{"id":211,"date":"2025-04-19T19:08:47","date_gmt":"2025-04-20T03:08:47","guid":{"rendered":"https:\/\/attrisight.com\/?p=211"},"modified":"2025-05-11T18:08:05","modified_gmt":"2025-05-12T02:08:05","slug":"%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a","status":"publish","type":"post","link":"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/","title":{"rendered":"\u8425\u9500\u5f52\u56e0\u6a21\u578b\u89e3\u91ca\uff1a\u54ea\u4e00\u4e2a\u9002\u5408\u60a8\u7684\u4e1a\u52a1\uff1f"},"content":{"rendered":"<p>\u5728\u5f53\u4eca\u590d\u6742\u7684\u8425\u9500\u73af\u5883\u4e2d\uff0c\u5408\u9002\u7684\u5f52\u56e0\u6a21\u578b\u53ef\u5c06\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387 (ROI) \u63d0\u9ad8\u9ad8\u8fbe 33%\uff0c\u5176\u4e2d 67% \u7684\u9ad8\u7ee9\u6548\u516c\u53f8\u6b63\u5728\u4f7f\u7528\u591a\u70b9\u89e6\u63a7\u65b9\u6cd5\u83b7\u5f97\u7ade\u4e89\u4f18\u52bf\u3002\u7136\u800c\uff0c54% \u7684\u8425\u9500\u4eba\u5458\u4ecd\u5728\u52aa\u529b\u9009\u62e9\u6700\u9002\u5408\u5176\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\u7684\u5f52\u56e0\u6a21\u578b\u3002\u672c\u6307\u5357\u5168\u9762\u5206\u6790\u4e86 2025 \u5e74\u4e03\u79cd\u6700\u6709\u6548\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u6db5\u76d6\u4ece\u57fa\u672c\u7684\u5355\u70b9\u89e6\u63a7\u65b9\u6cd5\u5230\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u6839\u636e\u60a8\u7684\u884c\u4e1a\u3001\u4e1a\u52a1\u6a21\u5f0f\u548c\u6570\u636e\u6210\u719f\u5ea6\u63d0\u4f9b\u6e05\u6670\u7684\u51b3\u7b56\u6846\u67b6\u3002\u63a2\u7d22 AttriSight \u7b49\u5e73\u53f0\u5982\u4f55\u901a\u8fc7\u7075\u6d3b\u7684\u5efa\u6a21\u529f\u80fd\u6765\u53d8\u9769\u5f52\u56e0\uff0c\u8fd9\u4e9b\u529f\u80fd\u4f1a\u968f\u7740\u60a8\u7684\u8861\u91cf\u6210\u719f\u5ea6\u7684\u63d0\u9ad8\u800c\u4e0d\u65ad\u53d1\u5c55\uff0c\u5373\u4f7f\u5728\u5f53\u4eca\u9690\u79c1\u53d7\u9650\u7684\u73af\u5883\u4e2d\u4e5f\u80fd\u63d0\u4f9b\u51c6\u786e\u7684\u6d1e\u5bdf\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#The_Attribution_Model_Dilemma_Why_Your_Choice_Matters\" >\u5f52\u56e0\u6a21\u578b\u56f0\u5883\uff1a\u4f60\u7684\u9009\u62e9\u4e3a\u4f55\u91cd\u8981<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#The_Impact_of_Model_Selection_By_the_Numbers\" >\u6a21\u578b\u9009\u62e9\u7684\u5f71\u54cd\uff1a\u901a\u8fc7\u6570\u5b57<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#The_Complete_Attribution_Model_Spectrum_for_2025\" >2025 \u5e74\u5b8c\u6574\u5f52\u56e0\u6a21\u578b\u56fe\u8c31<\/a><ul class='ez-toc-list-level-3' ><li class='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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#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-5\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#1_First-Touch_Attribution\" >1. \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-6\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#2_Last-Touch_Attribution\" >2. \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-7\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#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-8\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#3_Linear_Attribution\" >3.\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-9\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#4_Time-Decay_Attribution\" >4. \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-10\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#5_Position-Based_U-Shaped_Attribution\" >5.