{"id":152,"date":"2025-04-11T15:00:38","date_gmt":"2025-04-11T23:00:38","guid":{"rendered":"https:\/\/attrisight.com\/?p=152"},"modified":"2025-04-11T15:10:36","modified_gmt":"2025-04-11T23:10:36","slug":"%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0","status":"publish","type":"post","link":"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/","title":{"rendered":"\u8425\u9500\u5f52\u56e0\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u57fa\u7840\u77e5\u8bc6\u5230\u4e13\u5bb6\u6280\u5de7"},"content":{"rendered":"<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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Introduction_Why_Marketing_Attribution_Matters\" >\u5f15\u8a00\uff1a\u8425\u9500\u5f52\u56e0\u4e3a\u4f55\u91cd\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_1_Understanding_the_Fundamentals_of_Marketing_Attribution\" >\u7b2c\u4e00\u90e8\u5206\uff1a\u7406\u89e3\u8425\u9500\u5f52\u56e0\u7684\u57fa\u7840\u77e5\u8bc6<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#What_Is_Marketing_Attribution\" >\u4ec0\u4e48\u662f\u8425\u9500\u5f52\u56e0\uff1f<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#The_Business_Impact_of_Effective_Attribution\" >\u6709\u6548\u5f52\u56e0\u7684\u4e1a\u52a1\u5f71\u54cd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#How_Marketing_Attribution_Has_Evolved\" >\u8425\u9500\u5f52\u56e0\u5982\u4f55\u6f14\u53d8<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_2_Exploring_Attribution_Models_%E2%80%93_From_Basic_to_Advanced\" >\u7b2c\u4e8c\u90e8\u5206\uff1a\u63a2\u7d22\u5f52\u56e0\u6a21\u578b\u2014\u2014\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Single-Touch_Attribution_Models\" >\u5355\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#First-Touch_Attribution\" >\u9996\u6b21\u63a5\u89e6\u5f52\u56e0<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Last-Touch_Attribution\" >\u6700\u540e\u63a5\u89e6\u5f52\u56e0<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Multi-Touch_Attribution_Models\" >\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Linear_Attribution\" >\u7ebf\u6027\u5f52\u56e0<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Time-Decay_Attribution\" >\u65f6\u95f4\u8870\u51cf\u5f52\u56e0<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Position-Based_U-Shaped_Attribution\" >\u57fa\u4e8e\u4f4d\u7f6e\uff08U \u578b\uff09\u5f52\u56e0<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#W-Shaped_Attribution\" >W\u578b\u5f52\u56e0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Data-Driven_Attribution\" >\u6570\u636e\u9a71\u52a8\u5f52\u56e0<\/a><\/li><\/ul><\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_3_Implementing_Marketing_Attribution_%E2%80%93_A_Practical_Guide\" >\u7b2c\u4e09\u90e8\u5206\uff1a\u5b9e\u65bd\u8425\u9500\u5f52\u56e0\u2014\u2014\u5b9e\u7528\u6307\u5357<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_1_Define_Your_Business_Objectives\" >\u6b65\u9aa4 1\uff1a\u5b9a\u4e49\u60a8\u7684\u4e1a\u52a1\u76ee\u6807<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_2_Audit_Your_Current_Data_Collection\" >\u7b2c 2 \u6b65\uff1a\u5ba1\u6838\u5f53\u524d\u6570\u636e\u6536\u96c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_3_Select_the_Right_Attribution_Tools\" >\u6b65\u9aa43\uff1a\u9009\u62e9\u6b63\u786e\u7684\u5f52\u56e0\u5de5\u5177<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_4_Implement_Proper_Tracking\" >\u6b65\u9aa44\uff1a\u5b9e\u65bd\u9002\u5f53\u7684\u8ddf\u8e2a<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_5_Choose_and_Configure_Attribution_Models\" >\u6b65\u9aa4 5\uff1a\u9009\u62e9\u5e76\u914d\u7f6e\u5f52\u56e0\u6a21\u578b<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_6_Integrate_with_Your_Marketing_Technology_Stack\" >\u7b2c\u516d\u6b65\uff1a\u4e0e\u4f60\u7684\u8425\u9500\u6280\u672f\u6808\u96c6\u6210<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step_7_Establish_a_Testing_and_Validation_Framework\" >\u6b65\u9aa47\uff1a\u5efa\u7acb\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u6846\u67b6<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Common_Implementation_Challenges_and_Solutions\" >\u5e38\u89c1\u7684\u5b9e\u65bd\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848<\/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\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_4_Advanced_Attribution_Concepts_for_Marketing_Experts\" >\u7b2c\u56db\u90e8\u5206\uff1a\u9762\u5411\u8425\u9500\u4e13\u5bb6\u7684\u9ad8\u7ea7\u5f52\u56e0\u6982\u5ff5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Algorithmic_and_Machine_Learning-Based_Attribution\" >\u57fa\u4e8e\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u7684\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Cross-Device_and_Cross-Channel_Attribution\" >\u8de8\u8bbe\u5907\u548c\u8de8\u6e20\u9053\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Incremental_Attribution_and_Lift_Measurement\" >\u589e\u91cf\u5f52\u56e0\u548c\u63d0\u5347\u6d4b\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Multi-Touch_Attribution_in_a_Privacy-First_World\" >\u9690\u79c1\u81f3\u4e0a\u7684\u4e16\u754c\u4e2d\u7684\u591a\u70b9\u89e6\u63a7\u5f52\u56e0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_5_Future_Trends_in_Marketing_Attribution\" >\u7b2c\u4e94\u90e8\u5206\uff1a\u8425\u9500\u5f52\u56e0\u7684\u672a\u6765\u8d8b\u52bf<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#AI_and_Machine_Learning_Advancements\" >\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u6b65<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Integration_of_Online_and_Offline_Attribution\" >\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u6574\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Privacy-Centric_Attribution_Methods\" >\u4ee5\u9690\u79c1\u4e3a\u4e2d\u5fc3\u7684\u5f52\u56e0\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Real-Time_Attribution_and_Activation\" >\u5b9e\u65f6\u5f52\u56e0\u548c\u6fc0\u6d3b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_6_Practical_Application_Guide_%E2%80%93_Putting_Attribution_to_Work\" >\u7b2c\u516d\u90e8\u5206\uff1a\u5b9e\u9645\u5e94\u7528\u6307\u5357\u2014\u2014\u5c06\u5f52\u56e0\u4ed8\u8bf8\u5b9e\u8df5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Step-by-Step_Attribution_Implementation_Roadmap\" >\u5206\u6b65\u5f52\u56e0\u5b9e\u65bd\u8def\u7ebf\u56fe<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Attribution_for_Different_Business_Types\" >\u4e0d\u540c\u4e1a\u52a1\u7c7b\u578b\u7684\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Common_Attribution_Pitfalls_and_How_to_Avoid_Them\" >\u5e38\u89c1\u7684\u5f52\u56e0\u9677\u9631\u53ca\u5176\u907f\u514d\u65b9\u6cd5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_7_Case_Studies_and_Success_Stories\" >\u7b2c\u4e03\u90e8\u5206\uff1a\u6848\u4f8b\u7814\u7a76\u548c\u6210\u529f\u6848\u4f8b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Case_Study_1_Rogers_Communications_%E2%80%93_Transforming_Call_Attribution\" >\u6848\u4f8b\u7814\u7a76 1\uff1a\u7f57\u6770\u65af\u901a\u8baf\u516c\u53f8\u2014\u2014\u8f6c\u578b\u547c\u53eb\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Case_Study_2_Walks_of_Italy_%E2%80%93_Data-Driven_Attribution_Success\" >\u6848\u4f8b\u7814\u7a76 2\uff1aWalks of Italy\u2014\u2014\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u6210\u529f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Case_Study_3_Global_Retail_Brand_%E2%80%93_Incremental_Measurement_Integration\" >\u6848\u4f8b\u7814\u7a76 3\uff1a\u5168\u7403\u96f6\u552e\u54c1\u724c\u2014\u2014\u589e\u91cf\u6d4b\u91cf\u96c6\u6210<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Part_8_Tools_and_Resources_for_Attribution_Success\" >\u7b2c 8 \u90e8\u5206\uff1a\u6210\u529f\u5f52\u56e0\u7684\u5de5\u5177\u548c\u8d44\u6e90<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Analytics_and_Attribution_Platforms\" >\u5206\u6790\u548c\u5f52\u56e0\u5e73\u53f0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Technical_Implementation_Resources\" >\u6280\u672f\u5b9e\u65bd\u8d44\u6e90<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Learning_Resources_for_Attribution_Mastery\" >\u5f52\u56e0\u7cbe\u901a\u5b66\u4e60\u8d44\u6e90<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-47\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0\/#Conclusion_Mastering_Attribution_in_a_Complex_Marketing_Landscape\" >\u7ed3\u8bba\uff1a\u5728\u590d\u6742\u7684\u8425\u9500\u73af\u5883\u4e2d\u638c\u63e1\u5f52\u56e0<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"introduction%3A-why-marketing-attribution-matters\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Introduction_Why_Marketing_Attribution_Matters\"><\/span>\u5f15\u8a00\uff1a\u8425\u9500\u5f52\u56e0\u4e3a\u4f55\u91cd\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8425\u9500\u5f52\u56e0\u662f\u6570\u5b57\u65f6\u4ee3\u827a\u672f\u4e0e\u79d1\u5b66\u7684\u4ea4\u6c47\u70b9\u3002\u5b83\u8bc6\u522b\u54ea\u4e9b\u8425\u9500\u6d3b\u52a8\u771f\u6b63\u63a8\u52a8\u4e86\u6210\u679c\uff0c\u5e76\u5c06\u9002\u5f53\u7684\u529f\u52b3\u5f52\u4e8e\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6bcf\u4e2a\u63a5\u89e6\u70b9\u3002\u5728\u5f53\u4eca\u7684\u591a\u6e20\u9053\u4e16\u754c\u4e2d\uff0c\u4e86\u89e3\u54ea\u4e9b\u8425\u9500\u6d3b\u52a8\u5f71\u54cd\u4e86\u8f6c\u5316\u4e0d\u4ec5\u6709\u76ca\uff0c\u800c\u4e14\u5bf9\u4e8e\u4f01\u4e1a\u7684\u751f\u5b58\u548c\u53d1\u5c55\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u8425\u9500\u5f52\u56e0\u5c31\u50cf\u89e3\u4e00\u9053\u8c1c\u9898\uff1a\u5ba2\u6237\u5728\u505a\u51fa\u51b3\u5b9a\u4e4b\u524d\uff0c\u4f1a\u901a\u8fc7\u793e\u4ea4\u5a92\u4f53\u3001\u641c\u7d22\u5f15\u64ce\u3001\u7535\u5b50\u90ae\u4ef6\u3001\u5185\u5bb9\u548c\u7ebf\u4e0b\u6e20\u9053\u4e0e\u60a8\u7684\u54c1\u724c\u4e92\u52a8\u3002\u5f52\u56e0\u53ef\u4ee5\u5e2e\u52a9\u60a8\u4e86\u89e3\u8fd9\u9053\u8c1c\u9898\u4e2d\u54ea\u4e9b\u90e8\u5206\u5bf9\u63a8\u52a8\u8f6c\u5316\u6700\u5177\u5f71\u54cd\u529b\u3002<\/p>\n<p>\u8fd9\u672c\u5168\u9762\u7684\u6307\u5357\u5c06\u5e26\u60a8\u4ece\u8425\u9500\u5f52\u56e0\u7684\u57fa\u7840\u6982\u5ff5\u5230\u884c\u4e1a\u9886\u5bfc\u8005\u4f7f\u7528\u7684\u9ad8\u7ea7\u6280\u672f\u3002\u6211\u4eec\u5c06\u63a2\u7d22\u4ece\u57fa\u7840\u6a21\u578b\u5230\u5c16\u7aef AI \u5e94\u7528\u7684\u6240\u6709\u5185\u5bb9\uff0c\u5e76\u63d0\u4f9b\u5b9e\u9645\u6848\u4f8b\u548c\u5207\u5b9e\u53ef\u884c\u7684\u89c1\u89e3\u3002<\/p>\n<p>\u65e0\u8bba\u60a8\u662f\u521a\u521a\u5f00\u59cb\u63a2\u7d22\u5f52\u56e0\uff0c\u8fd8\u662f\u5e0c\u671b\u5b8c\u5584\u73b0\u6709\u7b56\u7565\uff0c\u672c\u6307\u5357\u90fd\u80fd\u4e3a\u60a8\u63d0\u4f9b\u77e5\u8bc6\uff0c\u5e2e\u52a9\u60a8\u5f7b\u5e95\u6539\u53d8\u8861\u91cf\u548c\u4f18\u5316\u8425\u9500\u5de5\u4f5c\u7684\u65b9\u5f0f\u3002\u8ba9\u6211\u4eec\u5f00\u542f\u7cbe\u901a\u5f52\u56e0\u7684\u65c5\u7a0b\u3002<\/p>\n<h2 id=\"part-1%3A-understanding-the-fundamentals-of-marketing-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_1_Understanding_the_Fundamentals_of_Marketing_Attribution\"><\/span>\u7b2c\u4e00\u90e8\u5206\uff1a\u7406\u89e3\u8425\u9500\u5f52\u56e0\u7684\u57fa\u7840\u77e5\u8bc6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"what-is-marketing-attribution%3F\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"What_Is_Marketing_Attribution\"><\/span>\u4ec0\u4e48\u662f\u8425\u9500\u5f52\u56e0\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8425\u9500\u5f52\u56e0\u5206\u6790\u54ea\u4e9b\u63a5\u89e6\u70b9\u5f71\u54cd\u4e86\u5ba2\u6237\u7684\u8d2d\u4e70\u8def\u5f84\uff0c\u5e76\u4e3a\u6bcf\u6b21\u4e92\u52a8\u5206\u914d\u76f8\u5e94\u7684\u6743\u91cd\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u5b83\u6709\u52a9\u4e8e\u56de\u7b54\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u201c\u54ea\u4e9b\u8425\u9500\u5de5\u4f5c\u771f\u6b63\u6709\u6548\uff1f\u201d<\/p>\n<p>\u8bbe\u60f3\u4e00\u4e0b\u8fd9\u79cd\u5e38\u89c1\u7684\u573a\u666f\uff1a\u4e00\u4f4d\u6f5c\u5728\u5ba2\u6237\u901a\u8fc7 Instagram \u5e7f\u544a\u53d1\u73b0\u4e86\u60a8\u7684\u54c1\u724c\uff0c\u968f\u540e\u5728 Google \u4e0a\u641c\u7d22\u60a8\u7684\u54c1\u724c\u540d\u79f0\u5e76\u8bbf\u95ee\u4e86\u60a8\u7684\u7f51\u7ad9\uff0c\u5728\u63a5\u4e0b\u6765\u7684\u51e0\u5468\u5185\u6536\u5230\u4e86\u591a\u5c01\u7535\u5b50\u90ae\u4ef6\u7b80\u62a5\uff0c\u6700\u7ec8\u5728\u70b9\u51fb\u8bbf\u5ba2\u627e\u56de\u5e7f\u544a\u540e\u5b8c\u6210\u4e86\u8d2d\u4e70\u3002\u8fd9\u4e9b\u63a5\u89e6\u70b9\u4e2d\u7684\u54ea\u4e00\u4e2a\u5e94\u8be5\u5f52\u529f\u4e8e\u8f6c\u5316\uff1f\u5f52\u56e0\u63d0\u4f9b\u4e86\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u7684\u6846\u67b6\u3002<\/p>\n<p>\u8425\u9500\u5f52\u56e0\u7684\u6838\u5fc3\u5728\u4e8e\u5c06\u8425\u9500\u6d3b\u52a8\u4e0e\u4e1a\u52a1\u6210\u679c\u8054\u7cfb\u8d77\u6765\u3002\u5b83\u8d85\u8d8a\u4e86\u8bf8\u5982\u5c55\u793a\u6b21\u6570\u6216\u70b9\u8d5e\u4e4b\u7c7b\u7684\u865a\u8363\u6307\u6807\uff0c\u5728\u8425\u9500\u5de5\u4f5c\u4e0e\u521b\u6536\u4e4b\u95f4\u5efa\u7acb\u4e86\u6e05\u6670\u7684\u8054\u7cfb\u3002\u8fd9\u79cd\u8054\u7cfb\u4f7f\u8425\u9500\u4eba\u5458\u80fd\u591f\u4e86\u89e3\u54ea\u4e9b\u65b9\u6cd5\u6709\u6548\uff0c\u54ea\u4e9b\u65e0\u6548\uff0c\u4ee5\u53ca\u672a\u6765\u8d44\u6e90\u7684\u6295\u5165\u65b9\u5411\u3002<\/p>\n<h3 id=\"the-business-impact-of-effective-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"The_Business_Impact_of_Effective_Attribution\"><\/span>\u6709\u6548\u5f52\u56e0\u7684\u4e1a\u52a1\u5f71\u54cd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b9e\u65bd\u9002\u5f53\u7684\u5f52\u56e0\u5bf9\u8425\u9500\u6548\u679c\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\uff1a<\/p>\n<p><strong>1.