8e\u521b\u5efa\u4e00\u4e2a\u878d\u5408\u591a\u79cd\u5206\u6790\u65b9\u6cd5\u7684\u8861\u91cf\u751f\u6001\u7cfb\u7edf\uff0c\u4ece\u5f52\u56e0\u5230\u589e\u91cf\u6d4b\u8bd5\u518d\u5230\u8425\u9500\u7ec4\u5408\u5efa\u6a21\u3002\u6700\u6210\u529f\u7684\u4f01\u4e1a\u4f1a\u4ee5\u4e92\u8865\u7684\u65b9\u5f0f\u8fd0\u7528\u8fd9\u4e9b\u65b9\u6cd5\u3002\u201d \u8c37\u6b4c\u9996\u5e2d\u8861\u91cf\u7b56\u7565\u5e08 Neil Hoyne \u5efa\u8bae\uff1a\u201c\u4ece\u4f60\u8bd5\u56fe\u89e3\u7b54\u7684\u4e1a\u52a1\u95ee\u9898\u5165\u624b\uff0c\u800c\u4e0d\u662f\u4ece\u5f52\u56e0\u6a21\u578b\u5165\u624b\u3002\u4e86\u89e3\u4f60\u9700\u8981\u505a\u51fa\u54ea\u4e9b\u51b3\u7b56\u5c06\u6307\u5bfc\u4f60\u9009\u62e9\u6700\u9002\u5408\u4f60\u4f01\u4e1a\u7684\u5f52\u56e0\u65b9\u6cd5\u3002\u201d OptiMine Software \u9996\u5e2d\u6267\u884c\u5b98 Matt Voda \u6307\u51fa\uff1a\u201c\u6211\u4eec\u770b\u5230\u6700\u5e38\u89c1\u7684\u9519\u8bef\u662f\u4f01\u4e1a\u56e0\u8ffd\u6c42\u5b8c\u7f8e\u7684\u5f52\u56e0\u800c\u9677\u5165\u56f0\u5883\u3002\u4ece\u4f60\u76ee\u524d\u53ef\u4ee5\u8861\u91cf\u7684\u5185\u5bb9\u5165\u624b\uff0c\u5efa\u7acb\u57fa\u51c6\uff0c\u5e76\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4e0d\u65ad\u63d0\u9ad8\u4f60\u7684\u8861\u91cf\u80fd\u529b\u3002\u201d\n<h2 id=\"practical-implementation-tips\" tabindex=\"-1\" data-source-line=\"141-141\"><span class=\"ez-toc-section\" id=\"Practical_Implementation_Tips\"><\/span>\u5b9e\u9645\u5b9e\u65bd\u6280\u5de7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\u5bf9\u4e8e\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u8425\u9500\u4eba\u5458\u6765\u8bf4\uff0c\u4ee5\u4e0b\u5b9e\u7528\u6280\u5de7\u53ef\u4ee5\u5e2e\u52a9\u786e\u4fdd\u6210\u529f\uff1a\n<ol data-source-line=\"145-160\">\n<li data-source-line=\"145-146\">\n<strong>\u4ece\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u5f00\u59cb<\/strong>\uff1a\u5728\u9009\u62e9\u6a21\u578b\u6216\u6280\u672f\u4e4b\u524d\uff0c\u660e\u786e\u60a8\u5e0c\u671b\u901a\u8fc7\u5f52\u56e0\u5b9e\u73b0\u4ec0\u4e48\u76ee\u6807\u3002\n<\/li>\n<li data-source-line=\"147-148\">\n<strong>\u5efa\u7acb\u6d4b\u91cf\u6cbb\u7406<\/strong>\uff1a\u6839\u636e\u5f52\u56e0\u6d1e\u5bdf\u521b\u5efa\u6e05\u6670\u7684\u6570\u636e\u6536\u96c6\u3001\u9a8c\u8bc1\u548c\u51b3\u7b56\u6d41\u7a0b\u3002\n<\/li>\n<li data-source-line=\"149-150\">\n<strong>\u6ce8\u91cd\u6e10\u8fdb\u5f0f\u6539\u8fdb<\/strong>\uff1a\u4e0d\u8981\u7b49\u5f85\u5b8c\u7f8e\u7684\u5f52\u56e0\uff0c\u800c\u662f\u5b9e\u65bd\u60a8\u4eca\u5929\u6240\u80fd\u5b9e\u65bd\u7684\uff0c\u5e76\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u9010\u6e10\u5b8c\u5584\u3002\n<\/li>\n<li data-source-line=\"151-152\">\n<strong>\u7ed3\u5408\u5b9e\u9a8c<\/strong>\uff1a\u4f7f\u7528\u63a7\u5236\u5b9e\u9a8c\u548c A\/B \u6d4b\u8bd5\u6765\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c\u5e76\u5efa\u7acb\u56e0\u679c\u5173\u7cfb\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u76f8\u5173\u6027\u3002\n<\/li>\n<li