\u57fa\u4e8e\u4f4d\u7f6e\uff08U\u578b\uff09\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-11\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Advanced_Attribution_Models\" >\u9ad8\u7ea7\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-12\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#6_Algorithmic_Data-Driven_Attribution\" >6. \u7b97\u6cd5\uff08\u6570\u636e\u9a71\u52a8\uff09\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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#7_AI-Enhanced_Probabilistic_Attribution\" >7. AI\u589e\u5f3a\u6982\u7387\u5f52\u56e0<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Attribution_Model_Decision_Framework\" >\u5f52\u56e0\u6a21\u578b\u51b3\u7b56\u6846\u67b6<\/a><ul class='ez-toc-list-level-3' ><li class='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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Step_1_Assess_Your_Customer_Journey_Complexity\" >\u6b65\u9aa4 1\uff1a\u8bc4\u4f30\u5ba2\u6237\u65c5\u7a0b\u7684\u590d\u6742\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Step_2_Evaluate_Your_Data_Maturity\" >\u7b2c 2 \u6b65\uff1a\u8bc4\u4f30\u6570\u636e\u6210\u719f\u5ea6<\/a><\/li><li class='ez-toc-page-1 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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Step_3_Consider_Your_Business_Model\" >\u7b2c\u4e09\u6b65\uff1a\u8003\u8651\u4f60\u7684\u5546\u4e1a\u6a21\u5f0f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/zh\/%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#The_Privacy_Challenge_and_Attribution_Model_Selection\" >\u9690\u79c1\u6311\u6218\u4e0e\u5f52\u56e0\u6a21\u578b\u9009\u62e9<\/a><ul class='ez-toc-list-level-3' ><li class='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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Impact_by_Attribution_Type\" >\u5f52\u56e0\u7c7b\u578b\u7684\u5f71\u54cd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Industry-Specific_Attribution_Considerations\" >\u884c\u4e1a\u7279\u5b9a\u5f52\u56e0\u8003\u8651\u56e0\u7d20<\/a><ul class='ez-toc-list-level-3' ><li class='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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Retail_eCommerce\" >\u96f6\u552e\u548c\u7535\u5b50\u5546\u52a1<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#B2B_Services_Technology\" >B2B\u670d\u52a1\u4e0e\u6280\u672f<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Financial_Services\" >\u91d1\u878d\u670d\u52a1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Implementation_Considerations_by_Model_Type\" >\u6309\u6a21\u578b\u7c7b\u578b\u5212\u5206\u7684\u5b9e\u65bd\u6ce8\u610f\u4e8b\u9879<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Single-Touch_Models\" >\u5355\u70b9\u89e6\u63a7\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Rule-Based_Multi-Touch_Models\" >\u57fa\u4e8e\u89c4\u5219\u7684\u591a\u70b9\u89e6\u63a7\u6a21\u578b<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Algorithmic_Models\" >\u7b97\u6cd5\u6a21\u578b<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#AI-Enhanced_Probabilistic_Models\" >\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u6982\u7387\u6a21\u578b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Example_Model_Comparison_Case_Study_Retail_Brand_Attribution_Analysis\" >\u6a21\u578b\u6bd4\u8f83\u6848\u4f8b\u7814\u7a76\uff1a\u96f6\u552e\u54c1\u724c\u5f52\u56e0\u5206\u6790<\/a><\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Future-Proofing_Your_Attribution_Approach\" >\u9762\u5411\u672a\u6765\u7684\u5f52\u56e0\u65b9\u6cd5<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#1_Model_Flexibility\" >1. \u6a21\u578b\u7075\u6d3b\u6027<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#2_Privacy-First_Design\" >2. \u9690\u79c1\u4f18\u5148\u7684\u8bbe\u8ba1<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#3_Incrementality_Testing\" >3.