\u4f18\u5316\u9884\u7b97\u5206\u914d<\/strong><\/p>\n<p>\u5982\u679c\u6ca1\u6709\u5f52\u56e0\u5206\u6790\uff0c\u9884\u7b97\u51b3\u7b56\u5f80\u5f80\u4f9d\u8d56\u4e8e\u76f4\u89c9\u6216\u4e0d\u5b8c\u6574\u7684\u6570\u636e\u3002\u4f01\u4e1a\u7ecf\u5e38\u4f1a\u53d1\u73b0\u81ea\u5df1\u5728\u4e00\u4e9b\u8868\u9762\u4e0a\u770b\u4f3c\u6210\u529f\uff0c\u4f46\u5b9e\u9645\u4e0a\u5374\u65e0\u6cd5\u5e26\u6765\u8f6c\u5316\u7684\u6e20\u9053\u4e0a\u6295\u5165\u4e86\u8fc7\u591a\u8d44\u91d1\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u4e00\u5bb6\u7535\u5546\u516c\u53f8\u53d1\u73b0\uff0c\u867d\u7136\u4ed6\u4eec\u7684Facebook\u5e7f\u544a\u83b7\u5f97\u4e86\u663e\u8457\u7684\u4e92\u52a8\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u63a8\u52a8\u9ad8\u4ef7\u503c\u8f6c\u5316\u7684\u5374\u662f\u4ed6\u4eec\u7684\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u6d3b\u52a8\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4f7f\u4ed6\u4eec\u80fd\u591f\u5c0630%\u7684\u793e\u4ea4\u5a92\u4f53\u9884\u7b97\u91cd\u65b0\u5206\u914d\u7ed9\u7535\u5b50\u90ae\u4ef6\u8425\u9500\uff0c\u6700\u7ec8\u5b9e\u73b0\u4e8642%\u7684\u6536\u5165\u589e\u957f\u3002<\/p>\n<p><strong>2. \u589e\u5f3a\u5ba2\u6237\u65c5\u7a0b\u7406\u89e3<\/strong><\/p>\n<p>\u5f52\u56e0\u63ed\u793a\u4e86\u6d88\u8d39\u8005\u5b9e\u9645\u7684\u8d2d\u4e70\u8fc7\u7a0b\uff0c\u8fd9\u901a\u5e38\u4e0e\u8425\u9500\u4eba\u5458\u7684\u5047\u8bbe\u4e0d\u540c\u3002\u7814\u7a76\u8868\u660e\uff0c\u6d88\u8d39\u8005\u5728\u505a\u51fa\u8d2d\u4e70\u51b3\u5b9a\u4e4b\u524d\uff0c\u5e73\u5747\u4f1a\u4e0e\u54c1\u724c\u4e92\u52a87-13\u6b21\u3002<\/p>\n<p>\u4e00\u5bb6\u7535\u4fe1\u516c\u53f8\u901a\u8fc7\u5f52\u56e0\u5206\u6790\u53d1\u73b0\uff0c\u867d\u7136\u7535\u89c6\u5e7f\u544a\u5e76\u6ca1\u6709\u76f4\u63a5\u63a8\u52a8\u8f6c\u5316\uff0c\u4f46\u5374\u663e\u8457\u63d0\u5347\u4e86\u540e\u7eed\u6570\u5b57\u5e7f\u544a\u7684\u6548\u679c\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u66f4\u597d\u5730\u534f\u8c03\u7535\u89c6\u548c\u6570\u5b57\u5e7f\u544a\u6d3b\u52a8\uff0c\u6700\u7ec8\u5c06\u6574\u4f53\u8f6c\u5316\u7387\u63d0\u9ad8\u4e86 23%\u3002<\/p>\n<p><strong>3.\u6539\u8fdb\u8425\u9500\u7b56\u7565<\/strong><\/p>\n<p>\u5f52\u56e0\u5c06\u8425\u9500\u4ece\u57fa\u4e8e\u76f4\u89c9\u7684\u5b9e\u8df5\u8f6c\u53d8\u4e3a\u6570\u636e\u9a71\u52a8\u7684\u5b66\u79d1\u3002\u5f53\u60a8\u4e86\u89e3\u54ea\u4e9b\u6e20\u9053\u5f71\u54cd\u7740\u4e70\u5bb6\u65c5\u7a0b\u7684\u54ea\u4e9b\u9636\u6bb5\u65f6\uff0c\u60a8\u5c31\u53ef\u4ee5\u5236\u5b9a\u66f4\u6709\u6548\u7684\u7b56\u7565\u3002<\/p>\n<p>\u4e00\u5bb6B2B\u8f6f\u4ef6\u516c\u53f8\u901a\u8fc7\u5f52\u56e0\u5206\u6790\u53d1\u73b0\uff0c\u5c3d\u7ba1\u884c\u4e1a\u7f51\u7edc\u7814\u8ba8\u4f1a\u5236\u4f5c\u6210\u672c\u9ad8\u6602\uff0c\u4f46\u5374\u5f71\u54cd\u4e86\u517667%\u7684\u4f01\u4e1a\u4ea4\u6613\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u52a0\u5927\u4e86\u9488\u5bf9\u7279\u5b9a\u884c\u4e1a\u7684\u7f51\u7edc\u7814\u8ba8\u4f1a\u5185\u5bb9\u7684\u6295\u8d44\uff0c\u6700\u7ec8\u4f7f\u5408\u683c\u9500\u552e\u6e20\u9053\u589e\u52a0\u4e8638%\u3002<\/p>\n<p><strong>4. \u6e05\u6670\u7684ROI\u6f14\u793a<\/strong><\/p>\n<p>\u5f52\u56e0\u6a21\u578b\u80fd\u591f\u63d0\u4f9b\u8425\u9500\u5bf9\u76c8\u5229\u8d21\u732e\u7684\u5177\u4f53\u8bc1\u636e\uff0c\u8fd9\u5bf9\u4e8e\u786e\u4fdd\u548c\u7ef4\u6301\u9884\u7b97\u81f3\u5173\u91cd\u8981\u3002\u636e Adobe \u79f0\uff0c\u4f7f\u7528\u9ad8\u7ea7\u5f52\u56e0\u6a21\u578b\u7684\u516c\u53f8\u53ef\u4ee5\u5c06\u8425\u9500\u6548\u7387\u63d0\u5347\u9ad8\u8fbe 30%\u3002<\/p>\n<h3 id=\"how-marketing-attribution-has-evolved\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"How_Marketing_Attribution_Has_Evolved\"><\/span>\u8425\u9500\u5f52\u56e0\u5982\u4f55\u6f14\u53d8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e86\u89e3\u5f52\u56e0\u7684\u6f14\u53d8\u4e3a\u5f53\u524d\u7684\u5b9e\u8df5\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u80cc\u666f\uff1a<\/p>\n<p><strong>\u65e9\u671f\uff082010 \u5e74\u4e4b\u524d\uff09<\/strong>\uff1a\u5f52\u56e0\u4e3b\u8981\u5c40\u9650\u4e8e\u6700\u7ec8\u70b9\u51fb\u6a21\u578b\uff0c\u5176\u4e2d\u8f6c\u5316\u524d\u7684\u6700\u540e\u4e00\u4e2a\u63a5\u89e6\u70b9\u5360\u636e\u4e86100%\u7684\u529f\u52b3\u3002\u6570\u5b57\u8425\u9500\u4eba\u5458\u5bf9\u5ba2\u6237\u65c5\u7a0b\u7684\u4e86\u89e3\u6709\u9650\uff0c\u8fd9\u5e38\u5e38\u5bfc\u81f4\u6295\u8d44\u504f\u5411\u6f0f\u6597\u5e95\u90e8\u7684\u7b56\u7565\u3002<\/p>\n<p><strong>\u4e2d\u671f\uff082010-2015\uff09<\/strong>\uff1a\u968f\u7740\u6570\u5b57\u8425\u9500\u7684\u6210\u719f\uff0c\u591a\u89e6\u70b9\u5f52\u56e0\u6a21\u578b\u5e94\u8fd0\u800c\u751f\uff0c\u8be5\u6a21\u578b\u8ba4\u8bc6\u5230\u591a\u4e2a\u63a5\u89e6\u70b9\u4f1a\u5f71\u54cd\u8f6c\u5316\u7387\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u57fa\u4e8e\u89c4\u5219\uff0c\u5e76\u672a\u8003\u8651\u5230\u6bcf\u4e2a\u4f01\u4e1a\u7684\u72ec\u7279\u7279\u5f81\u3002<\/p>\n<p><strong>\u73b0\u4ee3\u65f6\u671f\uff082015-2020\uff09<\/strong>\uff1a\u6570\u636e\u9a71\u52a8\u548c\u7b97\u6cd5\u5f52\u56e0\u6a21\u578b\u65e5\u76ca\u53d7\u5230\u9752\u7750\uff0c\u5b83\u4eec\u5229\u7528\u673a\u5668\u5b66\u4e60\uff0c\u6839\u636e\u5b9e\u9645\u5ba2\u6237\u884c\u4e3a\u800c\u975e\u9884\u8bbe\u89c4\u5219\u8fdb\u884c\u4fe1\u7528\u5206\u914d\u3002\u8fd9\u4e9b\u6a21\u578b\u5f00\u59cb\u878d\u5408\u8de8\u8bbe\u5907\u884c\u4e3a\u548c\u7ebf\u4e0a\/\u7ebf\u4e0b\u4e92\u52a8\u3002<\/p>\n<p><strong>\u5f53\u524d\u5f62\u52bf\uff082020 \u5e74\u81f3\u4eca\uff09<\/strong>\uff1a\u5f52\u56e0\u6280\u672f\u65e5\u76ca\u590d\u6742\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u66f4\u6df1\u5165\u7684\u6d1e\u5bdf\u3002\u7136\u800c\uff0c\u7531\u4e8e\u9690\u79c1\u6cd5\u89c4\u7684\u51fa\u53f0\u3001\u7b2c\u4e09\u65b9 Cookie \u7684\u51cf\u5c11\uff0c\u4ee5\u53ca\u8de8\u8d8a\u591a\u8bbe\u5907\u548c\u6e20\u9053\u7684\u5ba2\u6237\u65c5\u7a0b\u65e5\u76ca\u590d\u6742\uff0c\u5f52\u56e0\u9886\u57df\u4e5f\u9762\u4e34\u66f4\u591a\u6311\u6218\u3002<\/p>\n<p>\u8fd9\u4e00\u6f14\u53d8\u7ed9\u6211\u4eec\u4e0a\u4e86\u91cd\u8981\u7684\u4e00\u8bfe\uff1a\u5f52\u56e0\u5e76\u975e\u4e00\u6210\u4e0d\u53d8\u3002\u5b83\u4f1a\u968f\u7740\u6280\u672f\u8fdb\u6b65\u3001\u6d88\u8d39\u8005\u884c\u4e3a\u7684\u6539\u53d8\u4ee5\u53ca\u9690\u79c1\u683c\u5c40\u7684\u53d8\u5316\u800c\u4e0d\u65ad\u53d1\u5c55\u3002\u7d27\u8ddf\u5f52\u56e0\u65b9\u6cd5\u7684\u6b65\u4f10\u5bf9\u4e8e\u63d0\u5347\u8425\u9500\u6548\u679c\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h2 id=\"part-2%3A-exploring-attribution-models---from-basic-to-advanced\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_2_Exploring_Attribution_Models_%E2%80%93_From_Basic_to_Advanced\"><\/span>\u7b2c\u4e8c\u90e8\u5206\uff1a\u63a2\u7d22\u5f52\u56e0\u6a21\u578b\u2014\u2014\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5f52\u56e0\u6a21\u578b\u662f\u7528\u4e8e\u786e\u5b9a\u5982\u4f55\u5c06\u9500\u552e\u548c\u8f6c\u5316\u7684\u529f\u52b3\u5206\u914d\u7ed9\u5ba2\u6237\u65c5\u7a0b\u4e2d\u5404\u4e2a\u63a5\u89e6\u70b9\u7684\u6846\u67b6\u3002\u4e0d\u540c\u7684\u6a21\u578b\u6709\u4e0d\u540c\u7684\u7528\u9014\uff0c\u4e86\u89e3\u5b83\u4eec\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\u5bf9\u4e8e\u9009\u62e9\u9002\u5408\u60a8\u4e1a\u52a1\u7684\u65b9\u6cd5\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h3 id=\"single-touch-attribution-models\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Single-Touch_Attribution_Models\"><\/span>\u5355\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"first-touch-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"First-Touch_Attribution\"><\/span>\u9996\u6b21\u63a5\u89e6\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a100% \u7684\u8f6c\u5316\u529f\u52b3\u5f52\u4e8e\u5ba2\u6237\u4e0e\u4e4b\u4ea4\u4e92\u7684\u7b2c\u4e00\u4e2a\u63a5\u89e6\u70b9\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5f53\u5173\u6ce8\u6f0f\u6597\u9876\u7aef\u7684\u8ba4\u77e5\u6d3b\u52a8\u6216\u8bc4\u4f30\u54ea\u4e9b\u6e20\u9053\u6700\u6709\u6548\u5730\u5411\u65b0\u5ba2\u6237\u4ecb\u7ecd\u60a8\u7684\u54c1\u724c\u65f6\uff0c\u9996\u6b21\u63a5\u89e6\u5f52\u56e0\u5f88\u6709\u4ef7\u503c\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u6613\u4e8e\u5b9e\u65bd\u548c\u7406\u89e3<\/li>\n<li>\u91cd\u70b9\u4ecb\u7ecd\u54ea\u4e9b\u6e20\u9053\u5728\u5ba2\u6237\u83b7\u53d6\u65b9\u9762\u8868\u73b0\u4f18\u5f02<\/li>\n<li>\u4e13\u6ce8\u4e8e\u5173\u952e\u7684\u521d\u59cb\u54c1\u724c\u53d1\u73b0<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u5ffd\u7565\u6240\u6709\u5f71\u54cd\u51b3\u7b56\u7684\u540e\u7eed\u63a5\u89e6\u70b9<\/li>\n<li>\u8fc7\u5206\u91cd\u89c6\u8ba4\u77e5\u6e20\u9053\uff0c\u800c\u5ffd\u89c6\u4e86\u4ee5\u8f6c\u5316\u4e3a\u4e2d\u5fc3\u7684\u6e20\u9053<\/li>\n<li>\u63d0\u4f9b\u4e0d\u5b8c\u6574\u7684\u5ba2\u6237\u65c5\u7a0b\u89c6\u56fe<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u5bb6\u5c45\u7528\u54c1\u96f6\u552e\u5546\u901a\u8fc7\u9996\u6b21\u63a5\u89e6\u5f52\u56e0\u53d1\u73b0\uff0c\u5c3d\u7ba1 Pinterest \u7684\u76f4\u63a5\u8f6c\u5316\u7387\u76f8\u5bf9\u8f83\u4f4e\uff0c\u4f46\u5b83\u662f\u5176\u5efa\u7acb\u521d\u59cb\u54c1\u724c\u77e5\u540d\u5ea6\u6700\u6709\u6548\u7684\u6e20\u9053\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u52a0\u5927\u4e86\u5bf9 Pinterest \u5185\u5bb9\u7684\u6295\u8d44\uff0c\u6700\u7ec8\u4f7f\u65b0\u5ba2\u6237\u83b7\u53d6\u91cf\u63d0\u5347\u4e86 27%\u3002<\/p>\n<h4 id=\"last-touch-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Last-Touch_Attribution\"><\/span>\u6700\u540e\u63a5\u89e6\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a100% \u7684\u8f6c\u5316\u529f\u52b3\u5f52\u4e8e\u8f6c\u5316\u524d\u7684\u6700\u540e\u4e00\u4e2a\u63a5\u89e6\u70b9\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5728\u8bc4\u4f30\u6f0f\u6597\u5e95\u90e8\u7684\u6d3b\u52a8\u6216\u786e\u5b9a\u54ea\u4e9b\u6e20\u9053\u6700\u6709\u6548\u5730\u8fbe\u6210\u4ea4\u6613\u65f6\uff0c\u6700\u540e\u63a5\u89e6\u5f52\u56e0\u5f88\u6709\u7528\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u6613\u4e8e\u5b9e\u65bd\u5e76\u5f97\u5230\u5206\u6790\u5e73\u53f0\u7684\u5e7f\u6cdb\u652f\u6301<\/li>\n<li>\u7a81\u51fa\u8f6c\u5316\u9a71\u52a8\u6e20\u9053<\/li>\n<li>\u4e0e\u4f20\u7edf\u7684\u4ee5\u9500\u552e\u4e3a\u4e2d\u5fc3\u7684\u6307\u6807\u4fdd\u6301\u4e00\u81f4<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u5b8c\u5168\u5ffd\u7565\u4e86\u5ba2\u6237\u65c5\u7a0b\u4e2d\u65e9\u671f\u63a5\u89e6\u70b9\u7684\u4f5c\u7528<\/li>\n<li>\u53ef\u80fd\u5bfc\u81f4\u5bf9\u5e95\u90e8\u6f0f\u6597\u7b56\u7565\u7684\u8fc7\u5ea6\u6295\u8d44\uff0c\u800c\u727a\u7272\u4e86\u77e5\u540d\u5ea6<\/li>\n<li>\u4e0d\u80fd\u53cd\u6620\u590d\u6742\u8d2d\u4e70\u51b3\u7b56\u7684\u73b0\u5b9e<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u5728\u7ebf\u6559\u80b2\u516c\u53f8\u4f7f\u7528\u6700\u7ec8\u5f52\u56e0\u6280\u672f\uff0c\u53d1\u73b0\u9488\u5bf9\u8bfe\u7a0b\u653e\u5f03\u8005\u7684\u7535\u5b50\u90ae\u4ef6\u518d\u8425\u9500\u6d3b\u52a8\u5728\u63a8\u52a8\u8f6c\u5316\u65b9\u9762\u7684\u6548\u679c\u6bd4\u4ed6\u4eec\u4e4b\u524d\u9884\u60f3\u7684\u8981\u9ad8\u51fa 4.3 \u500d\u3002\u8fd9\u4fc3\u4f7f\u4ed6\u4eec\u589e\u52a0\u4e86\u5bf9\u653e\u5f03\u8d2d\u7269\u8f66\u90ae\u4ef6\u5e8f\u5217\u7684\u6295\u8d44\uff0c\u6700\u7ec8\u5c06\u6f5c\u5728\u9500\u552e\u635f\u5931\u7684\u6062\u590d\u7387\u63d0\u5347\u81f3 31%\u3002<\/p>\n<h3 id=\"multi-touch-attribution-models\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Multi-Touch_Attribution_Models\"><\/span>\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"linear-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Linear_Attribution\"><\/span>\u7ebf\u6027\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6bcf\u4e2a\u63a5\u89e6\u70b9\u90fd\u83b7\u5f97\u540c\u7b49\u7684\u91cd\u89c6\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5f53\u60a8\u60f3\u5e73\u8861\u5730\u67e5\u770b\u6240\u6709\u63a5\u89e6\u70b9\uff0c\u6216\u8005\u5f53\u60a8\u8fd8\u4e0d\u786e\u5b9a\u54ea\u4e9b\u63a5\u89e6\u70b9\u6700\u91cd\u8981\u65f6\uff0c\u7ebf\u6027\u5f52\u56e0\u975e\u5e38\u6709\u6548\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u627f\u8ba4\u6240\u6709\u63a5\u89e6\u70b9\u90fd\u6709\u52a9\u4e8e\u8f6c\u5316<\/li>\n<li>\u6613\u4e8e\u7406\u89e3\u5e76\u5411\u5229\u76ca\u76f8\u5173\u8005\u89e3\u91ca<\/li>\n<li>\u63d0\u4f9b\u6bd4\u5355\u70b9\u89e6\u63a7\u6a21\u578b\u66f4\u5e73\u8861\u7684\u89c6\u56fe<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u4e0d\u533a\u5206\u9ad8\u5f71\u54cd\u529b\u548c\u4f4e\u5f71\u54cd\u529b\u7684\u63a5\u89e6\u70b9<\/li>\n<li>\u5c06\u6240\u6709\u4e92\u52a8\u89c6\u4e3a\u540c\u7b49\u91cd\u8981\uff0c\u4f46\u8fd9\u5f88\u5c11\u53cd\u6620\u73b0\u5b9e<\/li>\n<li>\u53ef\u80fd\u65e0\u6cd5\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u4f18\u5316\u89c1\u89e3<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u8f6f\u4ef6\u516c\u53f8\u5728\u5206\u6790\u590d\u6742\u7684 B2B \u9500\u552e\u5468\u671f\u65f6\uff0c\u91c7\u7528\u4e86\u7ebf\u6027\u5f52\u56e0\u5206\u6790\u65b9\u6cd5\uff0c\u53d1\u73b0\u4ea7\u54c1\u6f14\u793a\u7f51\u7edc\u7814\u8ba8\u4f1a\u867d\u7136\u901a\u5e38\u5e76\u975e\u9996\u6b21\u6216\u6700\u7ec8\u63a5\u89e6\uff0c\u4f46\u5374\u59cb\u7ec8\u5b58\u5728\u4e8e\u6210\u529f\u7684\u8f6c\u5316\u8def\u5f84\u4e2d\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u7b80\u5316\u4e86\u7f51\u7edc\u7814\u8ba8\u4f1a\u6ce8\u518c\u6d41\u7a0b\uff0c\u6700\u7ec8\u4f7f\u6f14\u793a\u53c2\u4e0e\u4eba\u6570\u589e\u52a0\u4e86 