data-source-line=\"153-154\">\n<strong>\u8003\u8651\u7ebf\u4e0b\u6e20\u9053<\/strong>\uff1a\u4e0d\u8981\u5ffd\u89c6\u7ebf\u4e0b\u8425\u9500\u63a5\u89e6\u70b9\u2014\u2014\u5c3d\u53ef\u80fd\u5c06\u5b83\u4eec\u7eb3\u5165\u60a8\u7684\u5f52\u56e0\u6a21\u578b\u3002\n<\/li>\n<li data-source-line=\"155-156\">\n<strong>\u4e3a\u9690\u79c1\u53d8\u5316\u505a\u597d\u51c6\u5907<\/strong>\uff1a\u8bbe\u8ba1\u60a8\u7684\u5f52\u56e0\u65b9\u6cd5\uff0c\u4ee5\u9002\u5e94\u9690\u79c1\u6cd5\u89c4\u66f4\u4e25\u683c\u3001\u8ddf\u8e2a\u80fd\u529b\u66f4\u5c11\u7684\u4e16\u754c\u3002\n<\/li>\n<li data-source-line=\"157-158\">\n<strong>\u521b\u5efa\u53ef\u64cd\u4f5c\u7684\u4eea\u8868\u677f<\/strong>\uff1a\u786e\u4fdd\u4ee5\u80fd\u591f\u63a8\u52a8\u6e05\u6670\u7684\u8425\u9500\u884c\u52a8\u7684\u65b9\u5f0f\u5448\u73b0\u5f52\u56e0\u6d1e\u5bdf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u590d\u6742\u7684\u6570\u636e\u3002\n<\/li>\n<li data-source-line=\"159-160\">\n<strong>\u5b9a\u671f\u66f4\u65b0<\/strong>\uff1a\u968f\u7740\u8425\u9500\u7ec4\u5408\u3001\u5ba2\u6237\u884c\u4e3a\u548c\u4e1a\u52a1\u76ee\u6807\u7684\u53d1\u5c55\uff0c\u5ba1\u67e5\u5e76\u66f4\u65b0\u60a8\u7684\u5f52\u56e0\u6a21\u578b\u3002\n<\/li>\n<\/ol>\n<h2 id=\"case-study%3A-financial-services-company-transforms-marketing-efficiency\" tabindex=\"-1\" data-source-line=\"161-161\"><span class=\"ez-toc-section\" id=\"Case_Study_Financial_Services_Company_Transforms_Marketing_Efficiency\"><\/span>\u6848\u4f8b\u7814\u7a76\uff1a\u91d1\u878d\u670d\u52a1\u516c\u53f8\u8f6c\u578b\u8425\u9500\u6548\u7387<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\u4e00\u5bb6\u9886\u5148\u7684\u91d1\u878d\u670d\u52a1\u516c\u53f8\u96be\u4ee5\u7406\u89e3\u5176\u5728\u6570\u5b57\u548c\u4f20\u7edf\u6e20\u9053\u5f00\u5c55\u7684\u8425\u9500\u6d3b\u52a8\u7684\u771f\u6b63\u6548\u679c\u3002\u8be5\u516c\u53f8\u8fc7\u53bb\u4f7f\u7528\u7684\u201c\u6700\u7ec8\u70b9\u51fb\u5f52\u56e0\u201d\u65b9\u6cd5\uff0c\u660e\u663e\u9ad8\u4f30\u4e86\u6f0f\u6597\u5e95\u90e8\u7684\u6d3b\u52a8\uff0c\u540c\u65f6\u4f4e\u4f30\u4e86\u63d0\u5347\u8ba4\u77e5\u5ea6\u548c\u8d2d\u4e70\u610f\u5411\u7684\u52aa\u529b\u3002\u5728\u5b9e\u65bd\u4e86\u878d\u5408\u7ebf\u4e0a\u7ebf\u4e0b\u63a5\u89e6\u70b9\u7684\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u540e\uff0c\u8be5\u516c\u53f8\u53d1\u73b0\u4e86\u51e0\u4e2a\u5173\u952e\u6d1e\u5bdf\uff1a\n<ul data-source-line=\"167-170\">\n<li data-source-line=\"167-167\">\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u6d3b\u52a8\u4e4b\u524d\u88ab\u8ba4\u4e3a\u5728\u6700\u540e\u70b9\u51fb\u4e0b\u63a8\u52a8\u4e86 35% \u7684\u8f6c\u5316\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u5982\u679c\u8fdb\u884c\u51c6\u786e\u6d4b\u91cf\uff0c\u5b83\u53ea\u5f71\u54cd\u4e86 18% \u7684\u8f6c\u5316\u3002<\/li>\n<li data-source-line=\"168-168\">\u5c55\u793a\u5e7f\u544a\u5728\u201c\u6700\u540e\u70b9\u51fb\u201d\u6a21\u5f0f\u4e0b\u83b7\u5f97\u7684\u4fe1\u7528\u989d\u5ea6\u6700\u4f4e\uff0c\u4f46\u5b9e\u9645\u4e0a\u5374\u542f\u52a8\u4e86 22% \u7684\u5ba2\u6237\u65c5\u7a0b\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e86\u8f6c\u5316\u3002<\/li>\n<li