\u589e\u91cf\u6d4b\u8bd5<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#4_Cross-Channel_Integration\" >4.\u8de8\u6e20\u9053\u6574\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#5_Continuous_Improvement\" >5.\u6301\u7eed\u6539\u8fdb<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Making_the_Transition_Implementation_Roadmap\" >\u8f6c\u578b\uff1a\u5b9e\u65bd\u8def\u7ebf\u56fe<\/a><ul class='ez-toc-list-level-3' ><li class='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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Phase_1_Foundations_1-4_weeks\" >\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\uff081-4\u5468\uff09<\/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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Phase_2_Implementation_2-12_weeks\" >\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5b9e\u65bd\uff082-12\u5468\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Phase_3_Optimization_Ongoing\" >\u7b2c 3 \u9636\u6bb5\uff1a\u4f18\u5316\uff08\u6b63\u5728\u8fdb\u884c\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Conclusion_Beyond_Models_to_Marketing_Transformation\" >\u7ed3\u8bba\uff1a\u8d85\u8d8a\u6a21\u5f0f\uff0c\u8d70\u5411\u8425\u9500\u8f6c\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><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%e6%a8%a1%e5%9e%8b%e8%a7%a3%e9%87%8a\/#Academic_References\" >\u5b66\u672f\u53c2\u8003<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_Attribution_Model_Dilemma_Why_Your_Choice_Matters\"><\/span><b>\u5f52\u56e0\u6a21\u578b\u56f0\u5883\uff1a\u4f60\u7684\u9009\u62e9\u4e3a\u4f55\u91cd\u8981<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u60a8\u9009\u62e9\u7684\u5f52\u56e0\u6a21\u578b\u5c06\u4ece\u6839\u672c\u4e0a\u5f71\u54cd\u60a8\u5bf9\u8425\u9500\u7ee9\u6548\u3001\u9884\u7b97\u5206\u914d\u51b3\u7b56\u4ee5\u53ca\u6700\u7ec8\u4e1a\u52a1\u589e\u957f\u6f5c\u529b\u7684\u7406\u89e3\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e00\u9879\u5b66\u672f\u7814\u7a76\uff0c\u800c\u662f\u4e00\u9879\u5177\u6709\u91cd\u5927\u8d22\u52a1\u5f71\u54cd\u7684\u6218\u7565\u9009\u62e9\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Impact_of_Model_Selection_By_the_Numbers\"><\/span><b>\u6a21\u578b\u9009\u62e9\u7684\u5f71\u54cd\uff1a\u901a\u8fc7\u6570\u5b57<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\u8425\u9500\u4eba\u5458\u768476%<\/b> \u62a5\u544a\u79f0\uff0c\u4ed6\u4eec\u5bf9\u5f52\u56e0\u6a21\u578b\u7684\u9009\u62e9\u76f4\u63a5\u5f71\u54cd\u4e86\u4ed6\u4eec\u7684\u9884\u7b97\u5206\u914d\u51b3\u7b56\uff08\u300a\u8425\u9500\u6f14\u8fdb\u300b\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u9009\u62e9\u9519\u8bef\u5f52\u56e0\u6a21\u578b\u7684\u7ec4\u7ec7\u5e73\u5747\u4f1a\u7ecf\u5386 <b>32% \u8f6c\u5316\u4ef7\u503c\u7684\u9519\u8bef\u5f52\u56e0<\/b> \uff08Gartner\uff0c2023 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u6bcf\u5e74\u66f4\u65b0\u5f52\u56e0\u6a21\u578b\u7684\u516c\u53f8\u90fd\u4f1a\u770b\u5230 <b>27% \u66f4\u9ad8\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387<\/b> \u6bd4\u4f7f\u7528\u9759\u6001\u6a21\u578b\u7684\u6a21\u578b\uff08Forrester\uff0c2024\uff09<\/li>\n<li aria-level=\"1\"><b>\u4ec5 31% \u7684\u8425\u9500\u4eba\u5458<\/b> \u53ef\u4ee5\u81ea\u4fe1\u5730\u89e3\u91ca\u4e3a\u4ec0\u4e48\u4ed6\u4eec\u4f7f\u7528\u5f53\u524d\u7684\u5f52\u56e0\u6a21\u578b (Ascend2, 2024)<\/li>\n<li aria-level=\"1\">\u5c06\u5f52\u56e0\u6a21\u578b\u4e0e\u7279\u5b9a\u5ba2\u6237\u65c5\u7a0b\u76f8\u5339\u914d\u7684\u4f01\u4e1a\u4f1a\u770b\u5230 <b>42%\u6539\u8fdb<\/b> \u8425\u9500\u6548\u679c\uff08\u9ea6\u80af\u9521\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<p>NP Digital \u521b\u59cb\u4eba Neil Patel \u89e3\u91ca\u8bf4\uff1a\u201c\u9009\u62e9\u5f52\u56e0\u6a21\u578b\u662f\u73b0\u4ee3\u8425\u9500\u9886\u5bfc\u8005\u80fd\u591f\u505a\u51fa\u7684\u6700\u91cd\u8981\u7684\u51b3\u7b56\u4e4b\u4e00\u3002\u8fd9\u4e0d\u4ec5\u5173\u4e4e\u8861\u91cf\uff0c\u8fd8\u5173\u4e4e\u4f60\u5982\u4f55\u7406\u89e3\u81ea\u5df1\u7684\u4e1a\u52a1\u5e76\u505a\u51fa\u5173\u4e4e\u767e\u4e07\u7f8e\u5143\u7684\u51b3\u7b56\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Complete_Attribution_Model_Spectrum_for_2025\"><\/span><b>2025 \u5e74\u5b8c\u6574\u5f52\u56e0\u6a21\u578b\u56fe\u8c31<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5f52\u56e0\u6a21\u578b\u79cd\u7c7b\u7e41\u591a\uff0c\u4ece\u6700\u7b80\u5355\u5230\u6700\u590d\u6742\uff0c\u6bcf\u79cd\u6a21\u578b\u90fd\u6709\u5176\u5404\u81ea\u7684\u4f18\u52bf\u3001\u5c40\u9650\u6027\u548c\u7528\u4f8b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Single-Touch_Attribution_Models\"><\/span><b>\u5355\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_First-Touch_Attribution\"><\/span><b>1. \u9996\u6b21\u63a5\u89e6\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> 100% \u7684\u8f6c\u5316\u4fe1\u7528\u88ab\u5206\u914d\u7ed9\u5ba2\u6237\u9047\u5230\u7684\u7b2c\u4e00\u4e2a\u8425\u9500\u63a5\u89e6\u70b9\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5ba2\u6237\u770b\u5230 Facebook \u5e7f\u544a\uff08100% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u4e4b\u540e\u901a\u8fc7 Google \u641c\u7d22\u8bbf\u95ee<\/li>\n<li aria-level=\"1\">\u63a5\u6536\u7535\u5b50\u90ae\u4ef6\u7b80\u62a5<\/li>\n<li aria-level=\"1\">\u70b9\u51fb\u91cd\u5b9a\u5411\u5e7f\u544a\u540e\u8fdb\u884c\u8f6c\u5316<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4f01\u4e1a\u66f4\u6ce8\u91cd\u5ba2\u6237\u83b7\u53d6\u800c\u975e\u7559\u5b58<\/li>\n<li aria-level=\"1\">\u8d2d\u4e70\u6d41\u7a0b\u77ed\u4e14\u7b80\u5355\u7684\u516c\u53f8<\/li>\n<li aria-level=\"1\">\u5f52\u56e0\u6280\u672f\u6709\u9650\u7684\u7ec4\u7ec7<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u4e0e\u591a\u70b9\u89e6\u63a7\u6a21\u578b\u76f8\u6bd4\uff0c\u9996\u6b21\u89e6\u63a7\u5f52\u56e0\u5e73\u5747\u9ad8\u4f30\u4e86\u6f0f\u6597\u9876\u90e8\u6d3b\u52a8 31%\uff08DMA\uff0c2024\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Last-Touch_Attribution\"><\/span><b>2. \u6700\u540e\u63a5\u89e6\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> 100% \u7684\u8f6c\u5316\u4fe1\u7528\u88ab\u5206\u914d\u7ed9\u8f6c\u5316\u524d\u7684\u6700\u540e\u4e00\u4e2a\u63a5\u89e6\u70b9\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u987e\u5ba2\u770b\u5230 Facebook \u5e7f\u544a<\/li>\n<li aria-level=\"1\">\u4e4b\u540e\u901a\u8fc7 Google \u641c\u7d22\u8bbf\u95ee<\/li>\n<li aria-level=\"1\">\u63a5\u6536\u7535\u5b50\u90ae\u4ef6\u7b80\u62a5<\/li>\n<li