24%\u3002<\/p>\n<h4 id=\"time-decay-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Time-Decay_Attribution\"><\/span>\u65f6\u95f4\u8870\u51cf\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a\u4e0e\u8f6c\u5316\u66f4\u63a5\u8fd1\u7684\u63a5\u89e6\u70b9\u76f8\u6bd4\uff0c\u65e9\u671f\u7684\u63a5\u89e6\u70b9\u83b7\u5f97\u7684\u4fe1\u7528\u66f4\u591a\uff0c\u800c\u4ea4\u4e92\u53d1\u751f\u7684\u65f6\u95f4\u8d8a\u8fdc\uff0c\u4fe1\u7528\u5c31\u8d8a\u5c11\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5f53\u5206\u6790\u9500\u552e\u5468\u671f\u8f83\u77ed\u7684\u4ea7\u54c1\u6216\u65b0\u8fd1\u5ea6\u662f\u5f71\u54cd\u529b\u7684\u6709\u529b\u6307\u6807\u65f6\uff0c\u65f6\u95f4\u8870\u51cf\u5f52\u56e0\u6cd5\u975e\u5e38\u6709\u6548\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u8ba4\u8bc6\u5230\u6700\u8fd1\u7684\u63a5\u89e6\u70b9\u901a\u5e38\u5177\u6709\u66f4\u5927\u7684\u5f71\u54cd\u529b<\/li>\n<li>\u66f4\u597d\u5730\u53cd\u6620\u51b2\u52a8\u8d2d\u4e70\u6216\u77ed\u9500\u552e\u5468\u671f\u7684\u73b0\u5b9e<\/li>\n<li>\u4e0e\u4e0a\u6b21\u63a5\u89e6\u4e0d\u540c\uff0c\u4ecd\u53ef\u8bc6\u522b\u65e9\u671f\u63a5\u89e6\u70b9<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u53ef\u80fd\u4f1a\u4f4e\u4f30\u4e3a\u8f6c\u5316\u5960\u5b9a\u57fa\u7840\u7684\u91cd\u8981\u65e9\u671f\u63a5\u89e6\u70b9<\/li>\n<li>\u9700\u8981\u8bbe\u7f6e\u9002\u5f53\u7684\u65f6\u95f4\u8870\u51cf\u53c2\u6570<\/li>\n<li>\u5bf9\u4e8e\u65e9\u671f\u6559\u80b2\u81f3\u5173\u91cd\u8981\u7684\u957f\u9500\u552e\u5468\u671f\u6765\u8bf4\uff0c\u8fd9\u5e76\u4e0d\u7406\u60f3<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u5bf9\u4e8e\u51b3\u7b56\u5468\u671f\u901a\u5e38\u8f83\u77ed\u7684\u8ba2\u9605\u9910\u5305\u670d\u52a1\uff0c\u65f6\u95f4\u8870\u51cf\u5f52\u56e0\u8868\u660e\uff0c\u6ce8\u518c\u540e 48 \u5c0f\u65f6\u5185\u9605\u8bfb\u7684\u98df\u8c31\u535a\u5ba2\u6587\u7ae0\u5177\u6709\u5f88\u9ad8\u7684\u5f71\u54cd\u529b\uff0c\u8fd9\u4f7f\u5f97\u4ed6\u4eec\u5728\u8425\u9500\u7535\u5b50\u90ae\u4ef6\u4e2d\u66f4\u7a81\u51fa\u5730\u5c55\u793a\u8fd9\u4e9b\u5185\u5bb9\uff0c\u4ece\u800c\u4f7f\u8f6c\u5316\u7387\u63d0\u9ad8\u4e86 22%\u3002<\/p>\n<h4 id=\"position-based-(u-shaped)-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Position-Based_U-Shaped_Attribution\"><\/span>\u57fa\u4e8e\u4f4d\u7f6e\uff08U \u578b\uff09\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a40% \u5f52\u529f\u4e8e\u7b2c\u4e00\u6b21\u63a5\u89e6\uff0c40% \u5f52\u529f\u4e8e\u6700\u540e\u4e00\u6b21\u63a5\u89e6\uff0c\u5269\u4f59\u7684 20% \u5206\u5e03\u5728\u4e2d\u95f4\u63a5\u89e6\u70b9\u4e4b\u95f4\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5f53\u60a8\u60f3\u540c\u65f6\u5f3a\u8c03\u53d1\u73b0\u548c\u8f6c\u5316\uff0c\u540c\u65f6\u4ecd\u7136\u627f\u8ba4\u4e2d\u95f4\u63a5\u89e6\u70b9\u65f6\uff0cU \u5f62\u5f52\u56e0\u5f88\u6709\u4ef7\u503c\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u5e73\u8861\u54c1\u724c\u53d1\u73b0\u548c\u6700\u7ec8\u8f6c\u5316\u7684\u91cd\u8981\u6027<\/li>\n<li>\u4e0e\u5355\u70b9\u89e6\u6478\u6a21\u578b\u4e0d\u540c\uff0c\u4ecd\u7136\u8003\u8651\u4e2d\u95f4\u4ea4\u4e92<\/li>\n<li>\u6bd4\u7ebf\u6027\u5f52\u56e0\u66f4\u7ec6\u81f4\uff0c\u540c\u65f6\u4fdd\u6301\u76f8\u5bf9\u7b80\u5355<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u968f\u610f\u5206\u914d\u503c\uff0840\/20\/40\uff09\uff0c\u6ca1\u6709\u6570\u636e\u4f9d\u636e<\/li>\n<li>\u53ef\u80fd\u65e0\u6cd5\u51c6\u786e\u53cd\u6620\u4e2d\u95f4\u63a5\u89e6\u70b9\u7684\u5b9e\u9645\u5f71\u54cd<\/li>\n<li>\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u7b80\u5316\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u5b9e\u65bd U \u578b\u5f52\u56e0\u7684\u8c6a\u534e\u65c5\u6e38\u516c\u53f8\u53d1\u73b0\uff0c\u867d\u7136 Instagram \u5728\u9996\u6b21\u63a5\u89e6\u65b9\u9762\u6548\u679c\u663e\u8457\uff0c\u7535\u5b50\u90ae\u4ef6\u5728\u4fc3\u6210\u9500\u552e\u65b9\u9762\u4e5f\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\uff0c\u4f46\u4ed6\u4eec\u5173\u4e8e\u76ee\u7684\u5730\u4eae\u70b9\u7684\u7f51\u7edc\u7814\u8ba8\u4f1a\u7cfb\u5217\u5374\u88ab\u4f4e\u4f30\u4e86\u3002\u589e\u52a0\u5bf9\u8fd9\u4e9b\u7f51\u7edc\u7814\u8ba8\u4f1a\u7684\u6295\u8d44\u540e\uff0c\u5408\u683c\u6f5c\u5728\u5ba2\u6237\u7684\u751f\u6210\u7387\u63d0\u9ad8\u4e86 35%\u3002<\/p>\n<h4 id=\"w-shaped-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"W-Shaped_Attribution\"><\/span>W\u578b\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a30% \u5206\u522b\u5f52\u529f\u4e8e\u9996\u6b21\u63a5\u89e6\u3001\u6f5c\u5728\u5ba2\u6237\u521b\u9020\u63a5\u89e6\u548c\u673a\u4f1a\u521b\u9020\u63a5\u89e6\uff0c\u5269\u4f59\u7684 10% \u5206\u5e03\u5728\u5176\u4ed6\u63a5\u89e6\u70b9\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5f53\u4e13\u6ce8\u4e8e\u5177\u6709\u4e0d\u540c\u6f5c\u5728\u5ba2\u6237\u751f\u6210\u548c\u673a\u4f1a\u521b\u9020\u9636\u6bb5\u7684 B2B \u8425\u9500\u65f6\uff0cW \u578b\u5f52\u56e0\u662f\u7406\u60f3\u7684\u9009\u62e9\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u4e0e\u5178\u578b\u7684 B2B \u9500\u552e\u6e20\u9053\u4fdd\u6301\u4e00\u81f4<\/li>\n<li>\u627f\u8ba4\u4e09\u4e2a\u5173\u952e\u7684\u8f6c\u6362\u70b9<\/li>\n<li>\u6bd4 U \u578b\u66f4\u590d\u6742\uff0c\u9002\u5408\u590d\u6742\u7684\u9500\u552e<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u9700\u8981\u660e\u786e\u5b9a\u4e49\u9886\u5148\u548c\u673a\u4f1a\u9636\u6bb5<\/li>\n<li>\u53ef\u80fd\u5e76\u4e0d\u9002\u5408\u6240\u6709\u5546\u4e1a\u6a21\u5f0f<\/li>\n<li>\u6b63\u786e\u5b9e\u65bd\u8d77\u6765\u53ef\u80fd\u5f88\u590d\u6742<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u4e00\u4e2a\u5b9e\u65bd\u4e86 W \u578b\u5f52\u56e0\u7684\u8425\u9500\u81ea\u52a8\u5316\u5e73\u53f0\u53d1\u73b0\uff0c\u867d\u7136\u767d\u76ae\u4e66\u5728\u521d\u59cb\u8ba4\u77e5\u548c\u9500\u552e\u7535\u8bdd\u521b\u9020\u673a\u4f1a\u65b9\u9762\u6548\u679c\u663e\u8457\uff0c\u4f46\u6848\u4f8b\u7814\u7a76\u7f51\u7edc\u7814\u8ba8\u4f1a\u5728\u5c06\u666e\u901a\u7ebf\u7d22\u8f6c\u5316\u4e3a\u5408\u683c\u673a\u4f1a\u65b9\u9762\u6700\u4e3a\u6709\u6548\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u5728\u6269\u5c55\u6848\u4f8b\u7814\u7a76\u5185\u5bb9\u540e\uff0c\u8425\u9500\u5408\u683c\u7ebf\u7d22 (MQL) \u6570\u91cf\u589e\u52a0\u4e86 43%\u3002<\/p>\n<h3 id=\"data-driven-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Data-Driven_Attribution\"><\/span>\u6570\u636e\u9a71\u52a8\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6839\u636e\u63a5\u89e6\u70b9\u5bf9\u8f6c\u5316\u7684\u5b9e\u9645\u8d21\u732e\u52a8\u6001\u5730\u5206\u914d\u4fe1\u7528\uff0c\u5206\u6790\u6570\u5343\u4e2a\u5ba2\u6237\u65c5\u7a0b\u7684\u6a21\u5f0f\u3002<\/p>\n<p><strong>\u4f55\u65f6\u4f7f\u7528<\/strong>\uff1a\u5f53\u60a8\u62e5\u6709\u8db3\u591f\u7684\u6570\u636e\u91cf\u5e76\u5e0c\u671b\u83b7\u5f97\u5c3d\u53ef\u80fd\u6700\u51c6\u786e\u3001\u6700\u516c\u6b63\u7684\u5f52\u56e0\u65f6\uff0c\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u662f\u9996\u9009\u3002<\/p>\n<p><strong>\u4f18\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u6839\u636e\u5b9e\u9645\u6570\u636e\u800c\u4e0d\u662f\u4efb\u610f\u89c4\u5219\u5206\u914d\u4fe1\u7528<\/li>\n<li>\u4e0d\u65ad\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u5ba2\u6237\u884c\u4e3a<\/li>\n<li>\u63d0\u4f9b\u6700\u51c6\u786e\u7684\u63a5\u89e6\u70b9\u5f71\u54cd\u529b\u56fe\u666f<\/li>\n<li>\u8003\u8651\u63a5\u89e6\u70b9\u6570\u91cf\u3001\u4ea4\u4e92\u95f4\u9694\u65f6\u95f4\u548c\u8bbe\u5907\u4f7f\u7528\u60c5\u51b5\u7b49\u56e0\u7d20<\/li>\n<\/ul>\n<p><strong>\u7f3a\u70b9<\/strong>:<\/p>\n<ul>\n<li>\u9700\u8981\u5927\u91cf\u6570\u636e\u624d\u80fd\u6709\u6548\uff08\u901a\u5e38\u9700\u8981\u6570\u5343\u6b21\u8f6c\u6362\uff09<\/li>\n<li>\u53ef\u80fd\u662f\u4e00\u4e2a\u96be\u4ee5\u5411\u5229\u76ca\u76f8\u5173\u8005\u89e3\u91ca\u7684\u201c\u9ed1\u5323\u5b50\u201d<\/li>\n<li>\u901a\u5e38\u9700\u8981\u4e13\u95e8\u7684\u5de5\u5177\u6216\u5e73\u53f0<\/li>\n<li>\u53ef\u80fd\u9700\u8981\u5927\u91cf\u8ba1\u7b97<\/li>\n<\/ul>\n<p><strong>\u771f\u5b9e\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u5728\u7ebf\u96f6\u552e\u5546\u5b9e\u65bd\u4e86\u6570\u636e\u9a71\u52a8\u5f52\u56e0\uff0c\u53d1\u73b0\u5176\u535a\u5ba2\u5185\u5bb9\u7684\u5f71\u54cd\u529b\u8fdc\u8d85\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u578b\u9884\u6d4b\u3002\u8fd9\u4fc3\u4f7f\u5176\u5bf9\u5185\u5bb9\u8425\u9500\u65b9\u6cd5\u8fdb\u884c\u4e86\u6218\u7565\u6027\u8f6c\u53d8\uff0c\u6700\u7ec8\u4f7f\u5408\u683c\u6f5c\u5728\u5ba2\u6237\u6570\u91cf\u589e\u52a0\u4e86 27%\uff0c\u5355\u6b21\u8f6c\u5316\u6210\u672c\u964d\u4f4e\u4e86 19%\u3002<\/p>\n<h2 id=\"part-3%3A-implementing-marketing-attribution---a-practical-guide\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_3_Implementing_Marketing_Attribution_%E2%80%93_A_Practical_Guide\"><\/span>\u7b2c\u4e09\u90e8\u5206\uff1a\u5b9e\u65bd\u8425\u9500\u5f52\u56e0\u2014\u2014\u5b9e\u7528\u6307\u5357<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b9e\u65bd\u6709\u6548\u7684\u5f52\u56e0\u4e0d\u4ec5\u4ec5\u662f\u9009\u62e9\u6a21\u578b\uff0c\u5b83\u9700\u8981\u5468\u5bc6\u7684\u89c4\u5212\u3001\u5408\u9002\u7684\u5de5\u5177\u548c\u7ec4\u7ec7\u534f\u8c03\u3002\u672c\u8282\u63d0\u4f9b\u4e86\u6210\u529f\u5b9e\u65bd\u5f52\u56e0\u7684\u5b9e\u7528\u8def\u7ebf\u56fe\u3002<\/p>\n<h3 id=\"step-1%3A-define-your-business-objectives\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_1_Define_Your_Business_Objectives\"><\/span>\u6b65\u9aa4 1\uff1a\u5b9a\u4e49\u60a8\u7684\u4e1a\u52a1\u76ee\u6807<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u6df1\u5165\u7814\u7a76\u5f52\u56e0\u4e4b\u524d\uff0c\u8bf7\u5148\u660e\u786e\u5b9a\u4e49\u60a8\u60f3\u8981\u5b9e\u73b0\u7684\u76ee\u6807\uff1a<\/p>\n<ul>\n<li>\u786e\u5b9a\u54ea\u4e9b\u6e20\u9053\u53ef\u4ee5\u5438\u5f15\u6700\u6709\u4ef7\u503c\u7684\u5ba2\u6237<\/li>\n<li>\u4e86\u89e3\u4ece\u610f\u8bc6\u5230\u8d2d\u4e70\u7684\u5b8c\u6574\u5ba2\u6237\u65c5\u7a0b<\/li>\n<li>\u6839\u636e\u5b9e\u9645\u6548\u679c\u4f18\u5316\u8425\u9500\u652f\u51fa<\/li>\n<li>\u5411\u9886\u5bfc\u5c42\u5c55\u793a\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387<\/li>\n<\/ul>\n<p>\u5177\u4f53\u76ee\u6807\u53ef\u80fd\u5305\u62ec\u5c06\u6bcf\u6b21\u83b7\u53d6\u6210\u672c\u964d\u4f4e 20%\u3001\u4e86\u89e3\u54ea\u4e9b\u63a5\u89e6\u70b9\u4f1a\u5f71\u54cd\u9ad8\u4ef7\u503c\u5ba2\u6237\uff0c\u6216\u786e\u5b9a\u4e0d\u540c\u5ba2\u6237\u7fa4\u7684\u6700\u4f73\u6e20\u9053\u7ec4\u5408\u3002<\/p>\n<p><strong>\u4f8b\u5b50<\/strong>\uff1a\u4e00\u5bb6\u8ba2\u9605\u8f6f\u4ef6\u516c\u53f8\u5c06\u5176\u4e3b\u8981\u5f52\u56e0\u76ee\u6807\u5b9a\u4e49\u4e3a\u4e86\u89e3\u54ea\u4e9b\u8425\u9500\u6d3b\u52a8\u80fd\u591f\u5f71\u54cd\u5e74\u5ea6\u5408\u540c\u4ef7\u503c (ACV)\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8f6c\u5316\u91cf\u3002\u8fd9\u4e00\u660e\u786e\u76ee\u6807\u5e2e\u52a9\u4ed6\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u91cd\u8d28\u4e0d\u91cd\u91cf\u7684\u5f52\u56e0\u7cfb\u7edf\u3002<\/p>\n<h3 id=\"step-2%3A-audit-your-current-data-collection\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_2_Audit_Your_Current_Data_Collection\"><\/span>\u7b2c 2 \u6b65\uff1a\u5ba1\u6838\u5f53\u524d\u6570\u636e\u6536\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5bf9\u73b0\u6709\u7684\u8ddf\u8e2a\u548c\u6570\u636e\u6536\u96c6\u80fd\u529b\u8fdb\u884c\u5f7b\u5e95\u5ba1\u6838\uff1a<\/p>\n<ul>\n<li>\u6240\u6709\u8425\u9500\u6e20\u9053\u662f\u5426\u90fd\u6b63\u786e\u6807\u8bb0\u4e86 UTM \u53c2\u6570\uff1f<\/li>\n<li>\u60a8\u80fd\u8de8\u8bbe\u5907\u548c\u5e73\u53f0\u8ffd\u8e2a\u7528\u6237\u5417\uff1f<\/li>\n<li>\u60a8\u7684 CRM \u662f\u5426\u4e0e\u60a8\u7684\u8425\u9500\u5e73\u53f0\u96c6\u6210\uff1f<\/li>\n<li>\u60a8\u662f\u5426\u4e86\u89e3\u7ebf\u4e0a\u548c\u7ebf\u4e0b\u7684\u63a5\u89e6\u70b9\uff1f<\/li>\n<\/ul>\n<p>\u6b64\u6b21\u5ba1\u6838\u5c06\u63ed\u793a\u60a8\u7684\u8ddf\u8e2a\u57fa\u7840\u8bbe\u65bd\u4e2d\u5b58\u5728\u7684\u7f3a\u9677\uff0c\u8fd9\u4e9b\u7f3a\u9677\u9700\u8981\u5728\u5f52\u56e0\u6709\u6548\u4e4b\u524d\u89e3\u51b3\u3002<\/p>\n<p><strong>\u4f8b\u5b50<\/strong>\uff1a\u4e00\u5bb6\u96f6\u552e\u516c\u53f8\u5728\u5ba1\u8ba1\u8fc7\u7a0b\u4e2d\u53d1\u73b0\uff0c\u4ed6\u4eec\u7684\u5e97\u5185\u8d2d\u4e70\u6570\u636e\u5e76\u672a\u4e0e\u5176\u5728\u7ebf\u5ba2\u6237\u8d44\u6599\u5173\u8054\uff0c\u8fd9\u5728\u5f52\u56e0\u5206\u6790\u4e2d\u9020\u6210\u4e86\u91cd\u5927\u76f2\u70b9\u3002\u5b9e\u65bd\u5e26\u6709\u552f\u4e00\u5ba2\u6237 ID \u7684\u5fe0\u8bda\u5ea6\u8ba1\u5212\u6709\u52a9\u4e8e\u5f25\u8865\u8fd9\u4e00\u7f3a\u9677\u3002<\/p>\n<h3 id=\"step-3%3A-select-the-right-attribution-tools\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_3_Select_the_Right_Attribution_Tools\"><\/span>\u6b65\u9aa43\uff1a\u9009\u62e9\u6b63\u786e\u7684\u5f52\u56e0\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6839\u636e\u60a8\u7684\u9700\u6c42\u548c\u9884\u7b97\uff0c\u8bc4\u4f30\u5404\u79cd\u5f52\u56e0\u5de5\u5177\u548c\u5e73\u53f0\uff1a<\/p>\n<p><strong>\u5206\u6790\u5e73\u53f0<\/strong>:<\/p>\n<ul>\n<li>Google Analytics 4\uff08GA4\uff09\uff1a\u63d0\u4f9b\u57fa\u672c\u7684\u5f52\u56e0\u6a21\u578b\u548c\u6570\u636e\u9a71\u52a8\u6a21\u578b<\/li>\n<li>Adobe Analytics\uff1a\u901a\u8fc7\u8de8\u6e20\u9053\u5206\u6790\u63d0\u4f9b\u9ad8\u7ea7\u5f52\u56e0\u529f\u80fd<\/li>\n<\/ul>\n<p><strong>\u4e13\u7528\u5f52\u56e0\u89e3\u51b3\u65b9\u6848<\/strong>:<\/p>\n<ul>\n<li>Ruler Analytics\uff1a\u5c06\u533f\u540d\u8bbf\u5ba2\u6570\u636e\u4e0e CRM \u8bb0\u5f55\u8fde\u63a5\u8d77\u6765\uff0c\u5b9e\u73b0 B2B \u5f52\u56e0<\/li>\n<li>Rockerbox\uff1a\u901a\u8fc7\u7ebf\u4e0b\u6e20\u9053\u6574\u5408\u63d0\u4f9b\u591a\u70b9\u89e6\u63a7\u5f52\u56e0<\/li>\n<li>LeadsRx\uff1a\u4e13\u6ce8\u4e8e\u8de8\u6e20\u9053\u5f52\u56e0\uff0c\u5305\u62ec\u5e7f\u64ad\u5a92\u4f53<\/li>\n<\/ul>\n<p><strong>\u4f01\u4e1a\u8425\u9500\u5e73\u53f0<\/strong>:<\/p>\n<ul>\n<li>HubSpot\uff1a\u5728\u5176\u8425\u9500\u4e2d\u5fc3\u5185\u5305\u542b\u5f52\u56e0\u62a5\u544a<\/li>\n<li>Salesforce Marketing Cloud\uff1a\u63d0\u4f9b\u4e0e CRM \u76f8\u5173\u7684\u5f52\u56e0\u529f\u80fd<\/li>\n<\/ul>\n<p>\u5408\u9002\u7684\u5de5\u5177\u53d6\u51b3\u4e8e\u60a8\u7684\u4e1a\u52a1\u590d\u6742\u7a0b\u5ea6\u3001\u9884\u7b97\u548c\u73b0\u6709\u7684\u6280\u672f\u6808\u3002\u8bb8\u591a\u516c\u53f8\u6700\u521d\u4f7f\u7528 GA4 \u8fdb\u884c\u57fa\u672c\u5f52\u56e0\u5206\u6790\uff0c\u968f\u7740\u9700\u6c42\u7684\u4e0d\u65ad\u590d\u6742\u5316\uff0c\u9010\u6e10\u5347\u7ea7\u5230\u4e13\u7528\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h3 id=\"step-4%3A-implement-proper-tracking\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_4_Implement_Proper_Tracking\"><\/span>\u6b65\u9aa44\uff1a\u5b9e\u65bd\u9002\u5f53\u7684\u8ddf\u8e2a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u9009\u62e9\u5de5\u5177\u540e\uff0c\u91cd\u70b9\u5b9e\u73b0\u5f3a\u5927\u7684\u8ddf\u8e2a\uff1a<\/p>\n<p><strong>1. UTM\u53c2\u6570\u6807\u51c6\u5316<\/strong><\/p>\n<p>\u5728\u6240\u6709\u5e7f\u544a\u7cfb\u5217\u4e2d\u521b\u5efa\u5e76\u5f3a\u5236\u6267\u884c\u4e00\u81f4\u7684 UTM \u6807\u8bb0\u7ed3\u6784\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>utm_source\uff1a\u6d41\u91cf\u6765\u6e90\uff08\u8c37\u6b4c\u3001\u8138\u4e66\u3001\u9886\u82f1\uff09<\/li>\n<li>utm_medium\uff1a\u8425\u9500\u5a92\u4ecb\uff08cpc\u3001\u7535\u5b50\u90ae\u4ef6\u3001\u793e\u4ea4\uff09<\/li>\n<li>utm_campaign\uff1a\u6d3b\u52a8\u540d\u79f0\uff08spring_sale_2025\u3001product_launch\uff09<\/li>\n<li>utm_content\uff1a\u5e7f\u544a\u53d8\u4f53\u6216\u7279\u5b9a\u94fe\u63a5\uff08blue_banner\u3001newsletter_footer\uff09<\/li>\n<\/ul>\n<p><strong>2. \u8f6c\u5316\u8ddf\u8e2a\u8bbe\u7f6e<\/strong><\/p>\n<p>\u5bf9\u8d2d\u4e70\u4ee5\u5916\u7684\u6240\u6709\u6709\u4ef7\u503c\u7684\u884c\u4e3a\u5b9e\u65bd\u8ddf\u8e2a\uff1a<\/p>\n<ul>\n<li>\u6f5c\u5728\u5ba2\u6237\u8868\u5355\u63d0\u4ea4<\/li>\n<li>\u5185\u5bb9\u4e0b\u8f7d<\/li>\n<li>\u4ea7\u54c1\u6f14\u793a\u8bf7\u6c42<\/li>\n<li>\u7535\u5b50\u90ae\u4ef6\u6ce8\u518c<\/li>\n<li>\u6dfb\u52a0\u5230\u8d2d\u7269\u8f66\u64cd\u4f5c<\/li>\n<li>\u5e10\u6237\u521b\u5efa<\/li>\n<\/ul>\n<p><strong>3. \u7528\u6237ID\u5b9e\u73b0<\/strong><\/p>\n<p>\u8de8\u5e73\u53f0\u5efa\u7acb\u4e00\u81f4\u7684\u7528\u6237 ID\uff0c\u4ee5\u4fbf\u8de8\u8bbe\u5907\u548c\u4f1a\u8bdd\u8ffd\u8e2a\u4e2a\u4eba\u3002\u8fd9\u901a\u5e38\u9700\u8981\uff1a<\/p>\n<ul>\n<li>\u767b\u5f55\/\u8eab\u4efd\u9a8c\u8bc1\u7cfb\u7edf\u96c6\u6210<\/li>\n<li>Cookie \u6216\u672c\u5730\u5b58\u50a8\u5b9e\u73b0<\/li>\n<li>\u5e73\u53f0\u95f4\u4e00\u81f4\u7684ID\u4f20\u9012<\/li>\n<\/ul>\n<p><strong>4. \u7ebf\u4e0b\u63a5\u89e6\u70b9\u6574\u5408<\/strong><\/p>\n<p>\u521b\u5efa\u7cfb\u7edf\u6765\u6355\u83b7\u548c\u6574\u5408\u7ebf\u4e0b\u4e92\u52a8\uff1a<\/p>\n<ul>\n<li>\u5370\u5237\u6750\u6599\u7684\u81ea\u5b9a\u4e49 URL \u6216\u4e8c\u7ef4\u7801<\/li>\n<li>\u7528\u4e8e\u7535\u8bdd\u4e92\u52a8\u7684\u547c\u53eb\u8ddf\u8e2a\u53f7\u7801<\/li>\n<li>\u7528\u4e8e\u73b0\u573a\u6d3b\u52a8\u7b7e\u5230\u7684\u7cfb\u7edf<\/li>\n<li>\u7528\u4e8e\u5e97\u5185\u8d2d\u4e70\u7684 POS \u7cfb\u7edf\u96c6\u6210<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u57fa\u7840\u81f3\u5173\u91cd\u8981\u2014\u2014\u5f52\u56e0\u7684\u597d\u574f\u53d6\u51b3\u4e8e\u4e3a\u5176\u63d0\u4f9b\u7684\u6570\u636e\u3002<\/p>\n<h3 id=\"step-5%3A-choose-and-configure-attribution-models\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_5_Choose_and_Configure_Attribution_Models\"><\/span>\u6b65\u9aa4 5\uff1a\u9009\u62e9\u5e76\u914d\u7f6e\u5f52\u56e0\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ece\u8f83\u7b80\u5355\u7684\u6a21\u578b\u5f00\u59cb\uff0c\u9010\u6e10\u589e\u52a0\u590d\u6742\u7a0b\u5ea6\uff1a<\/p>\n<ol>\n<li>\u6700\u521d\u5b9e\u65bd\u9996\u6b21\u63a5\u89e6\u548c\u6700\u540e\u63a5\u89e6\u6a21\u578b\uff0c\u4ee5\u4e86\u89e3\u5ba2\u6237\u65c5\u7a0b\u7684\u201c\u4e66\u6321\u201d<\/li>\n<li>\u6dfb\u52a0\u7ebf\u6027\u5f52\u56e0\u4ee5\u83b7\u5f97\u6240\u6709\u63a5\u89e6\u70b9\u7684\u5e73\u8861\u89c6\u56fe<\/li>\n<li>\u5728\u66f4\u597d\u5730\u4e86\u89e3\u5178\u578b\u8f6c\u5316\u8def\u5f84\u540e\uff0c\u5b9e\u65bd\u57fa\u4e8e\u4f4d\u7f6e\u7684\u5f52\u56e0<\/li>\n<li>\u4e00\u65e6\u62e5\u6709\u8db3\u591f\u7684\u5386\u53f2\u6570\u636e\uff0c\u6700\u7ec8\u8f6c\u5411\u6570\u636e\u9a71\u52a8\u5f52\u56e0<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u5faa\u5e8f\u6e10\u8fdb\u7684\u65b9\u6cd5\u6709\u52a9\u4e8e\u5efa\u7acb\u60a8\u5bf9\u5f52\u56e0\u7cfb\u7edf\u7684\u4fe1\u5fc3\uff0c\u540c\u65f6\u4e0d\u65ad\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u3002<\/p>\n<p><strong>\u4f8b\u5b50<\/strong>\uff1a\u4e00\u5bb6\u7535\u5546\u516c\u53f8\u9996\u5148\u4ece Google Analytics \u7684\u201c\u6700\u7ec8\u70b9\u51fb\u201d\u6a21\u578b\u5165\u624b\uff0c\u7136\u540e\u5c06\u5176\u4e0e\u201c\u9996\u6b21\u70b9\u51fb\u201d\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u5168\u9762\u4e86\u89e3\u60c5\u51b5\u3002\u7ecf\u8fc7\u4e09\u4e2a\u6708\u7684\u6570\u636e\u6536\u96c6\uff0c\u4ed6\u4eec\u5b9e\u65bd\u4e86\u4e00\u4e2a\u57fa\u4e8e\u4f4d\u7f6e\u7684\u6a21\u578b\uff0c\u4ee5\u66f4\u597d\u5730\u53cd\u6620\u5ba2\u6237\u65c5\u7a0b\u3002\u5728\u79ef\u7d2f\u4e86\u4e00\u5e74\u7684\u8f6c\u5316\u6570\u636e\u540e\uff0c\u4ed6\u4eec\u6700\u7ec8\u91c7\u7528\u4e86\u6570\u636e\u9a71\u52a8\u7684\u6a21\u578b\u3002<\/p>\n<h3 id=\"step-6%3A-integrate-with-your-marketing-technology-stack\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_6_Integrate_with_Your_Marketing_Technology_Stack\"><\/span>\u7b2c\u516d\u6b65\uff1a\u4e0e\u4f60\u7684\u8425\u9500\u6280\u672f\u6808\u96c6\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f52\u56e0\u5e76\u975e\u5b64\u7acb\u5b58\u5728\u3002\u786e\u4fdd\u5f52\u56e0\u6570\u636e\u6d41\u5165\uff1a<\/p>\n<ul>\n<li>\u60a8\u7684 CRM \u7cfb\u7edf\u53ef\u5b9e\u73b0\u9500\u552e\u56e2\u961f\u7684\u53ef\u89c6\u6027<\/li>\n<li>\u81ea\u52a8\u51fa\u4ef7\u8c03\u6574\u7684\u5e7f\u544a\u5e73\u53f0<\/li>\n<li>\u7528\u4e8e\u6267\u884c\u62a5\u544a\u7684\u5546\u4e1a\u667a\u80fd\u5de5\u5177<\/li>\n<li>\u7528\u4e8e\u7ec6\u5206\u548c\u4e2a\u6027\u5316\u7684\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u5e73\u53f0<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u6574\u5408\u5c06\u5f52\u56e0\u4ece\u5206\u6790\u7ec3\u4e60\u8f6c\u53d8\u4e3a\u53ef\u64cd\u4f5c\u7684\u4e1a\u52a1\u5de5\u5177\u3002<\/p>\n<p><strong>\u4f8b\u5b50<\/strong>\uff1a\u4e00\u5bb6 B2B \u79d1\u6280\u516c\u53f8\u5c06\u5176\u5f52\u56e0\u6570\u636e\u4e0e Salesforce CRM \u96c6\u6210\uff0c\u4f7f\u9500\u552e\u4ee3\u8868\u80fd\u591f\u4e86\u89e3\u54ea\u4e9b\u8425\u9500\u63a5\u89e6\u70b9\u5f71\u54cd\u4e86\u6bcf\u6761\u6f5c\u5728\u5ba2\u6237\u3002\u8fd9\u79cd\u53ef\u89c6\u6027\u6539\u5584\u4e86\u9500\u552e\u4e0e\u8425\u9500\u7684\u534f\u8c03\uff0c\u5e76\u5e2e\u52a9\u9500\u552e\u4ee3\u8868\u6839\u636e\u6f5c\u5728\u5ba2\u6237\u5df2\u63a5\u89e6\u7684\u5185\u5bb9\u4e2a\u6027\u5316\u5730\u5f00\u5c55\u63a8\u5e7f\u6d3b\u52a8\u3002<\/p>\n<h3 id=\"step-7%3A-establish-a-testing-and-validation-framework\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step_7_Establish_a_Testing_and_Validation_Framework\"><\/span>\u6b65\u9aa47\uff1a\u5efa\u7acb\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3a\u786e\u4fdd\u5f52\u56e0\u51c6\u786e\u6027\uff0c\u8bf7\u5b9e\u65bd\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7 A\/B \u6d4b\u8bd5\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c<\/li>\n<li>\u589e\u91cf\u6d4b\u8bd5\u4ee5\u8861\u91cf\u6e20\u9053\u7684\u771f\u6b63\u63d0\u5347<\/li>\n<li>\u5b9a\u671f\u6bd4\u8f83\u4e0d\u540c\u7684\u5f52\u56e0\u6a21\u578b<\/li>\n<li>\u5b9a\u671f\u5ba1\u67e5\u5f52\u56e0\u6570\u636e\u4e0e\u4e1a\u52a1\u6210\u679c\u7684\u5173\u7cfb<\/li>\n<\/ul>\n<p>\u6b64\u9a8c\u8bc1\u8fc7\u7a0b\u5bf9\u4e8e\u7ef4\u62a4\u5bf9\u5f52\u56e0\u7cfb\u7edf\u7684\u4fe1\u4efb\u548c\u53ca\u65e9\u53d1\u73b0\u4efb\u4f55\u95ee\u9898\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p><strong>\u4f8b\u5b50<\/strong>\uff1a\u5f52\u56e0\u6570\u636e\u663e\u793a\u4ed8\u8d39\u641c\u7d22\u662f\u5176\u6700\u6709\u6548\u7684\u6e20\u9053\u540e\uff0c\u4e00\u5bb6\u65c5\u6e38\u516c\u53f8\u8fdb\u884c\u4e86\u4e00\u9879\u53d7\u63a7\u5b9e\u9a8c\uff0c\u5728\u7279\u5b9a\u5e02\u573a\u6682\u505c\u4e86\u4ed8\u8d39\u641c\u7d22\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u81ea\u7136\u641c\u7d22\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5f25\u8865\u4e86\u6682\u505c\u5e7f\u544a\u7684\u5f71\u54cd\uff0c\u8fd9\u8868\u660e\u4ed6\u4eec\u7684\u5f52\u56e0\u6a21\u578b\u9ad8\u4f30\u4e86\u4ed8\u8d39\u641c\u7d22\u7684\u8d21\u732e\u3002<\/p>\n<h3 id=\"common-implementation-challenges-and-solutions\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Common_Implementation_Challenges_and_Solutions\"><\/span>\u5e38\u89c1\u7684\u5b9e\u65bd\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u6570\u636e\u5b64\u5c9b\u6311\u6218<\/strong>\uff1a\u4e0d\u540c\u90e8\u95e8\u901a\u5e38\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\uff0c\u65e0\u6cd5\u6709\u6548\u5730\u5171\u4eab\u6570\u636e\u3002\u00a0<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u521b\u5efa\u7edf\u4e00\u7684\u6570\u636e\u6846\u67b6\uff0c\u53ef\u80fd\u4f7f\u7528\u5ba2\u6237\u6570\u636e\u5e73\u53f0 (CDP) \u6765\u6574\u5408\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u4fe1\u606f\u3002<\/p>\n<p><strong>\u8de8\u8bbe\u5907\u8ffd\u8e2a\u6311\u6218<\/strong>\uff1a\u968f\u7740\u5ba2\u6237\u5728\u8bbe\u5907\u4e4b\u95f4\u79fb\u52a8\uff0c\u4fdd\u6301\u4e00\u81f4\u7684\u7528\u6237\u8bc6\u522b\u53d8\u5f97\u56f0\u96be\u3002\u00a0<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u5b9e\u65bd\u7528\u6237 ID \u7cfb\u7edf\u5e76\u9f13\u52b1\u767b\u5f55\u4f53\u9a8c\u3002\u5728\u65e0\u6cd5\u5b9e\u73b0\u786e\u5b9a\u6027\u5339\u914d\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u6982\u7387\u5339\u914d\u6280\u672f\u3002<\/p>\n<p><strong>\u957f\u9500\u552e\u5468\u671f\u6311\u6218<\/strong>\uff1a\u5bf9\u4e8e B2B \u6216\u9ad8\u8003\u8651\u5ea6\u8d2d\u4e70\uff0c\u9500\u552e\u5468\u671f\u4f1a\u5ef6\u957f\u6570\u6708\uff0c\u8fd9\u4f7f\u5f97\u5f52\u56e0\u53d8\u5f97\u5177\u6709\u6311\u6218\u6027\u3002\u00a0<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u9488\u5bf9\u8fd9\u4e9b\u573a\u666f\uff0c\u5ef6\u957f\u5f52\u56e0\u56de\u987e\u671f\u5e76\u5b9e\u65bd\u81ea\u5b9a\u4e49\u5f52\u56e0\u903b\u8f91\u3002\u8003\u8651\u4f7f\u7528\u81ea\u5b9a\u4e49\u91cc\u7a0b\u7891\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6700\u7ec8\u8f6c\u5316\u3002<\/p>\n<p><strong>\u9690\u79c1\u6cd5\u89c4\u6311\u6218<\/strong>\uff1aGDPR\u3001CCPA \u548c\u5176\u4ed6\u9690\u79c1\u6cd5\u89c4\u9650\u5236\u4e86\u67d0\u4e9b\u8ddf\u8e2a\u529f\u80fd\u3002\u00a0<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u5c06\u91cd\u70b9\u8f6c\u5411\u7b2c\u4e00\u65b9\u6570\u636e\u548c\u57fa\u4e8e\u7528\u6237\u540c\u610f\u7684\u8ffd\u8e2a\u65b9\u6cd5\u3002\u5728\u9002\u5f53\u7684\u60c5\u51b5\u4e0b\u5b9e\u65bd\u670d\u52a1\u5668\u7aef\u8ffd\u8e2a\uff0c\u5e76\u5f00\u53d1\u57fa\u4e8e\u7fa4\u7ec4\u7684\u5206\u6790\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u7ec4\u7ec7\u62b5\u6297\u6311\u6218<\/strong>\uff1a\u56e2\u961f\u6210\u5458\u53ef\u80fd\u4f1a\u5bf9\u4e0e\u4ed6\u4eec\u7684\u76f4\u89c9\u76f8\u77db\u76fe\u7684\u5f52\u56e0\u7ed3\u679c\u6301\u6000\u7591\u6001\u5ea6\u3002\u00a0<strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u4ece\u5c0f\u5904\u7740\u624b\uff0c\u5efa\u7acb\u4fe1\u8a89\u3002\u9010\u6b65\u5f15\u5165\u5f52\u56e0\u6d1e\u5bdf\uff0c\u5e76\u4e0e\u4f20\u7edf\u6307\u6807\u76f8\u7ed3\u5408\u3002\u4f7f\u7528\u53d7\u63a7\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c\u3002<\/p>\n<h2 id=\"part-4%3A-advanced-attribution-concepts-for-marketing-experts\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_4_Advanced_Attribution_Concepts_for_Marketing_Experts\"><\/span>\u7b2c\u56db\u90e8\u5206\uff1a\u9762\u5411\u8425\u9500\u4e13\u5bb6\u7684\u9ad8\u7ea7\u5f52\u56e0\u6982\u5ff5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u968f\u7740\u5f52\u56e0\u6210\u719f\u5ea6\u7684\u63d0\u5347\uff0c\u63a2\u7d22\u9ad8\u7ea7\u6982\u5ff5\u53ef\u4ee5\u63d0\u5347\u60a8\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u5148\u8fdb\u7684\u65b9\u6cd5\u4ee3\u8868\u7740\u5f52\u56e0\u5b9e\u8df5\u7684\u524d\u6cbf\u3002<\/p>\n<h3 