data-source-line=\"169-170\">\u67d0\u4e9b\u6e20\u9053\u7ec4\u5408\uff08\u4f8b\u5982\u793e\u4ea4\u5a92\u4f53\u52a0\u4e0a\u641c\u7d22\uff09\u4ea7\u751f\u7684\u8f6c\u5316\u7387\u6bd4\u5355\u72ec\u4f7f\u7528\u4efb\u4e00\u6e20\u9053\u9ad8\u51fa 3 \u500d\u3002<\/li>\n<\/ul>\n\u57fa\u4e8e\u8fd9\u4e9b\u6d1e\u5bdf\uff0c\u8be5\u516c\u53f8\u91cd\u65b0\u5206\u914d\u4e8614.5\u4ebf\u7684\u8425\u9500\u9884\u7b97\uff0c\u964d\u4f4e\u4e86\u7535\u5b50\u90ae\u4ef6\u53d1\u9001\u9891\u7387\uff0c\u540c\u65f6\u589e\u52a0\u4e86\u5bf9\u9ad8\u6548\u5c55\u793a\u5e7f\u544a\u548c\u793e\u4ea4\u5a92\u4f53\u8425\u9500\u6d3b\u52a8\u7684\u6295\u5165\u3002\u4ed6\u4eec\u8fd8\u6253\u9020\u4e86\u65b0\u7684\u8de8\u6e20\u9053\u8425\u9500\u6d3b\u52a8\uff0c\u65e8\u5728\u5145\u5206\u5229\u7528\u5f52\u56e0\u5206\u6790\u53d1\u73b0\u7684\u534f\u540c\u6548\u5e94\u3002\u6700\u7ec8\u6210\u679c\u663e\u8457\uff1a\n<ul data-source-line=\"174-177\">\n<li data-source-line=\"174-174\">24% \u6574\u4f53\u8f6c\u5316\u7387\u63d0\u5347<\/li>\n<li data-source-line=\"175-175\">18% \u964d\u4f4e\u5ba2\u6237\u83b7\u53d6\u6210\u672c<\/li>\n<li data-source-line=\"176-177\">\u516d\u4e2a\u6708\u5185\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u63d0\u9ad8 31%<\/li>\n<\/ul>\n\u672c\u6848\u4f8b\u5c55\u793a\u4e86\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u5982\u4f55\u901a\u8fc7\u63d0\u4f9b\u5173\u4e8e\u771f\u6b63\u63a8\u52a8\u5ba2\u6237\u8f6c\u5316\u7684\u56e0\u7d20\u7684\u51c6\u786e\u6d1e\u5bdf\u6765\u6539\u53d8\u8425\u9500\u6548\u679c\u3002\n<h2 id=\"faqs\" tabindex=\"-1\" data-source-line=\"180-180\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>\u5e38\u89c1\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"what-is-data-driven-attribution%3F\" tabindex=\"-1\" data-source-line=\"182-182\"><span class=\"ez-toc-section\" id=\"What_is_data-driven_attribution\"><\/span>\u4ec0\u4e48\u662f\u6570\u636e\u9a71\u52a8\u5f52\u56e0\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u5f52\u56e0\u65b9\u6cd5\uff0c\u5b83\u5229\u7528\u673a\u5668\u5b66\u4e60\u548c\u7edf\u8ba1\u7b97\u6cd5\u6765\u786e\u5b9a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u6bcf\u4e2a\u8425\u9500\u63a5\u89e6\u70b9\u7684\u6743\u91cd\u3002\u4e0e\u57fa\u4e8e\u89c4\u5219\u7684\u5f52\u56e0\u6a21\u578b\u4e0d\u540c\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4f1a\u5206\u6790\u7279\u5b9a\u7684\u5ba2\u6237\u8f6c\u5316\u6a21\u5f0f\uff0c\u4ee5\u8ba1\u7b97\u6bcf\u4e2a\u63a5\u89e6\u70b9\u7684\u5b9e\u9645\u5f71\u54cd\u529b\u3002\n<h3 id=\"how-does-data-driven-attribution-differ-from-traditional-attribution-models%3F\" tabindex=\"-1\" data-source-line=\"185-185\"><span