aria-level=\"1\">\u70b9\u51fb\u91cd\u65b0\u5b9a\u4f4d\u5e7f\u544a\u540e\u8fdb\u884c\u8f6c\u5316\uff08100% \u79ef\u5206\uff09<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u51b2\u52a8\u8d2d\u4e70\u4ea7\u54c1\u7684\u4f01\u4e1a<\/li>\n<li aria-level=\"1\">\u5f52\u56e0\u6280\u672f\u6709\u9650\u7684\u516c\u53f8<\/li>\n<li aria-level=\"1\">\u4e13\u6ce8\u4e8e\u7acb\u5373\u8f6c\u5316\u7b56\u7565\u7684\u7ec4\u7ec7<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u4e0e\u591a\u70b9\u89e6\u63a7\u6a21\u578b\u76f8\u6bd4\uff0c\u6700\u540e\u4e00\u6b21\u89e6\u63a7\u5f52\u56e0\u5e73\u5747\u9ad8\u4f30\u4e86\u6f0f\u6597\u5e95\u90e8\u7684\u6d3b\u52a8 38%\uff08Inside Advertising\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><b>\u771f\u5b9e\u793a\u4f8b\uff1a<\/b> \u4e00\u5bb6\u5962\u4f88\u65f6\u5c1a\u96f6\u552e\u5546\u4f7f\u7528\u6700\u540e\u63a5\u89e6\u5f52\u56e0\u6280\u672f\u540e\u53d1\u73b0\uff0c\u4ed6\u4eec\u7684\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u6d3b\u52a8\u4f3c\u4e4e\u63a8\u52a8\u4e86 60% \u7684\u9500\u552e\u989d\u3002\u91c7\u7528\u8be5\u6280\u672f\u540e <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u901a\u8fc7\u591a\u70b9\u89e6\u63a7\u65b9\u6cd5\uff0c\u4ed6\u4eec\u53d1\u73b0\u793e\u4ea4\u5a92\u4f53\u5b9e\u9645\u4e0a\u5f00\u542f\u4e8645%\u7684\u5ba2\u6237\u65c5\u7a0b\uff0c\u800c\u7535\u5b50\u90ae\u4ef6\u5219\u4fc3\u6210\u4e86\u4ece\u5176\u4ed6\u5730\u65b9\u5f00\u59cb\u7684\u9500\u552e\u3002\u8fd9\u4e00\u6d1e\u5bdf\u4fc3\u4f7f\u901a\u8fc7\u91cd\u65b0\u5e73\u8861\u6e20\u9053\u6295\u8d44\uff0cROAS\u63d0\u5347\u4e8628%\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Multi-Touch_Attribution_Models\"><\/span><b>\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"3_Linear_Attribution\"><\/span><b>3.\u7ebf\u6027\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> \u5728\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6240\u6709\u63a5\u89e6\u70b9\u4e0a\u90fd\u5206\u914d\u76f8\u540c\u7684\u4fe1\u7528\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5ba2\u6237\u770b\u5230 Facebook \u5e7f\u544a\uff0825% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u4e4b\u540e\u901a\u8fc7 Google \u641c\u7d22\u8fdb\u884c\u8bbf\u95ee\uff0825% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u63a5\u6536\u7535\u5b50\u90ae\u4ef6\u7b80\u62a5\uff0825% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u70b9\u51fb\u91cd\u65b0\u5b9a\u4f4d\u5e7f\u544a\u540e\u8fdb\u884c\u8f6c\u5316\uff0825% \u79ef\u5206\uff09<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u521d\u6b21\u63a5\u89e6\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u7684\u7ec4\u7ec7<\/li>\n<li aria-level=\"1\">\u62e5\u6709\u534f\u4f5c\u8425\u9500\u56e2\u961f\u7684\u4f01\u4e1a<\/li>\n<li aria-level=\"1\">\u5bfb\u6c42\u907f\u514d\u6e20\u9053\u5b64\u5c9b\u7684\u516c\u53f8<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u4e0e\u5355\u70b9\u89e6\u63a7\u6a21\u578b\u76f8\u6bd4\uff0c\u7ebf\u6027\u5f52\u56e0\u53ef\u5c06\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u5e73\u5747\u63d0\u9ad8 18%\uff08MarketingSherpa\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"4_Time-Decay_Attribution\"><\/span><b>4. \u65f6\u95f4\u8870\u51cf\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> \u63a5\u8fd1\u8f6c\u5316\u7684\u63a5\u89e6\u70b9\u6bd4\u65e9\u671f\u7684\u63a5\u89e6\u70b9\u83b7\u5f97\u66f4\u591a\u7684\u4fe1\u4efb\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5ba2\u6237\u770b\u5230 