id=\"algorithmic-and-machine-learning-based-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Algorithmic_and_Machine_Learning-Based_Attribution\"><\/span>\u57fa\u4e8e\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u7684\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4f20\u7edf\u5f52\u56e0\u6a21\u578b\u8fd0\u7528\u9884\u5148\u786e\u5b9a\u7684\u89c4\u5219\u6765\u5206\u914d\u4fe1\u7528\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7b97\u6cd5\u5f52\u56e0\u5219\u5229\u7528\u673a\u5668\u5b66\u4e60\u6765\u5206\u6790\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\uff0c\u5e76\u786e\u5b9a\u6bcf\u4e2a\u63a5\u89e6\u70b9\u7684\u5b9e\u9645\u5f71\u54cd\u3002<\/p>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4f1a\u5206\u6790\u5927\u91cf\u7684\u5386\u53f2\u8f6c\u5316\u6570\u636e\uff0c\u8bc6\u522b\u51fa\u54ea\u4e9b\u63a5\u89e6\u70b9\u6700\u5177\u5f71\u54cd\u529b\u7684\u6a21\u5f0f\u3002\u8fd9\u4e9b\u7b97\u6cd5\u4f1a\u8003\u8651\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/p>\n<ul>\n<li>\u63a5\u89e6\u70b9\u987a\u5e8f\u548c\u65f6\u95f4<\/li>\n<li>\u7528\u6237\u4eba\u53e3\u7edf\u8ba1\u7279\u5f81<\/li>\n<li>\u8bbe\u5907\u548c\u6e20\u9053\u4e92\u52a8<\/li>\n<li>\u5185\u5bb9\u53c2\u4e0e\u5ea6\u6307\u6807<\/li>\n<li>\u8d2d\u4e70\u884c\u4e3a\u6a21\u5f0f<\/li>\n<\/ul>\n<p>\u7136\u540e\uff0c\u7b97\u6cd5\u5efa\u7acb\u6a21\u578b\uff0c\u9884\u6d4b\u6709\u548c\u6ca1\u6709\u6bcf\u4e2a\u63a5\u89e6\u70b9\u7684\u8f6c\u6362\u53ef\u80fd\u6027\uff0c\u786e\u5b9a\u5176\u771f\u6b63\u7684\u589e\u91cf\u503c\u3002<\/p>\n<p><strong>\u5173\u952e\u7b97\u6cd5\u65b9\u6cd5\u5305\u62ec<\/strong>:<\/p>\n<p><strong>\u9a6c\u5c14\u53ef\u592b\u94fe\u6a21\u578b<\/strong>\uff1a\u8fd9\u4e9b\u6982\u7387\u6a21\u578b\u53ef\u4ee5\u786e\u5b9a\u67d0\u4e9b\u63a5\u89e6\u70b9\u5b58\u5728\u6216\u7f3a\u5931\u65f6\u8f6c\u5316\u7684\u53ef\u80fd\u6027\u3002\u901a\u8fc7\u8ba1\u7b97\u79fb\u9664\u6548\u5e94\uff08\u79fb\u9664\u63a5\u89e6\u70b9\u540e\u8f6c\u5316\u6982\u7387\u7684\u53d8\u5316\uff09\uff0c\u5b83\u4eec\u53ef\u4ee5\u4e3a\u6bcf\u6b21\u4e92\u52a8\u5206\u914d\u9002\u5f53\u7684\u6743\u91cd\u3002<\/p>\n<p><strong>Shapley\u503c\u5f52\u56e0<\/strong>\uff1a\u8fd9\u79cd\u65b9\u6cd5\u501f\u9274\u4e86\u535a\u5f08\u8bba\uff0c\u6839\u636e\u6240\u6709\u53ef\u80fd\u7684\u63a5\u89e6\u70b9\u7ec4\u5408\u7684\u8fb9\u9645\u8d21\u732e\uff0c\u516c\u5e73\u5730\u5206\u914d\u6240\u6709\u6709\u8d21\u732e\u7684\u63a5\u89e6\u70b9\u7684\u529f\u52b3\u3002\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u4e8e\u7406\u89e3\u590d\u6742\u3001\u975e\u7ebf\u6027\u7684\u5ba2\u6237\u65c5\u7a0b\u5c24\u5176\u6709\u6548\u3002<\/p>\n<p><strong>\u56de\u5f52\u5206\u6790<\/strong>\uff1a\u591a\u5143\u56de\u5f52\u6a21\u578b\u8bc6\u522b\u63a5\u89e6\u70b9\u548c\u8f6c\u5316\u6982\u7387\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u63a7\u5236\u5404\u79cd\u56e0\u7d20\u4ee5\u9694\u79bb\u6bcf\u4e2a\u6e20\u9053\u7684\u771f\u5b9e\u5f71\u54cd\u3002<\/p>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u65f6\u5c1a\u96f6\u552e\u5546\u4f7f\u7528\u9a6c\u5c14\u53ef\u592b\u94fe\u6a21\u578b\u5b9e\u65bd\u4e86\u7b97\u6cd5\u5f52\u56e0\uff0c\u53d1\u73b0\u5176\u64ad\u5ba2\u8d5e\u52a9\uff08\u6b64\u524d\u88ab\u4f20\u7edf\u6a21\u578b\u4f4e\u4f30\uff09\u5b9e\u9645\u4e0a\u662f\u9ad8\u4ef7\u503c\u8f6c\u5316\u7684\u91cd\u8981\u9a71\u52a8\u529b\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u64ad\u5ba2\u8425\u9500\u9884\u7b97\u589e\u52a0\u4e86 40%\uff0c\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c\u4e5f\u56e0\u6b64\u63d0\u5347\u4e86 28%\u3002<\/p>\n<h3 id=\"cross-device-and-cross-channel-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Cross-Device_and_Cross-Channel_Attribution\"><\/span>\u8de8\u8bbe\u5907\u548c\u8de8\u6e20\u9053\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u73b0\u4ee3\u5ba2\u6237\u901a\u8fc7\u591a\u79cd\u8bbe\u5907\u548c\u6e20\u9053\u4e0e\u54c1\u724c\u4e92\u52a8\uff0c\u5e26\u6765\u4e86\u9700\u8981\u4e13\u95e8\u65b9\u6cd5\u7684\u590d\u6742\u5f52\u56e0\u6311\u6218\u3002<\/p>\n<p><strong>\u8de8\u8bbe\u5907\u5f52\u56e0\u6280\u672f<\/strong>:<\/p>\n<p><strong>\u786e\u5b9a\u6027\u5339\u914d<\/strong>\uff1a\u4f7f\u7528\u767b\u5f55\u51ed\u8bc1\u6216\u5ba2\u6237 ID \u6765\u660e\u786e\u5173\u8054\u8de8\u8bbe\u5907\u6d3b\u52a8\u3002\u867d\u7136\u51c6\u786e\u6027\u8f83\u9ad8\uff0c\u4f46\u4ec5\u9002\u7528\u4e8e\u5df2\u767b\u5f55\u7528\u6237\u3002<\/p>\n<p><strong>\u6982\u7387\u5339\u914d<\/strong>\uff1a\u4f7f\u7528\u7edf\u8ba1\u7b97\u6cd5\uff0c\u6839\u636e\u5e38\u89c1 IP \u5730\u5740\u3001\u4f4d\u7f6e\u6a21\u5f0f\u3001\u6d4f\u89c8\u884c\u4e3a\u548c\u5176\u4ed6\u4fe1\u53f7\u8fde\u63a5\u8bbe\u5907\u3002\u7cbe\u5ea6\u4f4e\u4e8e\u786e\u5b9a\u6027\u5339\u914d\uff0c\u4f46\u8986\u76d6\u8303\u56f4\u66f4\u5e7f\u3002<\/p>\n<p><strong>\u7edf\u4e00\u8eab\u4efd\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u50cf Unified ID 2.0 \u8fd9\u6837\u7684\u884c\u4e1a\u4e3e\u63aa\u63d0\u4f9b\u4e86\u53ef\u5728\u591a\u4e2a\u7f51\u7ad9\u548c\u8bbe\u5907\u4e0a\u8fd0\u884c\u7684 cookie \u66ff\u4ee3\u65b9\u6848\uff0c\u540c\u65f6\u4fdd\u6301\u9690\u79c1\u5408\u89c4\u6027\u3002<\/p>\n<p><strong>\u8de8\u6e20\u9053\u6574\u5408\u7b56\u7565<\/strong>:<\/p>\n<p><strong>\u7ebf\u4e0a\u5230\u7ebf\u4e0b\u8ffd\u8e2a<\/strong>\uff1a\u4f7f\u7528\u4ee5\u4e0b\u6280\u672f\u5c06\u6570\u5b57\u5370\u8c61\u4e0e\u5e97\u5185\u8bbf\u95ee\u6216\u8d2d\u4e70\u8054\u7cfb\u8d77\u6765\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u53ef\u9009\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u57fa\u4e8e\u4f4d\u7f6e\u7684\u76d1\u63a7<\/li>\n<li>\u8fde\u63a5\u7ebf\u4e0a\u5185\u5bb9\u548c\u7ebf\u4e0b\u4e92\u52a8\u7684\u4e8c\u7ef4\u7801<\/li>\n<li>\u8ffd\u8e2a\u7ebf\u4e0a\u548c\u5e97\u5185\u6d3b\u52a8\u7684\u5fe0\u8bda\u5ea6\u8ba1\u5212<\/li>\n<li>\u5c06\u6570\u5b57\u5e7f\u544a\u4e0e\u7535\u8bdd\u8f6c\u5316\u8054\u7cfb\u8d77\u6765\u7684\u547c\u53eb\u8ddf\u8e2a<\/li>\n<\/ul>\n<p><strong>\u5a92\u4f53\u7ec4\u5408\u6a21\u578b\u96c6\u6210<\/strong>\uff1a\u5c06\u7ec6\u7c92\u5ea6\u7684\u5f52\u56e0\u6570\u636e\u4e0e\u805a\u5408\u5a92\u4f53\u7ec4\u5408\u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u4ee5\u89e3\u91ca\u7535\u89c6\u3001\u5e7f\u64ad\u548c\u5e7f\u544a\u724c\u5e7f\u544a\u7b49\u4e0d\u53ef\u8ffd\u8e2a\u7684\u63a5\u89e6\u70b9\u3002<\/p>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u5b9e\u65bd\u8de8\u8bbe\u5907\u5f52\u56e0\u540e\uff0c\u4e00\u5bb6\u65c5\u6e38\u9884\u8ba2\u5e73\u53f0\u53d1\u73b0\uff0c62% \u7684\u5ba2\u6237\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u641c\u7d22\u9009\u9879\uff0c\u4f46\u5728\u684c\u9762\u7535\u8111\u4e0a\u5b8c\u6210\u9884\u8ba2\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u4f18\u5316\u79fb\u52a8\u4f53\u9a8c\uff0c\u4ee5\u63d0\u5347\u641c\u7d22\u4f53\u9a8c\u800c\u975e\u8f6c\u5316\u7387\uff0c\u6700\u7ec8\u5c06\u8de8\u8bbe\u5907\u8f6c\u5316\u7387\u63d0\u5347\u4e86 28%\u3002<\/p>\n<h3 id=\"incremental-attribution-and-lift-measurement\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Incremental_Attribution_and_Lift_Measurement\"><\/span>\u589e\u91cf\u5f52\u56e0\u548c\u63d0\u5347\u6d4b\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6700\u590d\u6742\u7684\u5f52\u56e0\u6982\u5ff5\u4e4b\u4e00\u662f\u589e\u91cf\u5f52\u56e0\u2014\u2014\u901a\u8fc7\u5c06\u7ed3\u679c\u4e0e\u5bf9\u7167\u7ec4\u8fdb\u884c\u6bd4\u8f83\u6765\u8861\u91cf\u8425\u9500\u6d3b\u52a8\u7684\u771f\u6b63\u589e\u91cf\u5f71\u54cd\u3002<\/p>\n<p><strong>\u5de5\u4f5c\u539f\u7406<\/strong>:<\/p>\n<ol>\n<li>\u521b\u5efa\u968f\u673a\u6d4b\u8bd5\u7ec4\u548c\u5bf9\u7167\u7ec4<\/li>\n<li>\u4ec5\u5411\u6d4b\u8bd5\u7ec4\u5c55\u793a\u7279\u5b9a\u7684\u8425\u9500\u6d3b\u52a8<\/li>\n<li>\u8861\u91cf\u5404\u7ec4\u4e4b\u95f4\u7684\u8f6c\u5316\u7387\u5dee\u5f02<\/li>\n<li>\u8ba1\u7b97\u8425\u9500\u6d3b\u52a8\u5e26\u6765\u7684\u771f\u6b63\u589e\u91cf\u63d0\u5347<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u56de\u7b54\u4e86\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u201c\u5982\u679c\u6ca1\u6709\u8fd9\u79cd\u7279\u5b9a\u7684\u8425\u9500\u52aa\u529b\uff0c\u54ea\u4e9b\u8f6c\u5316\u5c31\u4e0d\u4f1a\u53d1\u751f\uff1f\u201d<\/p>\n<p><strong>\u5173\u952e\u589e\u91cf\u6d4b\u8bd5\u65b9\u6cd5<\/strong>:<\/p>\n<p><strong>\u57fa\u4e8e\u5730\u7406\u7684\u5b9e\u9a8c<\/strong>\uff1a\u5728\u9009\u5b9a\u7684\u5730\u7406\u533a\u57df\u5f00\u5c55\u8425\u9500\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u4ed6\u533a\u57df\u4e0d\u53d8\uff0c\u4ee5\u8861\u91cf\u5dee\u5f02\u5f71\u54cd\u3002<\/p>\n<p><strong>\u4fdd\u7559\u6d4b\u8bd5<\/strong>\uff1a\u4ece\u7279\u5b9a\u7684\u8425\u9500\u6d3b\u52a8\u4e2d\u968f\u673a\u6392\u9664\u4e00\u5b9a\u6bd4\u4f8b\u7684\u53d7\u4f17\uff0c\u4ee5\u521b\u5efa\u4e00\u4e2a\u5bf9\u7167\u7ec4\u3002<\/p>\n<p><strong>\u5e7d\u7075\u51fa\u4ef7<\/strong>\uff1a\u53c2\u4e0e\u5e7f\u544a\u7ade\u6807\u4f46\u4e0d\u5b9e\u9645\u5c55\u793a\u5e7f\u544a\uff0c\u4ee5\u8861\u91cf\u6ca1\u6709\u5e7f\u544a\u66dd\u5149\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002<\/p>\n<p><strong>\u5339\u914d\u5e02\u573a\u6d4b\u8bd5<\/strong>\uff1a\u6bd4\u8f83\u5177\u6709\u4e0d\u540c\u8425\u9500\u5904\u7406\u7684\u7c7b\u4f3c\u5e02\u573a\u4ee5\u5206\u79bb\u56e0\u679c\u6548\u5e94\u3002<\/p>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u5728\u7ebf\u6559\u80b2\u516c\u53f8\u901a\u8fc7\u589e\u91cf\u5f52\u56e0\u6d4b\u8bd5\u53d1\u73b0\uff0c\u4ed6\u4eec\u7684\u8bbf\u5ba2\u627e\u56de\u8425\u9500\u6d3b\u52a8\u5c06\u8bb8\u591a\u672c\u6765\u5c31\u4f1a\u53d1\u751f\u7684\u8f6c\u5316\u5f52\u56e0\u4e8e\u81ea\u8eab\u3002\u901a\u8fc7\u51cf\u5c11\u8bbf\u5ba2\u627e\u56de\u652f\u51fa\u5e76\u91cd\u65b0\u5206\u914d\u5230\u6548\u679c\u66f4\u4f73\u7684\u6e20\u9053\uff0c\u4ed6\u4eec\u5c06\u6574\u4f53\u8f6c\u5316\u7387\u63d0\u9ad8\u4e86 15%\uff0c\u540c\u65f6\u5c06\u603b\u5e7f\u544a\u652f\u51fa\u51cf\u5c11\u4e86 22%\u3002<\/p>\n<h3 id=\"multi-touch-attribution-in-a-privacy-first-world\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Multi-Touch_Attribution_in_a_Privacy-First_World\"><\/span>\u9690\u79c1\u81f3\u4e0a\u7684\u4e16\u754c\u4e2d\u7684\u591a\u70b9\u89e6\u63a7\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740\u9690\u79c1\u6cd5\u89c4\u7684\u52a0\u5f3a\u548c\u7b2c\u4e09\u65b9 Cookie \u7684\u9010\u6e10\u6d88\u5931\uff0c\u5f52\u56e0\u9762\u4e34\u7740\u91cd\u5927\u6311\u6218\uff0c\u9700\u8981\u91c7\u53d6\u521b\u65b0\u65b9\u6cd5\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u65b9\u6570\u636e\u7b56\u7565<\/strong>:<\/p>\n<p><strong>\u5ba2\u6237\u6570\u636e\u5e73\u53f0\uff08CDP\uff09<\/strong>\uff1a\u5b9e\u65bd CDP \u6765\u7edf\u4e00\u7b2c\u4e00\u65b9\u6570\u636e\u6e90\uff0c\u65e0\u9700\u4f9d\u8d56\u7b2c\u4e09\u65b9 cookie \u5373\u53ef\u5168\u9762\u4e86\u89e3\u5ba2\u6237\u4e92\u52a8\u3002<\/p>\n<p><strong>\u4ef7\u503c\u4ea4\u6362\u5b9e\u65bd<\/strong>\uff1a\u4e3a\u7528\u6237\u521b\u9020\u8868\u660e\u8eab\u4efd\u7684\u4ee4\u4eba\u4fe1\u670d\u7684\u7406\u7531\uff0c\u4f8b\u5982\u4e2a\u6027\u5316\u63a8\u8350\u3001\u72ec\u5bb6\u5185\u5bb9\u6216\u589e\u5f3a\u529f\u80fd\u3002<\/p>\n<p><strong>\u670d\u52a1\u5668\u7aef\u8ddf\u8e2a<\/strong>\uff1a\u5c06\u6570\u636e\u6536\u96c6\u4ece\u5ba2\u6237\u7aef\uff08\u57fa\u4e8e\u6d4f\u89c8\u5668\uff09\u8f6c\u79fb\u5230\u670d\u52a1\u5668\u7aef\u5b9e\u73b0\uff0c\u51cf\u5c11\u4e86\u5bf9 cookie \u7684\u4f9d\u8d56\uff0c\u63d0\u9ad8\u4e86\u6570\u636e\u53ef\u9760\u6027\u3002<\/p>\n<p><strong>\u9690\u79c1\u4fdd\u62a4\u6280\u672f<\/strong>:<\/p>\n<p><strong>\u6c47\u603b\u62a5\u544a<\/strong>\uff1a\u4ece\u4e2a\u4eba\u5c42\u9762\u8f6c\u5411\u57fa\u4e8e\u7fa4\u7ec4\u7684\u5206\u6790\u53ef\u4ee5\u4fdd\u62a4\u7528\u6237\u9690\u79c1\uff0c\u540c\u65f6\u4ecd\u63d0\u4f9b\u6709\u610f\u4e49\u7684\u89c1\u89e3\u3002<\/p>\n<p><strong>\u5dee\u5206\u9690\u79c1<\/strong>\uff1a\u5411\u6570\u636e\u4e2d\u6dfb\u52a0\u7edf\u8ba1\u4e0a\u6709\u6548\u7684\u201c\u566a\u58f0\u201d\uff0c\u4ee5\u4fdd\u62a4\u4e2a\u4eba\u9690\u79c1\uff0c\u540c\u65f6\u4fdd\u6301\u603b\u4f53\u5206\u6790\u7684\u6709\u6548\u6027\u3002<\/p>\n<p><strong>\u8054\u90a6\u5b66\u4e60<\/strong>\uff1a\u65e0\u9700\u4ea4\u6362\u5e95\u5c42\u6570\u636e\u5373\u53ef\u8de8\u591a\u4e2a\u8bbe\u5907\u6216\u670d\u52a1\u5668\u8bad\u7ec3\u7b97\u6cd5\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002<\/p>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u9886\u5148\u7684\u7f8e\u5bb9\u4ea7\u54c1\u96f6\u552e\u5546\u6784\u5efa\u4e86\u4e00\u5957\u4ee5\u9690\u79c1\u4e3a\u4e2d\u5fc3\u7684\u5f52\u56e0\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u4ee5\u5fe0\u8bda\u5ea6\u8ba1\u5212\u6570\u636e\u4e3a\u4e2d\u5fc3\u3002\u901a\u8fc7\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u4e2a\u6027\u5316\u670d\u52a1\u6765\u6362\u53d6\u5df2\u8bc6\u522b\u7684\u6d4f\u89c8\u8bb0\u5f55\uff0c\u5c3d\u7ba1\u5b58\u5728 Cookie \u9650\u5236\uff0c\u4ed6\u4eec\u4ecd\u7136\u80fd\u591f\u6e05\u6670\u5730\u4e86\u89e3\u5ba2\u6237\u65c5\u7a0b\uff0c\u4ece\u800c\u6301\u7eed\u786e\u4fdd\u5f52\u56e0\u7684\u51c6\u786e\u6027\u3002<\/p>\n<h2 id=\"part-5%3A-future-trends-in-marketing-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_5_Future_Trends_in_Marketing_Attribution\"><\/span>\u7b2c\u4e94\u90e8\u5206\uff1a\u8425\u9500\u5f52\u56e0\u7684\u672a\u6765\u8d8b\u52bf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5f52\u56e0\u9886\u57df\u6301\u7eed\u5feb\u901f\u53d1\u5c55\u3002\u6839\u636e\u884c\u4e1a\u7814\u7a76\u548c\u4e13\u5bb6\u9884\u6d4b\uff0c\u4ee5\u4e0b\u662f\u672a\u6765\u51e0\u5e74\u5c06\u5f71\u54cd\u5f52\u56e0\u9886\u57df\u7684\u5173\u952e\u8d8b\u52bf\uff1a<\/p>\n<h3 id=\"ai-and-machine-learning-advancements\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"AI_and_Machine_Learning_Advancements\"><\/span>\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u6b65<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f52\u56e0\u7684\u672a\u6765\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u7531\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\uff0c\u5e76\u4e14\u5373\u5c06\u51fa\u73b0\u4ee5\u4e0b\u51e0\u9879\u53d1\u5c55\uff1a<\/p>\n<p><strong>\u9884\u6d4b\u5f52\u56e0<\/strong>\uff1a\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u4ec5\u5206\u6790\u8fc7\u53bb\u7684\u6570\u636e\uff0c\u8fd8\u5c06\u9884\u6d4b\u672a\u6765\u7684\u5f52\u56e0\u6a21\u5f0f\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u8425\u9500\u6d3b\u52a8\u542f\u52a8\u4e4b\u524d\u4e3b\u52a8\u4f18\u5316\u8425\u9500\u5de5\u4f5c\u3002<\/p>\n<p><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/strong>\uff1a\u5f52\u56e0\u6a21\u578b\u5c06\u7ed3\u5408\u5185\u5bb9\u53c2\u4e0e\u5ea6\u5206\u6790\uff08\u800c\u4e0d\u4ec5\u4ec5\u662f\u70b9\u51fb\u6b21\u6570\u548c\u5370\u8c61\u6b21\u6570\uff09\uff0c\u4f7f\u7528 