class=\"ez-toc-section\" id=\"How_does_data-driven_attribution_differ_from_traditional_attribution_models\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4e0e\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u6709\u4f55\u4e0d\u540c\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u9075\u5faa\u9884\u5148\u786e\u5b9a\u7684\u89c4\u5219\uff08\u4f8b\u5982\u9996\u6b21\u63a5\u89e6\u6216\u6700\u540e\u63a5\u89e6\uff09\uff0c\u65e0\u8bba\u60a8\u7684\u5177\u4f53\u6570\u636e\u5982\u4f55\uff0c\u90fd\u4f1a\u5e94\u7528\u76f8\u540c\u7684\u4fe1\u7528\u5206\u914d\u3002\u6570\u636e\u9a71\u52a8\u6a21\u578b\u4f1a\u5206\u6790\u60a8\u7684\u5b9e\u9645\u8f6c\u5316\u6a21\u5f0f\uff0c\u5e76\u6839\u636e\u5ba2\u6237\u65c5\u7a0b\u7684\u7edf\u8ba1\u5206\u6790\u6765\u786e\u5b9a\u6bcf\u4e2a\u63a5\u89e6\u70b9\u7684\u771f\u6b63\u5f71\u54cd\u3002\n<h3 id=\"what-data-is-required-for-data-driven-attribution%3F\" tabindex=\"-1\" data-source-line=\"188-188\"><span class=\"ez-toc-section\" id=\"What_data_is_required_for_data-driven_attribution\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u9700\u8981\u54ea\u4e9b\u6570\u636e\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u6709\u6548\u7684\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u9700\u8981\u5168\u9762\u8ffd\u8e2a\u6240\u6709\u8425\u9500\u63a5\u89e6\u70b9\u3001\u5ba2\u6237\u4e92\u52a8\u4ee5\u53ca\u8de8\u6e20\u9053\u7684\u8f6c\u5316\u4e8b\u4ef6\u3002\u8fd9\u901a\u5e38\u5305\u62ec\u6570\u5b57\u8425\u9500\u6570\u636e\uff08\u5e7f\u544a\u5c55\u793a\u3001\u70b9\u51fb\u3001\u7f51\u7ad9\u8bbf\u95ee\uff09\u3001CRM \u6570\u636e\uff0c\u4ee5\u53ca\u7406\u60f3\u60c5\u51b5\u4e0b\u7684\u7ebf\u4e0b\u63a5\u89e6\u70b9\u6570\u636e\uff08\u5982\u6709\uff09\u3002\u5927\u591a\u6570\u5e73\u53f0\u8fd8\u8981\u6c42\u8fbe\u5230\u6700\u4f4e\u8f6c\u5316\u91cf\u624d\u80fd\u8fbe\u5230\u7edf\u8ba1\u663e\u8457\u6027\u3002\n<h3 id=\"how-accurate-is-data-driven-attribution%3F\" tabindex=\"-1\" data-source-line=\"191-191\"><span class=\"ez-toc-section\" id=\"How_accurate_is_data-driven_attribution\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u51c6\u786e\u6027\u5982\u4f55\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u867d\u7136\u6ca1\u6709\u5b8c\u7f8e\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u4f46\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6bd4\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u578b\u51c6\u786e\u5f97\u591a\uff0c\u56e0\u4e3a\u5b83\u57fa\u4e8e\u5bf9\u5b9e\u9645\u8f6c\u5316\u6a21\u5f0f\u7684\u7edf\u8ba1\u5206\u6790\uff0c\u800c\u975e\u4efb\u610f\u89c4\u5219\u6765\u5206\u914d\u4fe1\u7528\u3002\u7814\u7a76\u8868\u660e\uff0c\u4e0e\u4f20\u7edf\u6a21\u578b\u76f8\u6bd4\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u53ef\u4ee5\u8bc6\u522b\u51fa\u66f4\u591a\u5f71\u54cd\u8f6c\u5316\u7684\u63a5\u89e6\u70b9\u3002\n<h3 id=\"how-can-data-driven-attribution-improve-marketing-roi%3F\" tabindex=\"-1\" data-source-line=\"194-194\"><span class=\"ez-toc-section\" id=\"How_can_data-driven_attribution_improve_marketing_ROI\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u5982\u4f55\u63d0\u9ad8\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u80fd\u591f\u66f4\u7cbe\u51c6\u5730\u6d1e\u5bdf\u54ea\u4e9b\u6e20\u9053\u3001\u8425\u9500\u6d3b\u52a8\u548c\u63a5\u89e6\u70b9\u771f\u6b63\u5f71\u54cd\u8f6c\u5316\uff0c\u4ece\u800c\u63d0\u5347\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u3002\u8fd9\u6709\u52a9\u4e8e\u66f4\u6709\u6548\u5730\u5206\u914d\u9884\u7b97\u3001\u4f18\u5316\u8425\u9500\u6d3b\u52a8\uff0c\u5e76\u52a0\u6df1\u5bf9\u5404\u6e20\u9053\u5728\u6574\u4e2a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u5982\u4f55\u534f\u540c\u5de5\u4f5c\u7684\u7406\u89e3\u3002\n<h2 