Facebook \u5e7f\u544a\uff0810% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u4e4b\u540e\u901a\u8fc7 Google \u641c\u7d22\u8fdb\u884c\u8bbf\u95ee\uff0820% \u5b66\u5206\uff09<\/li>\n<li aria-level=\"1\">\u63a5\u6536\u7535\u5b50\u90ae\u4ef6\u7b80\u62a5\uff0830% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u70b9\u51fb\u91cd\u65b0\u5b9a\u4f4d\u5e7f\u544a\u540e\u8fdb\u884c\u8f6c\u5316\uff0840% \u79ef\u5206\uff09<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u8003\u8651\u5468\u671f\u8f83\u957f\u7684\u4ea7\u54c1<\/li>\n<li aria-level=\"1\">\u5177\u6709\u6269\u5c55\u9500\u552e\u6d41\u7a0b\u7684 B2B \u4f01\u4e1a<\/li>\n<li aria-level=\"1\">\u62e5\u6709\u5f3a\u5927\u518d\u8425\u9500\u8ba1\u5212\u7684\u516c\u53f8<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u4e0e\u7ebf\u6027\u5f52\u56e0\u76f8\u6bd4\uff0c\u65f6\u95f4\u8870\u51cf\u6a21\u578b\u5bf9\u8f6c\u5316\u9a71\u52a8\u6e20\u9053\u7684\u5173\u6ce8\u5ea6\u5e73\u5747\u63d0\u9ad8\u4e86 35%\uff08Deloitte Digital\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"5_Position-Based_U-Shaped_Attribution\"><\/span><b>5.\u57fa\u4e8e\u4f4d\u7f6e\uff08U\u578b\uff09\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> \u901a\u5e38\u5c06 40% \u4fe1\u7528\u5206\u914d\u7ed9\u7b2c\u4e00\u6b21\u63a5\u89e6\uff0c\u5c06 40% \u5206\u914d\u7ed9\u6700\u540e\u4e00\u6b21\u63a5\u89e6\uff0c\u5e76\u5c06 20% \u5206\u914d\u7ed9\u4e2d\u95f4\u63a5\u89e6\u70b9\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5ba2\u6237\u770b\u5230 Facebook \u5e7f\u544a\uff0840% \u79ef\u5206\uff09<\/li>\n<li aria-level=\"1\">\u4e4b\u540e\u901a\u8fc7 Google \u641c\u7d22\u8fdb\u884c\u8bbf\u95ee\uff0810% \u5b66\u5206\uff09<\/li>\n<li aria-level=\"1\">\u63a5\u6536\u7535\u5b50\u90ae\u4ef6\u7b80\u62a5\uff0810% \u5b66\u5206\uff09<\/li>\n<li aria-level=\"1\">\u70b9\u51fb\u91cd\u65b0\u5b9a\u4f4d\u5e7f\u544a\u540e\u8fdb\u884c\u8f6c\u5316\uff0840% \u79ef\u5206\uff09<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u91cd\u89c6\u53d1\u73b0\u548c\u51b3\u7b56\u65f6\u523b\u7684\u4f01\u4e1a<\/li>\n<li aria-level=\"1\">\u6f0f\u6597\u9636\u6bb5\u660e\u786e\u7684\u516c\u53f8<\/li>\n<li aria-level=\"1\">\u5e73\u8861\u83b7\u53d6\u76ee\u6807\u548c\u8f6c\u5316\u76ee\u6807\u7684\u7ec4\u7ec7<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u7814\u7a76\u8868\u660e\uff0c\u4e0e\u5355\u70b9\u89e6\u63a7\u6a21\u578b\u76f8\u6bd4\uff0cU \u578b\u5f52\u56e0\u6a21\u578b\u4e0e\u5b9e\u9645\u5ba2\u6237\u8d2d\u4e70\u51b3\u7b56\u7684\u76f8\u5173\u6027\u9ad8\u8fbe 67%\uff08Forrester\uff0c2023 \u5e74\uff09\u3002<\/p>\n<p>\u6c83\u987f\u5546\u5b66\u9662\u5e02\u573a\u8425\u9500\u5b66\u6559\u6388\u4e54\u7eb3\u00b7\u4f2f\u6770\u535a\u58eb\u6307\u51fa\uff1a\u201c\u4ece\u5355\u70b9\u5f52\u56e0\u5230\u591a\u70b9\u5f52\u56e0\u7684\u8f6c\u53d8\uff0c\u901a\u5e38\u4f1a\u53d1\u73b040-60%\u7684\u8425\u9500\u5f71\u54cd\u529b\u5bf9\u4f60\u6765\u8bf4\u662f\u4e0d\u53ef\u89c1\u7684\u3002\u8fd9\u5c31\u50cf\u7a81\u7136\u80fd\u591f\u770b\u5230\u4ee5\u524d\u65e0\u6cd5\u611f\u77e5\u7684\u989c\u8272\u3002\u201d<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Advanced_Attribution_Models\"><\/span><b>\u9ad8\u7ea7\u5f52\u56e0\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"6_Algorithmic_Data-Driven_Attribution\"><\/span><b>6. \u7b97\u6cd5\uff08\u6570\u636e\u9a71\u52a8\uff09\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> \u4f7f\u7528\u7edf\u8ba1\u6a21\u578b\u6839\u636e\u6bcf\u4e2a\u63a5\u89e6\u70b9\u5bf9\u8f6c\u5316\u7684\u5b9e\u9645\u5f71\u54cd\u52a8\u6001\u5206\u914d\u4fe1\u7528\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u673a\u5668\u5b66\u4e60\u5206\u6790\u6570\u5343\u6761\u8f6c\u5316\u8def\u5f84<\/li>\n<li