NLP \u6765\u8bc4\u4f30\u7279\u5b9a\u4fe1\u606f\u5982\u4f55\u5f15\u8d77\u4e0d\u540c\u53d7\u4f17\u7fa4\u4f53\u7684\u5171\u9e23\u3002<\/p>\n<p><strong>\u81ea\u52a8\u4f18\u5316<\/strong>\uff1a\u4eba\u5de5\u667a\u80fd\u4e0d\u4ec5\u4f1a\u5f52\u529f\uff0c\u8fd8\u4f1a\u81ea\u52a8\u8c03\u6574\u6d3b\u52a8\u53c2\u6570\u4ee5\u83b7\u5f97\u6700\u4f73\u6027\u80fd\uff0c\u4ece\u800c\u521b\u5efa\u4e00\u4e2a\u4e0d\u65ad\u6539\u8fdb\u7684\u95ed\u73af\u7cfb\u7edf\u3002<\/p>\n<p><strong>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong>\uff1a\u8fd9\u4e9b\u5c06\u63ed\u793a\u5f53\u524d\u6a21\u578b\u6240\u5ffd\u7565\u7684\u63a5\u89e6\u70b9\u548c\u8f6c\u5316\u4e4b\u95f4\u7684\u590d\u6742\u3001\u975e\u7ebf\u6027\u5173\u7cfb\uff0c\u63ed\u793a\u6e20\u9053\u4e4b\u95f4\u5fae\u5999\u7684\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n<p>\u884c\u4e1a\u4e13\u5bb6\u9884\u6d4b\uff0c\u5230 2025 \u5e74\uff0c\u5c06\u6709\u8d85\u8fc7 60% \u7684\u4f01\u4e1a\u516c\u53f8\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u5f52\u56e0\u7cfb\u7edf\uff0c\u800c 2020 \u5e74\u8fd9\u4e00\u6570\u5b57\u8fd8\u4e0d\u5230 20%\u3002\u65e9\u671f\u91c7\u7528\u8005\u62a5\u544a\u79f0\uff0c\u4e0e\u4f20\u7edf\u6a21\u578b\u76f8\u6bd4\uff0c\u8425\u9500\u6548\u7387\u63d0\u9ad8\u4e86 25-40%\u3002<\/p>\n<h3 id=\"integration-of-online-and-offline-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Integration_of_Online_and_Offline_Attribution\"><\/span>\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u6574\u5408<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740\u6570\u5b57\u4f53\u9a8c\u548c\u5b9e\u4f53\u4f53\u9a8c\u4e4b\u95f4\u7684\u754c\u9650\u53d8\u5f97\u6a21\u7cca\uff0c\u5f52\u56e0\u5c06\u4e0d\u65ad\u53d1\u5c55\uff0c\u65e0\u7f1d\u8fde\u63a5\u7ebf\u4e0a\u548c\u7ebf\u4e0b\u63a5\u89e6\u70b9\uff1a<\/p>\n<p><strong>\u57fa\u4e8e\u4f4d\u7f6e\u7684\u5f52\u56e0<\/strong>\uff1a\u4f7f\u7528\u79fb\u52a8\u4f4d\u7f6e\u6570\u636e\u5c06\u6570\u5b57\u5e7f\u544a\u4e0e\u5546\u5e97\u8bbf\u95ee\u8054\u7cfb\u8d77\u6765\uff0c\u5730\u7406\u56f4\u680f\u548c\u4fe1\u6807\u7cfb\u7edf\u7b49\u6280\u672f\u53ef\u4ee5\u63d0\u9ad8\u7cbe\u5ea6\u3002<\/p>\n<p><strong>\u8054\u7f51\u7535\u89c6\u548c OTT \u5f52\u56e0<\/strong>\uff1a\u968f\u7740\u4f20\u7edf\u7535\u89c6\u89c2\u770b\u7ee7\u7eed\u8f6c\u5411\u53ef\u5bfb\u5740\u3001\u53ef\u8ffd\u8e2a\u7684\u683c\u5f0f\uff0c\u5c06\u6d41\u5a92\u4f53\u6d88\u8d39\u4e0e\u7ebf\u4e0a\u548c\u7ebf\u4e0b\u8f6c\u6362\u8054\u7cfb\u8d77\u6765\u3002<\/p>\n<p><strong>\u7269\u8054\u7f51\u96c6\u6210<\/strong>\uff1a\u5c06\u6765\u81ea\u667a\u80fd\u8bbe\u5907\u3001\u8bed\u97f3\u52a9\u624b\u548c\u8fde\u63a5\u8bbe\u5907\u7684\u6570\u636e\u7eb3\u5165\u5f52\u56e0\u6a21\u578b\uff0c\u4e3a\u5ba2\u6237\u65c5\u7a0b\u5206\u6790\u589e\u52a0\u65b0\u7684\u7ef4\u5ea6\u3002<\/p>\n<p><strong>\u7edf\u4e00\u6d4b\u91cf\u6846\u67b6<\/strong>\uff1a\u5c06\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u4e0e\u8425\u9500\u7ec4\u5408\u5efa\u6a21\u548c\u589e\u91cf\u6d4b\u8bd5\u76f8\u7ed3\u5408\uff0c\u4ee5\u521b\u5efa\u9002\u7528\u4e8e\u6240\u6709\u6e20\u9053\u7684\u7efc\u5408\u6d4b\u91cf\u7cfb\u7edf\u3002<\/p>\n<p>\u8c37\u6b4c\u7684\u4e00\u9879\u7814\u7a76\u53d1\u73b0\uff0c\u62e5\u6709\u6574\u5408\u7ebf\u4e0a\u7ebf\u4e0b\u6d4b\u91cf\u80fd\u529b\u7684\u516c\u53f8\uff0c\u4e0e\u90a3\u4e9b\u4ec5\u91c7\u7528\u5b64\u7acb\u6d4b\u91cf\u6e20\u9053\u7684\u516c\u53f8\u76f8\u6bd4\uff0c\u5176\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u5e73\u5747\u63d0\u9ad8\u4e86 30%\u3002<\/p>\n<h3 id=\"privacy-centric-attribution-methods\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Privacy-Centric_Attribution_Methods\"><\/span>\u4ee5\u9690\u79c1\u4e3a\u4e2d\u5fc3\u7684\u5f52\u56e0\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740\u7b2c\u4e09\u65b9 Cookie \u7684\u6d88\u5931\u548c\u9690\u79c1\u6cd5\u89c4\u7684\u52a0\u5f3a\uff0c\u5f52\u56e0\u5c06\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u8c03\u6574\uff1a<\/p>\n<p><strong>\u8054\u90a6\u5b66\u4e60<\/strong>\uff1a\u5728\u4e0d\u79fb\u52a8\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u4ece\u800c\u83b7\u5f97\u5f3a\u5927\u7684\u6d1e\u5bdf\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u9690\u79c1\u5408\u89c4\u6027\u3002<\/p>\n<p><strong>\u6c47\u603b\u62a5\u544a<\/strong>\uff1a\u4ece\u4e2a\u4eba\u5c42\u9762\u8f6c\u5411\u7fa4\u4f53\u5c42\u9762\u7684\u5206\u6790\uff0c\u4ee5\u4fdd\u62a4\u9690\u79c1\uff0c\u540c\u65f6\u4ecd\u901a\u8fc7\u57fa\u4e8e\u7fa4\u7ec4\u7684\u6d4b\u91cf\u63d0\u4f9b\u53ef\u884c\u7684\u89c1\u89e3\u3002<\/p>\n<p><strong>\u6d01\u51c0\u5ba4<\/strong>\uff1a\u4f7f\u7528\u5b89\u5168\u7684\u73af\u5883\uff0c\u53ef\u4ee5\u7ec4\u5408\u548c\u5206\u6790\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u7b2c\u4e00\u65b9\u6570\u636e\uff0c\u800c\u4e0d\u4f1a\u6cc4\u9732\u4e2a\u4eba\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u534f\u4f5c\u5e76\u4fdd\u62a4\u9690\u79c1\u3002<\/p>\n<p><strong>\u901a\u7528\u8eab\u4efd\u8bc1<\/strong>\uff1a\u5168\u884c\u4e1a\u4e3e\u63aa\uff0c\u521b\u5efa\u7b26\u5408\u9690\u79c1\u8981\u6c42\u7684\u8bc6\u522b\u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u8de8\u5e73\u53f0\u8fd0\u884c\uff0c\u540c\u65f6\u8ba9\u7528\u6237\u63a7\u5236\u81ea\u5df1\u7684\u6570\u636e\u3002<\/p>\n<p>\u6839\u636e\u884c\u4e1a\u9884\u6d4b\uff0c\u5230 2025 \u5e74\uff0c\u8d85\u8fc7 70% \u7684\u6570\u5b57\u8425\u9500\u4eba\u5458\u5c06\u4e3b\u8981\u4f9d\u8d56\u9690\u79c1\u4fdd\u62a4\u5f52\u56e0\u65b9\u6cd5\uff0c\u800c 2022 \u5e74\u8fd9\u4e00\u6570\u5b57\u8fd8\u4e0d\u5230 30%\u3002<\/p>\n<h3 id=\"real-time-attribution-and-activation\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Real-Time_Attribution_and_Activation\"><\/span>\u5b9e\u65f6\u5f52\u56e0\u548c\u6fc0\u6d3b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f52\u56e0\u6b63\u5728\u4ece\u56de\u987e\u6027\u5206\u6790\u8f6c\u5411\u5b9e\u65f6\u51b3\u7b56\uff1a<\/p>\n<p><strong>\u5373\u65f6\u5f52\u56e0\u6d1e\u5bdf<\/strong>\uff1a\u5b9e\u65f6\u5904\u7406\u5f52\u56e0\u6570\u636e\uff0c\u7acb\u5373\u505a\u51fa\u8425\u9500\u8c03\u6574\uff0c\u51cf\u5c11\u6570\u636e\u6536\u96c6\u548c\u884c\u52a8\u4e4b\u95f4\u7684\u6ede\u540e\u3002<\/p>\n<p><strong>\u81ea\u52a8\u51b3\u7b56\u7cfb\u7edf<\/strong>\uff1a\u5229\u7528\u5f52\u56e0\u6d1e\u5bdf\u81ea\u52a8\u4f18\u5316\u8425\u9500\u6d3b\u52a8\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u521b\u5efa\u81ea\u6211\u8c03\u6574\u7684\u8425\u9500\u7cfb\u7edf\u3002<\/p>\n<p><strong>\u5373\u65f6\u4e2a\u6027\u5316<\/strong>\uff1a\u6839\u636e\u5b9e\u65f6\u5f52\u56e0\u6570\u636e\u5b9a\u5236\u5ba2\u6237\u4f53\u9a8c\uff0c\u6839\u636e\u4e4b\u524d\u7684\u4e92\u52a8\u5728\u6700\u4f73\u65f6\u523b\u4f20\u9012\u6b63\u786e\u7684\u4fe1\u606f\u3002<\/p>\n<p><strong>\u6301\u7eed\u5b9e\u9a8c<\/strong>\uff1a\u5b9e\u65bd\u6301\u7eed\u7684\u6d4b\u8bd5\u6846\u67b6\uff0c\u4e0d\u65ad\u5b8c\u5584\u5f52\u56e0\u7406\u89e3\uff0c\u5f62\u6210\u826f\u6027\u7684\u6539\u8fdb\u5faa\u73af\u3002<\/p>\n<p>\u5b9e\u65f6\u5f52\u56e0\u7cfb\u7edf\u7684\u65e9\u671f\u91c7\u7528\u8005\u62a5\u544a\u79f0\uff0c\u4ed6\u4eec\u7684\u8425\u9500\u6d3b\u52a8\u4f18\u5316\u5468\u671f\u4ece\u51e0\u5468\u7f29\u77ed\u5230\u4e86\u51e0\u5c0f\u65f6\uff0c\u4ece\u800c\u4f7f\u8425\u9500\u6d3b\u52a8\u7ee9\u6548\u6307\u6807\u63d0\u9ad8\u4e86 20-40%\u3002<\/p>\n<h2 id=\"part-6%3A-practical-application-guide---putting-attribution-to-work\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_6_Practical_Application_Guide_%E2%80%93_Putting_Attribution_to_Work\"><\/span>\u7b2c\u516d\u90e8\u5206\uff1a\u5b9e\u9645\u5e94\u7528\u6307\u5357\u2014\u2014\u5c06\u5f52\u56e0\u4ed8\u8bf8\u5b9e\u8df5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u8282\u63d0\u4f9b\u4e86\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u7ec4\u7ec7\u4e2d\u5b9e\u65bd\u5f52\u56e0\u7684\u5b9e\u7528\u6846\u67b6\uff1a<\/p>\n<h3 id=\"step-by-step-attribution-implementation-roadmap\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Step-by-Step_Attribution_Implementation_Roadmap\"><\/span>\u5206\u6b65\u5f52\u56e0\u5b9e\u65bd\u8def\u7ebf\u56fe<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\uff081-3\u4e2a\u6708\uff09<\/strong><\/p>\n<ol>\n<li>\u5ba1\u6838\u73b0\u6709\u7684\u8ddf\u8e2a\u548c\u6570\u636e\u6536\u96c6\u80fd\u529b<\/li>\n<li>\u5b9a\u4e49\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\u548c\u5f52\u56e0\u5173\u952e\u7ee9\u6548\u6307\u6807<\/li>\n<li>\u5728\u6240\u6709\u6570\u5b57\u6e20\u9053\u5b9e\u65bd\u4e00\u81f4\u7684 UTM \u53c2\u6570<\/li>\n<li>\u4e3a\u6240\u6709\u6709\u4ef7\u503c\u7684\u5ba2\u6237\u64cd\u4f5c\u8bbe\u7f6e\u8f6c\u5316\u8ddf\u8e2a<\/li>\n<li>\u4ece\u7b80\u5355\u7684\u6a21\u578b\uff08\u7b2c\u4e00\u6b21\u63a5\u89e6\u3001\u6700\u540e\u4e00\u6b21\u63a5\u89e6\uff09\u5f00\u59cb\u5efa\u7acb\u57fa\u7ebf<\/li>\n<\/ol>\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6269\u5c55\uff083-6\u4e2a\u6708\uff09<\/strong><\/p>\n<ol>\n<li>\u5b9e\u65bd\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b\uff08\u7ebf\u6027\u6216\u57fa\u4e8e\u4f4d\u7f6e\uff09<\/li>\n<li>\u5c06\u5f52\u56e0\u6570\u636e\u4e0e\u60a8\u7684 CRM \u7cfb\u7edf\u96c6\u6210<\/li>\n<li>\u521b\u5efa\u5f52\u56e0\u4eea\u8868\u677f\uff0c\u63d0\u9ad8\u5229\u76ca\u76f8\u5173\u8005\u7684\u53ef\u89c1\u6027<\/li>\n<li>\u5f00\u59cb\u6559\u80b2\u56e2\u961f\u5982\u4f55\u4f7f\u7528\u5f52\u56e0\u6d1e\u5bdf<\/li>\n<li>\u6839\u636e\u521d\u6b65\u5f52\u56e0\u7ed3\u679c\u5f00\u59cb\u68c0\u9a8c\u5047\u8bbe<\/li>\n<\/ol>\n<p><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u6210\u719f\u671f\uff086-12\u4e2a\u6708\uff09<\/strong><\/p>\n<ol>\n<li>\u5982\u679c\u6570\u636e\u91cf\u5141\u8bb8\uff0c\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u6216\u7b97\u6cd5\u5f52\u56e0<\/li>\n<li>\u5c06\u7ebf\u4e0b\u6e20\u9053\u6570\u636e\u7eb3\u5165\u4f60\u7684\u5f52\u56e0\u6a21\u578b<\/li>\n<li>\u5f00\u59cb\u5b9e\u65bd\u8de8\u8bbe\u5907\u5f52\u56e0<\/li>\n<li>\u8fdb\u884c\u589e\u91cf\u6d4b\u8bd5\u4ee5\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c<\/li>\n<li>\u5f00\u53d1\u5f52\u56e0\u6d1e\u5bdf\u7684\u81ea\u52a8\u62a5\u544a\u7cfb\u7edf<\/li>\n<\/ol>\n<p><strong>\u7b2c\u56db\u9636\u6bb5\uff1a\u4f18\u5316\uff08\u6b63\u5728\u8fdb\u884c\uff09<\/strong><\/p>\n<ol>\n<li>\u5b9a\u671f\u5ba1\u67e5\u548c\u5b8c\u5584\u5f52\u56e0\u6a21\u578b<\/li>\n<li>\u5c3d\u53ef\u80fd\u5b9e\u65bd\u5b9e\u65f6\u5f52\u56e0\u6fc0\u6d3b<\/li>\n<li>\u5f00\u53d1\u57fa\u4e8e\u5f52\u56e0\u7684\u9884\u6d4b\u6a21\u578b<\/li>\n<li>\u521b\u5efa\u95ed\u73af\u7cfb\u7edf\uff0c\u8ba9\u5f52\u56e0\u81ea\u52a8\u901a\u77e5\u8425\u9500\u6d3b\u52a8<\/li>\n<li>\u4e0d\u65ad\u9002\u5e94\u9690\u79c1\u53d8\u5316\u548c\u6280\u672f\u8fdb\u6b65<\/li>\n<\/ol>\n<h3 id=\"attribution-for-different-business-types\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Attribution_for_Different_Business_Types\"><\/span>\u4e0d\u540c\u4e1a\u52a1\u7c7b\u578b\u7684\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u7b56\u7565<\/strong><\/p>\n<ul>\n<li>\u91cd\u70b9\u5173\u6ce8\uff1a\u8d2d\u4e70\u5b8c\u6210\u5ea6\u3001\u5e73\u5747\u8ba2\u5355\u4ef7\u503c\u3001\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c<\/li>\n<li>\u63a8\u8350\u6a21\u578b\uff1a\u9488\u5bf9\u77ed\u8d2d\u4e70\u5468\u671f\u91c7\u7528\u65f6\u95f4\u8870\u51cf\u6a21\u578b\uff0c\u9488\u5bf9\u590d\u6742\u8d2d\u4e70\u91c7\u7528\u6570\u636e\u9a71\u52a8\u6a21\u578b<\/li>\n<li>\u5173\u952e\u63a5\u89e6\u70b9\uff1a\u4ea7\u54c1\u53d1\u73b0\u3001\u8d2d\u7269\u8f66\u6dfb\u52a0\u3001\u7ed3\u8d26\u6b65\u9aa4\u3001\u8d2d\u4e70\u540e\u53c2\u4e0e<\/li>\n<li>\u7279\u522b\u8003\u8651\uff1a\u5b63\u8282\u53d8\u5316\u3001\u4fc3\u9500\u5f71\u54cd\u3001\u4ea7\u54c1\u7c7b\u522b\u5dee\u5f02<\/li>\n<\/ul>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u6237\u5916\u88c5\u5907\u96f6\u552e\u5546\u5b9e\u65bd\u4e86\u65f6\u95f4\u8870\u51cf\u5f52\u56e0\u6a21\u578b\uff0c\u5e76\u8bbe\u7f6e\u4e86 30 \u5929\u7684\u56de\u6eaf\u671f\u3002\u7ed3\u679c\u8868\u660e\uff0c\u4ed6\u4eec\u7684 YouTube \u4ea7\u54c1\u8bc4\u8bba\u867d\u7136\u5f88\u5c11\u6210\u4e3a\u6700\u7ec8\u63a5\u89e6\u70b9\uff0c\u4f46\u5374\u663e\u8457\u5f71\u54cd\u4e86\u9ad8\u4ef7\u503c\u8d2d\u4e70\u3002\u589e\u52a0\u89c6\u9891\u5185\u5bb9\u6295\u5165\u540e\uff0c\u5e73\u5747\u8ba2\u5355\u4ef7\u503c\u63d0\u5347\u4e86 23%\u3002<\/p>\n<p><strong>B2B\u5f52\u56e0\u7b56\u7565<\/strong><\/p>\n<ul>\n<li>\u91cd\u70b9\u5173\u6ce8\uff1a\u9500\u552e\u7ebf\u7d22\u8d28\u91cf\u3001\u673a\u4f1a\u521b\u9020\u3001\u9500\u552e\u5468\u671f\u901f\u5ea6\u3001\u4ea4\u6613\u89c4\u6a21<\/li>\n<li>\u63a8\u8350\u578b\u53f7\uff1a\u53cd\u6620\u9500\u552e\u9636\u6bb5\u7684 W \u578b\u6216\u5b9a\u5236\u591a\u70b9\u89e6\u63a7\u578b\u53f7<\/li>\n<li>\u5173\u952e\u63a5\u89e6\u70b9\uff1a\u521d\u6b65\u4e86\u89e3\u3001\u5185\u5bb9\u4e0b\u8f7d\u3001\u6f14\u793a\u8bf7\u6c42\u3001\u9500\u552e\u4e92\u52a8<\/li>\n<li>\u7279\u522b\u8003\u8651\uff1a\u9500\u552e\u5468\u671f\u957f\u3001\u5229\u76ca\u76f8\u5173\u8005\u591a\u3001\u57fa\u4e8e\u8d26\u6237\u7684\u8425\u9500<\/li>\n<\/ul>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6 B2B \u8f6f\u4ef6\u4f9b\u5e94\u5546\u521b\u5efa\u4e86\u4e00\u4e2a\u81ea\u5b9a\u4e49\u5f52\u56e0\u6a21\u578b\uff0c\u5c06 