id=\"academic-references\" tabindex=\"-1\" data-source-line=\"197-197\"><span class=\"ez-toc-section\" id=\"Academic_References\"><\/span>\u5b66\u672f\u53c2\u8003<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol data-source-line=\"199-208\">\n<li data-source-line=\"199-200\">\nAnderl, E.\u3001Becker, I.\u3001von Wangenheim, F. \u548c Schumann, JH (2016)\u3002\u201c\u7ed8\u5236\u5ba2\u6237\u65c5\u7a0b\u56fe\uff1a\u4ece\u57fa\u4e8e\u56fe\u8c31\u7684\u5728\u7ebf\u5f52\u56e0\u6a21\u578b\u4e2d\u6c72\u53d6\u7684\u7ecf\u9a8c\u6559\u8bad\u3002\u201d\u300a\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7\u300b\uff0c33(3)\uff0c457-474\u3002\n<\/li>\n<li data-source-line=\"201-202\">\nLi, H., &amp; Kannan, PK (2014). \u201c\u591a\u6e20\u9053\u5728\u7ebf\u8425\u9500\u73af\u5883\u4e2d\u7684\u8f6c\u5316\u5f52\u56e0\uff1a\u5b9e\u8bc1\u6a21\u578b\u4e0e\u5b9e\u5730\u5b9e\u9a8c\u3002\u201d\u300a\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7\u300b\uff0c51(1)\uff0c40-56\u3002\n<\/li>\n<li data-source-line=\"203-204\">\nAbhishek, V.\u3001Fader, P. \u548c Hosanagar, K. (2015)\u3002\u201c\u901a\u8fc7\u6f0f\u6597\u8fdb\u884c\u5a92\u4f53\u66dd\u5149\uff1a\u591a\u9636\u6bb5\u5f52\u56e0\u6a21\u578b\u3002\u201d SSRN \u63d0\u4f9b\uff1ahttps:\/\/ssrn.com\/abstract=2158421\n<\/li>\n<li data-source-line=\"205-206\">\nBarajas, J.\u3001Akella, R.\u3001Holtan, M. \u548c Flores, A. (2016)\u3002\u201c\u5e02\u573a\u4e2d\u5728\u7ebf\u5c55\u793a\u5e7f\u544a\u5f52\u56e0\u7684\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u4f30\u7b97\u3002\u201d\u300a\u8425\u9500\u79d1\u5b66\u300b\uff0c35(3)\uff0c465-483\u3002\n<\/li>\n<li data-source-line=\"207-208\">\nZantedeschi, D.\u3001Feit, EM \u548c Bradlow, ET (2017)\u3002\u201c\u8861\u91cf\u591a\u6e20\u9053\u5e7f\u544a\u54cd\u5e94\u3002\u201d\u300a\u7ba1\u7406\u79d1\u5b66\u300b\uff0c63(8)\uff0c2706-2728\u3002\n<\/li>\n<\/ol>\n<h2 id=\"conclusion\" tabindex=\"-1\" data-source-line=\"209-209\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\u7ed3\u8bba<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\u5728\u65e5\u76ca\u590d\u6742\u7684\u591a\u6e20\u9053\u73af\u5883\u4e2d\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u4ee3\u8868\u7740\u8425\u9500\u8861\u91cf\u7684\u672a\u6765\u3002\u901a\u8fc7\u5229\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5206\u6790\u5b9e\u9645\u7684\u8f6c\u5316\u6a21\u5f0f\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u6bd4\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u65b9\u6cd5\u66f4\u51c6\u786e\u5730\u7406\u89e3\u8425\u9500\u6548\u679c\u3002\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u4f18\u52bf\u663e\u800c\u6613\u89c1\u2014\u2014\u66f4\u7cbe\u51c6\u7684\u8861\u91cf\u3001\u4f18\u5316\u7684\u9884\u7b97\u5206\u914d\u3001\u66f4\u597d\u5730\u7406\u89e3\u6e20\u9053\u534f\u540c\u6548\u5e94\uff0c\u5e76\u6700\u7ec8\u63d0\u9ad8\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u3002\u6210\u529f\u90e8\u7f72\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u7ec4\u7ec7\u53ef\u4ee5\u901a\u8fc7\u66f4\u6709\u6548\u7684\u8425\u9500\u51b3\u7b56\u83b7\u5f97\u663e\u8457\u7684\u7ade\u4e89\u4f18\u52bf\u3002\u968f\u7740\u9690\u79c1\u6cd5\u89c4\u7684\u6f14\u53d8\u548c\u7b2c\u4e09\u65b9 