aria-level=\"1\">\u6bcf\u4e2a\u4f01\u4e1a\u7684\u4fe1\u8d37\u5206\u914d\u90fd\u662f\u72ec\u4e00\u65e0\u4e8c\u7684<\/li>\n<li aria-level=\"1\">\u6839\u636e\u7ee9\u6548\u81ea\u52a8\u8c03\u6574\u6743\u91cd<\/li>\n<li aria-level=\"1\">\u8003\u8651\u987a\u5e8f\u3001\u521b\u610f\u548c\u53d7\u4f17\u7b49\u56e0\u7d20<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u6570\u636e\u6210\u719f\u7684\u7ec4\u7ec7<\/li>\n<li aria-level=\"1\">\u8f6c\u5316\u91cf\u9ad8\u7684\u4f01\u4e1a<\/li>\n<li aria-level=\"1\">\u62e5\u6709\u591a\u5143\u5316\u8425\u9500\u6e20\u9053\u7684\u516c\u53f8<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u4e0e\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u7b97\u6cd5\u5f52\u56e0\u5e73\u5747\u53ef\u5c06\u8425\u9500\u6548\u7387\u63d0\u9ad8 30%\uff08Google\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"7_AI-Enhanced_Probabilistic_Attribution\"><\/span><b>7. AI\u589e\u5f3a\u6982\u7387\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\u5de5\u4f5c\u539f\u7406\uff1a<\/b> \u5f53\u65e0\u6cd5\u83b7\u5f97\u5b8c\u6574\u7684\u8ddf\u8e2a\u6570\u636e\u65f6\uff0c\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u5bf9\u53ef\u80fd\u7684\u5ba2\u6237\u65c5\u7a0b\u8fdb\u884c\u5efa\u6a21\uff0c\u5c06\u89c2\u5bdf\u5230\u7684\u6570\u636e\u4e0e\u667a\u80fd\u63a8\u7406\u76f8\u7ed3\u5408\u3002<\/p>\n<p><b>\u53ef\u89c6\u5316\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u6355\u83b7\u53ef\u7528\u7684\u7b2c\u4e00\u65b9\u6570\u636e<\/li>\n<li aria-level=\"1\">\u4eba\u5de5\u667a\u80fd\u586b\u8865\u4e86\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u7a7a\u767d<\/li>\n<li aria-level=\"1\">\u9690\u79c1\u9650\u5236\u539f\u56e0<\/li>\n<li aria-level=\"1\">\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u6d88\u8d39\u8005\u884c\u4e3a<\/li>\n<\/ul>\n<p><b>\u6700\u9002\u5408\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u6ce8\u91cd\u9690\u79c1\u7684\u884c\u4e1a<\/li>\n<li aria-level=\"1\">\u53d7\u8ffd\u8e2a\u9650\u5236\u5f71\u54cd\u7684\u7ec4\u7ec7<\/li>\n<li aria-level=\"1\">\u5177\u6709\u524d\u77bb\u6027\u7684\u8425\u9500\u56e2\u961f<\/li>\n<\/ul>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u5728\u8ddf\u8e2a\u9650\u5236\u4e25\u91cd\u7684\u73af\u5883\u4e2d\uff0cAI \u589e\u5f3a\u5f52\u56e0\u53ef\u6062\u590d\u5bf9\u5e73\u5747 35-45% \u7684\u5148\u524d\u65e0\u6cd5\u5f52\u56e0\u7684\u8f6c\u5316\u7684\u53ef\u89c1\u6027\uff08Gartner\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8be5\u5e73\u53f0\u4f53\u73b0\u4e86\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5373\u4f7f\u5728\u6570\u636e\u70b9\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u4f7f\u7528\u4e13\u6709\u4eba\u5de5\u667a\u80fd\u6784\u5efa\u5b8c\u6574\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u8fd9\u5728\u5f53\u4eca\u9690\u79c1\u4f18\u5148\u7684\u8425\u9500\u73af\u5883\u4e2d\u662f\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Attribution_Model_Decision_Framework\"><\/span><b>\u5f52\u56e0\u6a21\u578b\u51b3\u7b56\u6846\u67b6<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9009\u62e9\u6700\u4f73\u5f52\u56e0\u6a21\u578b\u9700\u8981\u4ed4\u7ec6\u8003\u8651\u591a\u79cd\u56e0\u7d20\u3002\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u6846\u67b6\u6765\u6307\u5bfc\u60a8\u7684\u51b3\u7b56\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_1_Assess_Your_Customer_Journey_Complexity\"><\/span><b>\u6b65\u9aa4 