20% \u7684\u529f\u52b3\u5206\u914d\u7ed9\u9996\u6b21\u63a5\u89e6\uff0c20% \u5206\u914d\u7ed9\u6f5c\u5728\u5ba2\u6237\u521b\u9020\uff0c30% \u5206\u914d\u7ed9\u673a\u4f1a\u521b\u9020\uff0c30% \u5206\u914d\u7ed9\u6210\u4ea4\u3002\u8fd9\u79cd\u5e73\u8861\u65b9\u6cd5\u8868\u660e\uff0c\u867d\u7136\u884c\u4e1a\u4f1a\u8bae\u8d5e\u52a9\u8d39\u7528\u9ad8\u6602\uff0c\u4f46\u5176\u6f5c\u5728\u5ba2\u6237\u8f6c\u5316\u7387\u6bd4\u5176\u4ed6\u6e20\u9053\u9ad8\u51fa 3.2 \u500d\u3002<\/p>\n<p><strong>\u670d\u52a1\u4e1a\u52a1\u5f52\u56e0\u7b56\u7565<\/strong><\/p>\n<ul>\n<li>\u91cd\u70b9\uff1a\u9884\u7ea6\u3001\u54a8\u8be2\u8bf7\u6c42\u3001\u670d\u52a1\u5347\u7ea7<\/li>\n<li>\u63a8\u8350\u6a21\u578b\uff1a\u57fa\u4e8e\u4f4d\u7f6e\u6216\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0<\/li>\n<li>\u5173\u952e\u63a5\u89e6\u70b9\uff1a\u670d\u52a1\u53d1\u73b0\u3001\u8bc4\u8bba\u9605\u8bfb\u3001\u4f4d\u7f6e\/\u53ef\u7528\u6027\u68c0\u67e5\u3001\u9884\u8ba2<\/li>\n<li>\u7279\u522b\u8003\u8651\uff1a\u5f53\u5730\u5e02\u573a\u53d8\u5316\u3001\u670d\u52a1\u7c7b\u522b\u504f\u597d\u3001\u5b63\u8282\u6027\u56e0\u7d20<\/li>\n<\/ul>\n<p><strong>\u5b9e\u73b0\u793a\u4f8b<\/strong>\uff1a\u4e00\u5bb6\u533b\u7597\u4fdd\u5065\u63d0\u4f9b\u5546\u5b9e\u65bd\u4e86\u57fa\u4e8e\u804c\u4f4d\u7684\u5f52\u56e0\u5206\u6790\uff0c\u53d1\u73b0\u867d\u7136\u4ed8\u8d39\u641c\u7d22\u4fc3\u6210\u4e86\u9884\u7ea6\uff0c\u4f46\u9996\u6b21\u901a\u8fc7\u6559\u80b2\u5185\u5bb9\u53c2\u4e0e\u7684\u60a3\u8005\u751f\u547d\u5468\u671f\u4ef7\u503c\u9ad8\u51fa 40%\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u4ed6\u4eec\u5728\u76f4\u63a5\u54cd\u5e94\u8425\u9500\u6d3b\u52a8\u4e4b\u5916\u589e\u52a0\u4e86\u5185\u5bb9\u8425\u9500\u7684\u6295\u8d44\u3002<\/p>\n<h3 id=\"common-attribution-pitfalls-and-how-to-avoid-them\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Common_Attribution_Pitfalls_and_How_to_Avoid_Them\"><\/span>\u5e38\u89c1\u7684\u5f52\u56e0\u9677\u9631\u53ca\u5176\u907f\u514d\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u9677\u96311\uff1a\u5ffd\u89c6\u6570\u636e\u8d28\u91cf\u95ee\u9898<\/strong><\/p>\n<ul>\n<li>\u75c7\u72b6\uff1a\u5f52\u56e0\u7ed3\u679c\u6ce2\u52a8\u5267\u70c8\uff0c\u53d1\u73b0\u7ed3\u679c\u8fdd\u53cd\u76f4\u89c9<\/li>\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u5b9e\u65bd\u4e25\u683c\u7684\u6570\u636e\u6cbb\u7406\u3001\u5b9a\u671f\u6570\u636e\u5ba1\u8ba1\u548c\u8ddf\u8e2a\u9a8c\u8bc1\u3002\u6bcf\u6708\u5b89\u6392\u6570\u636e\u8d28\u91cf\u68c0\u67e5\uff0c\u5e76\u8bb0\u5f55\u6240\u6709\u8ddf\u8e2a\u5b9e\u65bd\u60c5\u51b5\u3002<\/li>\n<\/ul>\n<p><strong>\u9677\u9631\u4e8c\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u9ed8\u8ba4\u5f52\u56e0\u7a97\u53e3<\/strong><\/p>\n<ul>\n<li>\u75c7\u72b6\uff1a\u4f4e\u4f30\u5177\u6709\u957f\u671f\u5f71\u54cd\u7684\u4e0a\u5c42\u6f0f\u6597\u6d3b\u52a8<\/li>\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u6839\u636e\u60a8\u7684\u5178\u578b\u9500\u552e\u5468\u671f\u5b9a\u5236\u5f52\u56e0\u56de\u6eaf\u671f\u3002\u4f8b\u5982\uff0cB2B \u670d\u52a1\u4f7f\u7528 90 \u5929\u7684\u56de\u6eaf\u671f\uff0c\u800c\u51b2\u52a8\u6027\u8d2d\u4e70\u5219\u4f7f\u7528 7 \u5929\u7684\u56de\u6eaf\u671f\u3002<\/li>\n<\/ul>\n<p><strong>\u9677\u96313\uff1a\u4e0d\u8003\u8651\u7ebf\u4e0b\u63a5\u89e6\u70b9<\/strong><\/p>\n<ul>\n<li>\u75c7\u72b6\uff1a\u6570\u5b57\u6e20\u9053\u770b\u8d77\u6765\u6bd4\u5b9e\u9645\u4e0a\u66f4\u6709\u6548<\/li>\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u90e8\u7f72\u7cfb\u7edf\uff0c\u6355\u6349\u7ebf\u4e0b\u4e92\u52a8\u5e76\u5c06\u5176\u6574\u5408\u5230\u5f52\u56e0\u5206\u6790\u4e2d\u3002\u4f7f\u7528\u4e13\u5c5e\u7535\u8bdd\u53f7\u7801\u3001\u4e8c\u7ef4\u7801\u548c\u5ba2\u6237\u6807\u8bc6\u7b26\uff0c\u8fde\u63a5\u7ebf\u4e0a\u7ebf\u4e0b\u6570\u636e\u3002<\/li>\n<\/ul>\n<p><strong>\u9677\u9631\u56db\uff1a\u5f52\u56e0\u6a21\u578b\u56fa\u7740<\/strong><\/p>\n<ul>\n<li>\u75c7\u72b6\uff1a\u57fa\u4e8e\u5355\u4e00\u5f52\u56e0\u6a21\u578b\u505a\u51fa\u51b3\u7b56<\/li>\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u5b9a\u671f\u6bd4\u8f83\u591a\u4e2a\u6a21\u578b\uff0c\u4e86\u89e3\u6bcf\u4e2a\u6a21\u578b\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002\u521b\u5efa\u4e00\u4e2a\u201c\u6a21\u578b\u6bd4\u8f83\u4eea\u8868\u76d8\u201d\uff0c\u67e5\u770b\u4e0d\u540c\u6a21\u578b\u5982\u4f55\u8bc4\u4f30\u6bcf\u4e2a\u6e20\u9053\u3002<\/li>\n<\/ul>\n<p><strong>\u9677\u96315\uff1a\u5ffd\u89c6\u589e\u91cf\u6d4b\u8bd5<\/strong><\/p>\n<ul>\n<li>\u75c7\u72b6\uff1a\u7ee7\u7eed\u6295\u8d44\u90a3\u4e9b\u58f0\u79f0\u80fd\u5e26\u6765\u8f6c\u5316\u4f46\u5b9e\u9645\u4e0a\u5374\u65e0\u6cd5\u5e26\u6765\u8f6c\u5316\u7684\u6e20\u9053<\/li>\n<li>\u89e3\u51b3\u65b9\u6848\uff1a\u5b9e\u65bd\u7ed3\u6784\u5316\u589e\u91cf\u6d4b\u8bd5\uff0c\u4ee5\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c\u3002\u9884\u7559 10-15% \u7684\u8425\u9500\u9884\u7b97\u7528\u4e8e\u53d7\u63a7\u5b9e\u9a8c\uff0c\u4ee5\u8861\u91cf\u771f\u6b63\u7684\u56e0\u679c\u5f71\u54cd\u3002<\/li>\n<\/ul>\n<h2 id=\"part-7%3A-case-studies-and-success-stories\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_7_Case_Studies_and_Success_Stories\"><\/span>\u7b2c\u4e03\u90e8\u5206\uff1a\u6848\u4f8b\u7814\u7a76\u548c\u6210\u529f\u6848\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u73b0\u5b9e\u4e16\u754c\u7684\u4f8b\u5b50\u8bf4\u660e\u4e86\u6709\u6548\u5f52\u56e0\u5b9e\u65bd\u7684\u529b\u91cf\uff1a<\/p>\n<h3 id=\"case-study-1%3A-rogers-communications---transforming-call-attribution\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Case_Study_1_Rogers_Communications_%E2%80%93_Transforming_Call_Attribution\"><\/span>\u6848\u4f8b\u7814\u7a76 1\uff1a\u7f57\u6770\u65af\u901a\u8baf\u516c\u53f8\u2014\u2014\u8f6c\u578b\u547c\u53eb\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u6311\u6218<\/strong>\uff1a\u7f57\u6770\u65af\u901a\u8baf\u516c\u53f8 (Rogers Communications) \u52aa\u529b\u4e86\u89e3\u4ed6\u4eec\u7684\u8425\u9500\u5de5\u4f5c\u5982\u4f55\u63a8\u52a8\u7535\u8bdd\u547c\u53eb\u8f6c\u6362\uff0c\u8fd9\u662f\u5176\u7535\u4fe1\u670d\u52a1\u7684\u4e00\u4e2a\u5173\u952e\u6e20\u9053\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u4ed6\u4eec\u5b9e\u65bd\u4e86\u547c\u53eb\u5f52\u56e0\u6280\u672f\uff0c\u8be5\u6280\u672f\u53ef\u4ee5\u5c06\u6570\u5b57\u8425\u9500\u63a5\u89e6\u70b9\u4e0e\u7535\u8bdd\u8f6c\u5316\u8fde\u63a5\u8d77\u6765\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6570\u636e\u4e0e\u4ed6\u4eec\u73b0\u6709\u7684\u6570\u5b57\u5f52\u56e0\u76f8\u7ed3\u5408\u3002<\/p>\n<p><strong>\u6267\u884c<\/strong>:<\/p>\n<ol>\n<li>\u5728\u5176\u6570\u5b57\u8d44\u4ea7\u4e2d\u90e8\u7f72\u52a8\u6001\u547c\u53eb\u8ddf\u8e2a\u53f7\u7801<\/li>\n<li>\u4f7f\u7528AI\u5206\u6790\u901a\u8bdd\u5185\u5bb9\u5e76\u786e\u5b9a\u8f6c\u5316\u4ef7\u503c<\/li>\n<li>\u7f8e\u8054\u50a8\u5c06\u5f52\u56e0\u6570\u636e\u91cd\u65b0\u7eb3\u5165 Google Ads \u4ee5\u5b9e\u73b0\u667a\u80fd\u51fa\u4ef7<\/li>\n<li>\u5e94\u7528\u6d1e\u5bdf\u6765\u4f18\u5316\u6574\u4e2a\u8425\u9500\u6280\u672f\u6808\u4e2d\u7684\u5b9a\u4f4d\u548c\u6291\u5236<\/li>\n<\/ol>\n<p><strong>\u6210\u679c<\/strong>:<\/p>\n<ul>\n<li>82% \u4e24\u5e74\u5185\u6bcf\u6b21\u6536\u8d2d\u6210\u672c\u4e0b\u964d<\/li>\n<li>\u63d0\u9ad8\u7784\u51c6\u9ad8\u4ef7\u503c\u5ba2\u6237\u7fa4\u7684\u80fd\u529b<\/li>\n<li>\u66f4\u6709\u6548\u5730\u8de8\u6e20\u9053\u5206\u914d\u8425\u9500\u9884\u7b97<\/li>\n<li>\u66f4\u597d\u5730\u534f\u8c03\u6570\u5b57\u8425\u9500\u548c\u547c\u53eb\u4e2d\u5fc3\u8fd0\u8425<\/li>\n<\/ul>\n<h3 id=\"case-study-2%3A-walks-of-italy---data-driven-attribution-success\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Case_Study_2_Walks_of_Italy_%E2%80%93_Data-Driven_Attribution_Success\"><\/span>\u6848\u4f8b\u7814\u7a76 2\uff1aWalks of Italy\u2014\u2014\u6570\u636e\u9a71\u52a8\u5f52\u56e0\u7684\u6210\u529f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u6311\u6218<\/strong>\uff1a\u65c5\u884c\u793e Walks of Italy \u4f7f\u7528\u7684\u6700\u540e\u70b9\u51fb\u5f52\u56e0\u6a21\u578b\u672a\u80fd\u8bc6\u522b\u4e0a\u5c42\u6f0f\u6597\u8425\u9500\u6d3b\u52a8\u7684\u8d21\u732e\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u4ed6\u4eec\u5b9e\u65bd\u4e86 Google \u7684\u6570\u636e\u9a71\u52a8\u5f52\u56e0 (DDA)\uff0c\u4ee5\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6240\u6709\u63a5\u89e6\u70b9\u3002<\/p>\n<p><strong>\u6267\u884c<\/strong>:<\/p>\n<ol>\n<li>Google Analytics\uff08\u5206\u6790\uff09\u4e2d\u7684\u201c\u6700\u540e\u70b9\u51fb\u201d\u529f\u80fd\u5df2\u5207\u6362\u4e3a\u201cDDA\u201d\u529f\u80fd<\/li>\n<li>\u5c06 DDA \u6d1e\u5bdf\u4e0e\u81ea\u52a8\u51fa\u4ef7\u7b56\u7565\u76f8\u8054\u7cfb<\/li>\n<li>\u6839\u636e\u65b0\u7684\u5f52\u56e0\u6d1e\u5bdf\u91cd\u65b0\u5206\u914d\u9884\u7b97<\/li>\n<li>\u5f00\u53d1\u81ea\u5b9a\u4e49\u62a5\u544a\u6765\u8ddf\u8e2a\u5f52\u56e0\u53d8\u5316\u7684\u5f71\u54cd<\/li>\n<\/ol>\n<p><strong>\u6210\u679c<\/strong>:<\/p>\n<ul>\n<li>33% DDA \u5e7f\u544a\u7cfb\u5217\u6536\u5165\u540c\u6bd4\u589e\u957f<\/li>\n<li>\u4e0e\u975e\u54c1\u724c\u5e7f\u544a\u7cfb\u5217\u4ec5\u589e\u957f 6% \u76f8\u6bd4\uff0c\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u6b65<\/li>\n<li>\u5728\u6574\u4e2a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u66f4\u52a0\u5747\u8861\u7684\u6295\u8d44<\/li>\n<li>\u66f4\u597d\u5730\u8ba4\u8bc6\u5230\u63d0\u9ad8\u8ba4\u8bc6\u6d3b\u52a8\u7684\u4ef7\u503c<\/li>\n<\/ul>\n<h3 id=\"case-study-3%3A-global-retail-brand---incremental-measurement-integration\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Case_Study_3_Global_Retail_Brand_%E2%80%93_Incremental_Measurement_Integration\"><\/span>\u6848\u4f8b\u7814\u7a76 3\uff1a\u5168\u7403\u96f6\u552e\u54c1\u724c\u2014\u2014\u589e\u91cf\u6d4b\u91cf\u96c6\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u6311\u6218<\/strong>\uff1a\u4e00\u5bb6\u5168\u7403\u96f6\u552e\u54c1\u724c\u6b63\u5728\u52aa\u529b\u5c06\u5176\u6570\u5b57\u5f52\u56e0\u4e0e\u7ebf\u4e0b\u9500\u552e\u8054\u7cfb\u8d77\u6765\uff0c\u5e76\u4e86\u89e3\u5176\u8425\u9500\u6d3b\u52a8\u7684\u771f\u6b63\u589e\u91cf\u5f71\u54cd\u3002<\/p>\n<p><strong>\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a\u4ed6\u4eec\u5b9e\u65bd\u4e86\u4e00\u79cd\u7ed3\u5408\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u548c\u63a7\u5236\u5b9e\u9a8c\u7684\u65b9\u6cd5\u6765\u9a8c\u8bc1\u7814\u7a76\u7ed3\u679c\u3002<\/p>\n<p><strong>\u6267\u884c<\/strong>:<\/p>\n<ol>\n<li>\u5728\u7ebf\u4e0a\u548c\u7ebf\u4e0b\u63a5\u89e6\u70b9\u521b\u5efa\u7edf\u4e00\u7684\u5ba2\u6237\u6807\u8bc6\u7b26<\/li>\n<li>\u5b9e\u65bd\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0\u6a21\u578b\u4ee5\u83b7\u53d6\u521d\u6b65\u89c1\u89e3<\/li>\n<li>\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u57fa\u4e8e\u5730\u7406\u4f4d\u7f6e\u7684\u4fdd\u7559\u6d4b\u8bd5\u6765\u6d4b\u91cf\u589e\u91cf\u5f71\u54cd<\/li>\n<li>\u5efa\u7acb\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u62a5\u544a\u6846\u67b6\uff0c\u5c06\u5f52\u56e0\u4e0e\u589e\u91cf\u7ed3\u679c\u76f8\u7ed3\u5408<\/li>\n<\/ol>\n<p><strong>\u6210\u679c<\/strong>:<\/p>\n<ul>\n<li>\u53d1\u73b0\u5c55\u793a\u5e7f\u544a\u83b7\u5f97\u7684\u4fe1\u7528\u6bd4\u5b9e\u9645\u83b7\u5f97\u7684\u4fe1\u7528\u9ad8\u51fa 2.4 \u500d<\/li>\n<li>\u53d1\u73b0\u5f71\u54cd\u8005\u8425\u9500\u867d\u7136\u96be\u4ee5\u76f4\u63a5\u8ffd\u8e2a\uff0c\u4f46\u5374\u4ea7\u751f\u4e86\u53ef\u89c2\u7684\u589e\u91cf\u6536\u5165<\/li>\n<li>\u901a\u8fc7\u66f4\u6709\u6548\u7684\u6e20\u9053\u5206\u914d\uff0c\u5c06\u6bcf\u6b21\u6536\u8d2d\u6210\u672c\u964d\u4f4e 41%<\/li>\n<li>\u901a\u8fc7\u4e13\u6ce8\u4e8e\u5177\u6709\u660e\u663e\u589e\u91cf\u5f71\u54cd\u7684\u6e20\u9053\uff0c\u5c06\u6574\u4f53\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u63d0\u9ad8\u4e86 37%<\/li>\n<\/ul>\n<h2 id=\"part-8%3A-tools-and-resources-for-attribution-success\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Part_8_Tools_and_Resources_for_Attribution_Success\"><\/span>\u7b2c 8 \u90e8\u5206\uff1a\u6210\u529f\u5f52\u56e0\u7684\u5de5\u5177\u548c\u8d44\u6e90<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u8282\u6982\u8ff0\u4e86\u53ef\u5e2e\u52a9\u60a8\u5b9e\u65bd\u6709\u6548\u5f52\u56e0\u7684\u5173\u952e\u5de5\u5177\u548c\u8d44\u6e90\uff1a<\/p>\n<h3 id=\"analytics-and-attribution-platforms\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Analytics_and_Attribution_Platforms\"><\/span>\u5206\u6790\u548c\u5f52\u56e0\u5e73\u53f0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u5165\u95e8\u7ea7\u5de5\u5177<\/strong>:<\/p>\n<ul>\n<li>Google Analytics 4\uff1a\u514d\u8d39\u5206\u6790\u5e73\u53f0\uff0c\u5177\u6709\u57fa\u672c\u5f52\u56e0\u6a21\u578b\u548c\u6570\u636e\u9a71\u52a8\u6a21\u578b<\/li>\n<li>HubSpot \u8425\u9500\u4e2d\u5fc3\uff1a\u5185\u7f6e\u5f52\u56e0\u62a5\u544a\u7684\u8425\u9500\u81ea\u52a8\u5316<\/li>\n<li>Mixpanel\uff1a\u4e3a\u4ea7\u54c1\u4e3b\u5bfc\u578b\u516c\u53f8\u63d0\u4f9b\u5177\u6709\u5f52\u56e0\u529f\u80fd\u7684\u4ea7\u54c1\u5206\u6790<\/li>\n<\/ul>\n<p><strong>\u4e2d\u7ea7\u89e3\u51b3\u65b9\u6848<\/strong>:<\/p>\n<ul>\n<li>Ruler Analytics\uff1a\u5c06\u533f\u540d\u8bbf\u5ba2\u4e0e CRM \u8bb0\u5f55\u8054\u7cfb\u8d77\u6765\u7684\u8425\u9500\u5f52\u56e0<\/li>\n<li>Dreamdata\uff1a\u5177\u6709\u591a\u70b9\u89e6\u63a7\u529f\u80fd\u7684 B2B \u6536\u5165\u5f52\u56e0\u5e73\u53f0<\/li>\n<li>AppsFlyer\uff1a\u9762\u5411\u4ee5\u5e94\u7528\u4e3a\u4e2d\u5fc3\u7684\u4f01\u4e1a\u7684\u79fb\u52a8\u5f52\u56e0\u5e73\u53f0<\/li>\n<\/ul>\n<p><strong>\u4f01\u4e1a\u5f52\u56e0\u5e73\u53f0<\/strong>:<\/p>\n<ul>\n<li>Adobe Analytics\uff1a\u5177\u6709\u9ad8\u7ea7\u5f52\u56e0\u529f\u80fd\u7684\u4f01\u4e1a\u5206\u6790<\/li>\n<li>Neustar Unified