Cookie \u7684\u9010\u6b65\u6dd8\u6c70\uff0c\u590d\u6742\u5f52\u56e0\u7684\u91cd\u8981\u6027\u53ea\u4f1a\u65e5\u76ca\u51f8\u663e\u3002\u8425\u9500\u4eba\u5458\u5fc5\u987b\u4e3a\u8fd9\u4e00\u672a\u6765\u505a\u597d\u51c6\u5907\uff0c\u91c7\u7528\u6570\u636e\u9a71\u52a8\u7684\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u591f\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u8861\u91cf\u6761\u4ef6\uff0c\u540c\u65f6\u63d0\u4f9b\u5bf9\u8425\u9500\u7ee9\u6548\u7684\u5b9d\u8d35\u6d1e\u5bdf\u3002\u5bf9\u4e8e\u5bfb\u6c42\u63d0\u5347\u8425\u9500\u8861\u91cf\u80fd\u529b\u5e76\u6700\u5927\u5316\u8de8\u6e20\u9053\u6295\u8d44\u56de\u62a5\u7387\u7684\u7ec4\u7ec7\u800c\u8a00\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u80fd\u591f\u5c06\u8861\u91cf\u7ed3\u679c\u4e0e\u5f53\u4eca\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b\u7684\u73b0\u5b9e\u60c5\u51b5\u76f8\u7ed3\u5408\u3002\u91c7\u7528\u8fd9\u79cd\u65b9\u6cd5\u7684\u7ec4\u7ec7\u5c06\u5728\u65e5\u76ca\u6570\u636e\u9a71\u52a8\u7684\u672a\u6765\u8425\u9500\u4e2d\u5360\u636e\u6709\u5229\u5730\u4f4d\uff0c\u53d6\u5f97\u6210\u529f\u3002\u5982\u9700\u83b7\u53d6\u66f4\u591a\u8d44\u6e90\u548c\u5de5\u5177\uff0c\u4ee5\u4fbf\u4e3a\u60a8\u7684\u7ec4\u7ec7\u5b9e\u65bd\u9ad8\u7ea7\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\uff0c\u00a0<a href=\"https:\/\/attrisight.com\/zh\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u89c6\u529b<\/a>\u00a0\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u8425\u9500\u6d4b\u91cf\u65b9\u9762\u7684\u5168\u9762\u652f\u6301\u548c\u4e13\u4e1a\u77e5\u8bc6\u3002","protected":false},"excerpt":{"rendered":"<p>\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u4ee3\u8868\u7740\u8425\u9500\u8861\u91cf\u6280\u672f\u7684\u524d\u6cbf\uff0c\u5b83\u8fd0\u7528\u5148\u8fdb\u7684\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5728\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7cbe\u51c6\u5730\u5c06\u8f6c\u5316\u7387\u8ba1\u5165\u3002\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u5f52\u56e0\u6a21\u578b\u4e0d\u540c\uff0c\u8fd9\u4e9b\u590d\u6742\u7684\u6a21\u578b\u4f1a\u5206\u6790\u6d77\u91cf\u6570\u636e\uff0c\u4ee5\u786e\u5b9a\u8425\u9500\u63a5\u89e6\u70b9\u7684\u5b9e\u9645\u5f71\u54cd\u3002\u672c\u6587\u63a2\u8ba8\u4e86\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u5de5\u4f5c\u539f\u7406\u53ca\u5176\u76f8\u5bf9\u4e8e\u5176\u4ed6\u5f52\u56e0\u6a21\u578b\u7684\u4f18\u52bf\u2026\u2026<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-273","post","type-post","status-publish","format-standard","hentry","category-attribution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data-Driven Attribution Models: The Future of Marketing Measurement - AttriSight<\/title>\n<meta name=\"description\" content=\"Explore how data-driven attribution models use machine learning to accurately measure marketing effectiveness, optimize budget allocation, and drive higher ROI across complex customer journeys.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/attrisight.com\/zh\/\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u672a\u6765\u8425\u9500\u8861\u91cf\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data-Driven Attribution Models: The Future of Marketing Measurement - AttriSight\" \/>\n<meta property=\"og:description\" content=\"Explore how data-driven attribution models use machine learning to accurately measure marketing effectiveness, optimize budget allocation, and drive higher ROI across complex customer journeys.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/attrisight.com\/zh\/\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u672a\u6765\u8425\u9500\u8861\u91cf\/\" \/>\n<meta property=\"og:site_name\" content=\"AttriSight\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-13T03:10:11+00:00\" \/>\n<meta name=\"author\" content=\"AttriSight\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\uff1a\u8425\u9500\u8861\u91cf\u7684\u672a\u6765 - AttriSight","description":"\u63a2\u7d22\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0\u6a21\u578b\u5982\u4f55\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u51c6\u786e\u8861\u91cf\u8425\u9500\u6548\u679c\u3001\u4f18\u5316\u9884\u7b97\u5206\u914d\u5e76\u5728\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b\u4e2d\u63d0\u9ad8\u6295\u8d44\u56de\u62a5\u7387\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/attrisight.com\/zh\/\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u672a\u6765\u8425\u9500\u8861\u91cf\/","og_locale":"zh_CN","og_type":"article","og_title":"Data-Driven Attribution Models: The Future of Marketing Measurement - AttriSight","og_description":"Explore how data-driven attribution models use machine learning to accurately measure marketing effectiveness, optimize budget allocation, and drive higher ROI across complex customer journeys.","og_url":"https:\/\/attrisight.com\/zh\/\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\u672a\u6765\u8425\u9500\u8861\u91cf\/","og_site_name":"AttriSight","article_published_time":"2025-05-13T03:10:11+00:00","author":"AttriSight","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":false},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/#article","isPartOf":{"@id":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/"},"author":{"name":"AttriSight","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160"},"headline":"Data-Driven Attribution Models: The Future of Marketing Measurement","datePublished":"2025-05-13T03:10:11+00:00","mainEntityOfPage":{"@id":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/"},"wordCount":2215,"publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"articleSection":["Marketing