Analytics\uff1a\u901a\u8fc7\u6570\u5b57\u548c\u79bb\u7ebf\u5efa\u6a21\u8fdb\u884c\u8de8\u6e20\u9053\u5f52\u56e0<\/li>\n<li>\u8425\u9500\u6f14\u53d8\uff1a\u5177\u6709\u590d\u6742\u5efa\u6a21\u80fd\u529b\u7684\u4e2a\u4eba\u7ea7\u5f52\u56e0<\/li>\n<\/ul>\n<h3 id=\"technical-implementation-resources\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Technical_Implementation_Resources\"><\/span>\u6280\u672f\u5b9e\u65bd\u8d44\u6e90<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>UTM\u53c2\u6570\u6784\u5efa\u5668<\/strong>:<\/p>\n<ul>\n<li>Google \u7684 Campaign URL Builder\uff1a\u7528\u4e8e\u521b\u5efa\u6807\u8bb0 URL \u7684\u7b80\u5355\u5de5\u5177<\/li>\n<li>UTM.io\uff1a\u5148\u8fdb\u7684UTM\u7ba1\u7406\u548c\u6cbb\u7406<\/li>\n<\/ul>\n<p><strong>\u8ddf\u8e2a\u5b9e\u65bd\u60c5\u51b5<\/strong>:<\/p>\n<ul>\n<li>Google Tag Manager\uff1a\u514d\u8d39\u6807\u7b7e\u7ba1\u7406\u7cfb\u7edf<\/li>\n<li>\u7ec6\u5206\uff1a\u7edf\u4e00\u6570\u636e\u6536\u96c6\u7684\u5ba2\u6237\u6570\u636e\u5e73\u53f0<\/li>\n<\/ul>\n<p><strong>\u6570\u636e\u96c6\u6210\u5de5\u5177<\/strong>:<\/p>\n<ul>\n<li>Zapier\uff1a\u65e0\u9700\u7f16\u7801\u5373\u53ef\u8f7b\u677e\u5b9e\u73b0\u5e73\u53f0\u95f4\u81ea\u52a8\u5316<\/li>\n<li>Supermetrics\uff1a\u7528\u4e8e\u8425\u9500\u5206\u6790\u7684\u6570\u636e\u7ba1\u9053\u5de5\u5177<\/li>\n<li>Stitch\uff1a\u7528\u4e8e\u6574\u5408\u8425\u9500\u6570\u636e\u7684 ETL \u670d\u52a1<\/li>\n<\/ul>\n<h3 id=\"learning-resources-for-attribution-mastery\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Learning_Resources_for_Attribution_Mastery\"><\/span>\u5f52\u56e0\u7cbe\u901a\u5b66\u4e60\u8d44\u6e90<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u63a8\u8350\u4e66\u7c4d<\/strong>:<\/p>\n<ul>\n<li>\u97e6\u65af\u00b7\u5c3c\u79d1\u5c14\u65af\u7684\u300a\u5f52\u56e0\u300b<\/li>\n<li>Anjali Lai \u64b0\u5199\u7684\u300a\u591a\u6e20\u9053\u8425\u9500\u751f\u6001\u7cfb\u7edf\u300b<\/li>\n<li>\u5510\u7eb3\u5fb7\u00b7\u7c73\u52d2\u7684\u300a\u6253\u9020\u6545\u4e8b\u54c1\u724c\u300b\uff08\u7528\u4e8e\u4e86\u89e3\u5ba2\u6237\u65c5\u7a0b\uff09<\/li>\n<\/ul>\n<p><strong>\u5728\u7ebf\u8bfe\u7a0b<\/strong>:<\/p>\n<ul>\n<li>Google Analytics Academy\uff1aGA4 \u548c\u5f52\u56e0\u514d\u8d39\u8bfe\u7a0b<\/li>\n<li>CXL \u5b66\u9662\u7684\u5f52\u56e0\u8bfe\u7a0b\uff1a\u5168\u9762\u7684\u5f52\u56e0\u57f9\u8bad<\/li>\n<li>MarTech \u5f52\u56e0\u8bfe\u7a0b\uff1a\u5b9e\u7528\u5b9e\u65bd\u6307\u5357<\/li>\n<\/ul>\n<p><strong>\u793e\u533a\u548c\u8bba\u575b<\/strong>:<\/p>\n<ul>\n<li>\u8425\u9500\u5f52\u56e0 Slack \u793e\u533a<\/li>\n<li>Reddit \u4e0a\u7684 r\/MarketingData<\/li>\n<li>\u5206\u6790\u4e13\u4e1a\u4eba\u58eb LinkedIn \u7fa4\u7ec4<\/li>\n<\/ul>\n<h2 id=\"conclusion%3A-mastering-attribution-in-a-complex-marketing-landscape\" tabindex=\"-1\"><span class=\"ez-toc-section\" id=\"Conclusion_Mastering_Attribution_in_a_Complex_Marketing_Landscape\"><\/span>\u7ed3\u8bba\uff1a\u5728\u590d\u6742\u7684\u8425\u9500\u73af\u5883\u4e2d\u638c\u63e1\u5f52\u56e0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6b63\u5982\u6211\u4eec\u5728\u672c\u6307\u5357\u4e2d\u6240\u63a2\u8ba8\u7684\uff0c\u8425\u9500\u5f52\u56e0\u5df2\u4ece\u7b80\u5355\u7684\u6a21\u578b\u53d1\u5c55\u6210\u4e3a\u590d\u6742\u7684\u3001\u7531\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u63d0\u4f9b\u524d\u6240\u672a\u6709\u7684\u5ba2\u6237\u65c5\u7a0b\u6d1e\u5bdf\u3002\u5c3d\u7ba1\u6311\u6218\u4f9d\u7136\u5b58\u5728\uff0c\u5c24\u5176\u662f\u5728\u9690\u79c1\u548c\u8de8\u8bbe\u5907\u8ffd\u8e2a\u65b9\u9762\uff0c\u4f46\u8425\u9500\u4f18\u5316\u7684\u673a\u9047\u4e5f\u4ece\u672a\u5982\u6b64\u5de8\u5927\u3002<\/p>\n<p>\u6b64\u6b21\u5168\u9762\u63a2\u7d22\u7684\u6700\u91cd\u8981\u7684\u7ecf\u9a8c\u6559\u8bad\u5305\u62ec\uff1a<\/p>\n<ol>\n<li><strong>\u5f52\u56e0\u662f\u4e00\u6bb5\u65c5\u7a0b\uff0c\u800c\u975e\u76ee\u7684\u5730<\/strong>\uff1a\u4ece\u7b80\u5355\u5165\u624b\uff0c\u4e13\u6ce8\u4e8e\u6570\u636e\u8d28\u91cf\uff0c\u968f\u7740\u80fd\u529b\u7684\u63d0\u5347\u9010\u6e10\u63d0\u5347\u3002\u5373\u4f7f\u662f\u6700\u57fa\u672c\u7684\u5f52\u56e0\u6d1e\u5bdf\uff0c\u5982\u679c\u8fd0\u7528\u5f97\u5f53\uff0c\u4e5f\u80fd\u663e\u8457\u63d0\u5347\u8425\u9500\u6548\u7387\u3002<\/li>\n<li><strong>\u6ca1\u6709\u4e00\u4e2a\u6a21\u578b\u662f\u5b8c\u7f8e\u7684<\/strong>\uff1a\u4e0d\u540c\u7684\u5f52\u56e0\u6a21\u578b\u6709\u4e0d\u540c\u7684\u7528\u9014\uff0c\u6bd4\u8f83\u591a\u4e2a\u6a21\u578b\u901a\u5e38\u53ef\u4ee5\u63d0\u4f9b\u6700\u5b8c\u6574\u7684\u8425\u9500\u6548\u679c\u56fe\u3002<\/li>\n<li><strong>\u6570\u636e\u8d28\u91cf\u662f\u57fa\u7840<\/strong>\uff1a\u5f52\u56e0\u7684\u6709\u6548\u6027\u53d6\u51b3\u4e8e\u63d0\u4f9b\u6570\u636e\u7684\u8d28\u91cf\u3002\u6295\u8d44\u4e8e\u9002\u5f53\u7684\u8ffd\u8e2a\u3001\u4e00\u81f4\u7684\u53c2\u6570\u548c\u5b9a\u671f\u7684\u6570\u636e\u9a8c\u8bc1\u3002<\/li>\n<li><strong>\u5e73\u8861\u590d\u6742\u6027\u4e0e\u6e05\u6670\u5ea6<\/strong>\u5982\u679c\u65e0\u6cd5\u5411\u5229\u76ca\u76f8\u5173\u8005\u89e3\u91ca\u6e05\u695a\uff0c\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u6a21\u578b\u4e5f\u672a\u5fc5\u603b\u662f\u6700\u6709\u7528\u7684\u3002\u5728\u590d\u6742\u6027\u548c\u53ef\u64cd\u4f5c\u6027\u4e4b\u95f4\u627e\u5230\u9002\u5f53\u7684\u5e73\u8861\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u5e76\u9a8c\u8bc1\u7ed3\u679c<\/strong>\uff1a\u4f7f\u7528\u589e\u91cf\u6d4b\u8bd5\u548c\u53d7\u63a7\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u5f52\u56e0\u89c1\u89e3\uff0c\u786e\u4fdd\u60a8\u8861\u91cf\u7684\u662f\u771f\u6b63\u7684\u56e0\u679c\u5f71\u54cd\u800c\u4e0d\u662f\u76f8\u5173\u6027\u3002<\/li>\n<\/ol>\n<p>\u5f52\u56e0\u7684\u672a\u6765\u5c06\u7531\u4eba\u5de5\u667a\u80fd\u7684\u8fdb\u6b65\u3001\u9690\u79c1\u4fdd\u62a4\u7684\u8fdb\u5c55\u4ee5\u53ca\u7ebf\u4e0a\u7ebf\u4e0b\u4f53\u9a8c\u7684\u6301\u7eed\u878d\u5408\u5851\u9020\u3002\u65e0\u8bba\u5e02\u573a\u683c\u5c40\u5982\u4f55\u53d8\u5316\uff0c\u53ea\u8981\u60a8\u65f6\u523b\u4fdd\u6301\u4fe1\u606f\u7075\u901a\u548c\u7075\u6d3b\u5e94\u53d8\uff0c\u5c31\u80fd\u5145\u5206\u5229\u7528\u5f52\u56e0\u6280\u672f\uff0c\u83b7\u5f97\u7ade\u4e89\u4f18\u52bf\u3002<\/p>\n<p>\u8425\u9500\u5f52\u56e0\u5c06\u8425\u9500\u4ece\u57fa\u4e8e\u76f4\u89c9\u7684\u827a\u672f\u8f6c\u53d8\u4e3a\u57fa\u4e8e\u6570\u636e\u7684\u79d1\u5b66\uff0c\u540c\u65f6\u53c8\u4e0d\u5931\u9a71\u52a8\u5353\u8d8a\u8425\u9500\u6d3b\u52a8\u7684\u521b\u9020\u529b\u3002\u5982\u679c\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u5730\u5b9e\u65bd\uff0c\u5b83\u5c31\u80fd\u89e3\u7b54\u51e0\u4ee3\u8425\u9500\u4eba\u5458\u9762\u4e34\u7684\u6839\u672c\u95ee\u9898\uff1a\u4ec0\u4e48\u624d\u662f\u771f\u6b63\u6709\u6548\u7684\uff1f<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00\uff1a\u8425\u9500\u5f52\u56e0\u4e3a\u4f55\u91cd\u8981\uff1f\u5728\u6570\u5b57\u65f6\u4ee3\uff0c\u8425\u9500\u5f52\u56e0\u662f\u827a\u672f\u4e0e\u79d1\u5b66\u7684\u4ea4\u6c47\u70b9\u3002\u5b83\u8bc6\u522b\u54ea\u4e9b\u8425\u9500\u6d3b\u52a8\u771f\u6b63\u63a8\u52a8\u4e86\u6210\u679c\uff0c\u5e76\u5c06\u76f8\u5e94\u7684\u529f\u52b3\u5f52\u4e8e\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6bcf\u4e2a\u63a5\u89e6\u70b9\u3002\u5728\u5f53\u4eca\u7684\u591a\u6e20\u9053\u4e16\u754c\u4e2d\uff0c\u4e86\u89e3\u54ea\u4e9b\u8425\u9500\u6d3b\u52a8\u80fd\u591f\u5f71\u54cd\u8f6c\u5316\u4e0d\u4ec5\u6709\u76ca\uff0c\u800c\u4e14\u81f3\u5173\u91cd\u8981\u2026\u2026<\/p>","protected":false},"author":1,"featured_media":161,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-152","post","type-post","status-publish","format-standard","has-post-thumbnail","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>The Complete Guide to Marketing Attribution: From Fundamentals to Expert Techniques - AttriSight<\/title>\n<meta name=\"description\" content=\"Discover the complete guide to marketing attribution: learn models, implementation strategies, and future trends to optimize your marketing ROI and make data-driven decisions across all channels.\" \/>\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\/\u8425\u9500\u5f52\u56e0\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Complete Guide to Marketing Attribution: From Fundamentals to Expert Techniques - AttriSight\" \/>\n<meta property=\"og:description\" content=\"Discover the complete guide to marketing attribution: learn models, implementation strategies, and future trends to optimize your marketing ROI and make data-driven decisions across all channels.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/attrisight.com\/zh\/\u8425\u9500\u5f52\u56e0\/\" \/>\n<meta property=\"og:site_name\" content=\"AttriSight\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-11T23:00:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-11T23:10:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/Attribution-concept.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2752\" \/>\n\t<meta property=\"og:image:height\" content=\"1536\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\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\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"27 \u5206\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8425\u9500\u5f52\u56e0\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u57fa\u7840\u77e5\u8bc6\u5230\u4e13\u5bb6\u6280\u5de7 - AttriSight","description":"\u63a2\u7d22\u8425\u9500\u5f52\u56e0\u7684\u5b8c\u6574\u6307\u5357\uff1a\u4e86\u89e3\u6a21\u578b\u3001\u5b9e\u65bd\u7b56\u7565\u548c\u672a\u6765\u8d8b\u52bf\uff0c\u4ee5\u4f18\u5316\u60a8\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u5e76\u5728\u6240\u6709\u6e20\u9053\u505a\u51fa\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\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\/\u8425\u9500\u5f52\u56e0\/","og_locale":"zh_CN","og_type":"article","og_title":"The Complete Guide to Marketing Attribution: From Fundamentals to Expert Techniques - AttriSight","og_description":"Discover the complete guide to marketing attribution: learn models, implementation strategies, and future trends to optimize your marketing ROI and make data-driven decisions across all channels.","og_url":"https:\/\/attrisight.com\/zh\/\u8425\u9500\u5f52\u56e0\/","og_site_name":"AttriSight","article_published_time":"2025-04-11T23:00:38+00:00","article_modified_time":"2025-04-11T23:10:36+00:00","og_image":[{"width":2752,"height":1536,"url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/Attribution-concept.png","type":"image\/png"}],"author":"AttriSight","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":false,"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"27 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#article","isPartOf":{"@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/"},"author":{"name":"AttriSight","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160"},"headline":"The Complete Guide to Marketing Attribution: From Fundamentals to Expert Techniques","datePublished":"2025-04-11T23:00:38+00:00","dateModified":"2025-04-11T23:10:36+00:00","mainEntityOfPage":{"@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/"},"wordCount":6024,"publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"image":{"@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#primaryimage"},"thumbnailUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/Attribution-concept.png","articleSection":["Marketing Attribution"],"inLanguage":"zh-Hans"},{"@type":"WebPage","@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/","url":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/","name":"\u8425\u9500\u5f52\u56e0\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u57fa\u7840\u77e5\u8bc6\u5230\u4e13\u5bb6\u6280\u5de7 - AttriSight","isPartOf":{"@id":"https:\/\/attrisight.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#primaryimage"},"image":{"@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#primaryimage"},"thumbnailUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/Attribution-concept.png","datePublished":"2025-04-11T23:00:38+00:00","dateModified":"2025-04-11T23:10:36+00:00","description":"\u63a2\u7d22\u8425\u9500\u5f52\u56e0\u7684\u5b8c\u6574\u6307\u5357\uff1a\u4e86\u89e3\u6a21\u578b\u3001\u5b9e\u65bd\u7b56\u7565\u548c\u672a\u6765\u8d8b\u52bf\uff0c\u4ee5\u4f18\u5316\u60a8\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u5e76\u5728\u6240\u6709\u6e20\u9053\u505a\u51fa\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u3002","breadcrumb":{"@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#primaryimage","url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/Attribution-concept.png","contentUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/Attribution-concept.png","width":2752,"height":1536,"caption":"attribution"},{"@type":"BreadcrumbList","@id":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/attrisight.com\/en\/"},{"@type":"ListItem","position":2,"name":"The Complete Guide to Marketing Attribution: From Fundamentals to Expert Techniques"}]},{"@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\/152","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=152"}],"version-history":[{"count":6,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/152\/revisions"}],"predecessor-version":[{"id":160,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/152\/revisions\/160"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media\/161"}],"wp:attachment":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media?parent=152"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/categories?post=152"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/tags?post=152"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}