Attribution"],"inLanguage":"zh-Hans"},{"@type":"WebPage","@id":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/","url":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/","name":"\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u6a21\u578b\uff1a\u8425\u9500\u8861\u91cf\u7684\u672a\u6765 - AttriSight","isPartOf":{"@id":"https:\/\/attrisight.com\/en\/#website"},"datePublished":"2025-05-13T03:10:11+00:00","description":"\u63a2\u7d22\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0\u6a21\u578b\u5982\u4f55\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u51c6\u786e\u8861\u91cf\u8425\u9500\u6548\u679c\u3001\u4f18\u5316\u9884\u7b97\u5206\u914d\u5e76\u5728\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b\u4e2d\u63d0\u9ad8\u6295\u8d44\u56de\u62a5\u7387\u3002","breadcrumb":{"@id":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/attrisight.com\/ru\/%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%b0%d1%82%d1%80%d0%b8%d0%b1%d1%83%d1%86%d0%b8%d0%b8-%d0%bd%d0%b0-%d0%be%d1%81%d0%bd%d0%be%d0%b2%d0%b5-%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d1%85-%d0%b1%d1%83%d0%b4\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/attrisight.com\/en\/"},{"@type":"ListItem","position":2,"name":"Data-Driven Attribution Models: The Future of Marketing Measurement"}]},{"@type":"WebSite","@id":"https:\/\/attrisight.com\/en\/#website","url":"https:\/\/attrisight.com\/en\/","name":"AttriSight","description":"\u66f4\u667a\u80fd\u7684\u8425\u9500\u3002\u66f4\u5f3a\u7684\u9690\u79c1\u4fdd\u62a4\u3002\u66f4\u5c0f\u7684\u6570\u5b57\u8db3\u8ff9\u3002","publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/attrisight.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Organization","@id":"https:\/\/attrisight.com\/en\/#organization","name":"AttriSight","url":"https:\/\/attrisight.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/attrisight.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/03\/Untitled-design.png","contentUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/03\/Untitled-design.png","width":500,"height":500,"caption":"AttriSight"},"image":{"@id":"https:\/\/attrisight.com\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160","name":"AttriSight","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","caption":"AttriSight"},"sameAs":["https:\/\/attrisight.com"],"url":"https:\/\/attrisight.com\/zh\/author\/site-attrisight-com\/"}]}},"_links":{"self":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/273","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/comments?post=273"}],"version-history":[{"count":2,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/273\/revisions"}],"predecessor-version":[{"id":276,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/273\/revisions\/276"}],"wp:attachment":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media?parent=273"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/categories?post=273"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/tags?post=273"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}