1\uff1a\u8bc4\u4f30\u5ba2\u6237\u65c5\u7a0b\u7684\u590d\u6742\u6027<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u7b80\u5355\u65c5\u7a0b\uff081-3 \u4e2a\u63a5\u89e6\u70b9\uff09<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u9996\u6b21\u89e6\u6478\u3001\u6700\u540e\u89e6\u6478\u6216\u7ebf\u6027<\/li>\n<li aria-level=\"1\">\u793a\u4f8b\u4e1a\u52a1\uff1a\u51b2\u52a8\u8d2d\u4e70\u3001\u7b80\u5355\u7684\u7535\u5b50\u5546\u52a1<\/li>\n<\/ul>\n<p><b>\u4e2d\u7b49\u65c5\u7a0b\uff084-10 \u4e2a\u63a5\u89e6\u70b9\uff09<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u57fa\u4e8e\u65f6\u95f4\u8870\u51cf\u6216\u57fa\u4e8e\u4f4d\u7f6e\u7684\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u793a\u4f8b\u4e1a\u52a1\uff1a\u8003\u8651\u6d88\u8d39\u8005\u8d2d\u4e70\uff0c\u7b80\u5355\u7684 B2B<\/li>\n<\/ul>\n<p><b>\u590d\u6742\u65c5\u7a0b\uff0810+\u4e2a\u63a5\u89e6\u70b9\uff09<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u7b97\u6cd5\u6a21\u578b\u6216\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u793a\u4f8b\u4e1a\u52a1\uff1a\u4f01\u4e1a B2B\u3001\u9ad8\u8003\u8651\u5ea6\u6d88\u8d39\u8005\u8d2d\u4e70<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Step_2_Evaluate_Your_Data_Maturity\"><\/span><b>\u7b2c 2 \u6b65\uff1a\u8bc4\u4f30\u6570\u636e\u6210\u719f\u5ea6<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u7ea7\u522b 1\uff1a\u57fa\u7840<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u53ef\u7528\u6570\u636e\uff1a\u6e20\u9053\u7ea7\u6027\u80fd\u3001\u57fa\u672c\u8f6c\u5316\u8ddf\u8e2a<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u5355\u70b9\u89e6\u63a7\u6216\u7ebf\u6027\u5f52\u56e0<\/li>\n<li aria-level=\"1\">\u6240\u9700\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\uff1a\u57fa\u672c\u5206\u6790\u5b9e\u65bd<\/li>\n<\/ul>\n<p><b>\u7ea7\u522b 2\uff1a\u4e2d\u7ea7<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u53ef\u7528\u6570\u636e\uff1a\u7528\u6237\u7ea7\u8ddf\u8e2a\u3001\u5b9a\u4e49\u7684\u8f6c\u5316\u8def\u5f84<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u57fa\u4e8e\u4f4d\u7f6e\u6216\u65f6\u95f4\u8870\u51cf<\/li>\n<li aria-level=\"1\">\u6240\u9700\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\uff1a\u5ba2\u6237\u65c5\u7a0b\u8ddf\u8e2a<\/li>\n<\/ul>\n<p><b>3\u7ea7\uff1a\u9ad8\u7ea7<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u53ef\u7528\u6570\u636e\uff1a\u8de8\u8bbe\u5907\u3001\u7ebf\u4e0a\/\u7ebf\u4e0b\u6574\u5408<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u7b97\u6cd5\u5f52\u56e0<\/li>\n<li aria-level=\"1\">\u6240\u9700\u6570\u636e\u57fa\u7840\u8bbe\u65bd\uff1a\u6570\u636e\u4ed3\u5e93\u3001\u8eab\u4efd\u89e3\u6790<\/li>\n<\/ul>\n<p><b>\u7b2c\u56db\u7ea7\uff1a\u524d\u6cbf<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u53ef\u7528\u6570\u636e\uff1a\u5177\u6709\u9690\u79c1\u7ea6\u675f\u7684\u7b2c\u4e00\u65b9\u6570\u636e\u7b56\u7565<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1aAI\u589e\u5f3a\u6982\u7387<\/li>\n<li aria-level=\"1\">\u6240\u9700\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\uff1a\u4eba\u5de5\u667a\u80fd\u529f\u80fd\u3001\u7edf\u4e00\u6570\u636e\u5e73\u53f0<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u65e8\u5728\u6ee1\u8db3\u4efb\u4f55\u6210\u719f\u5ea6\u7ea7\u522b\u7684\u7ec4\u7ec7\u7684\u9700\u6c42\uff0c\u5177\u6709\u7075\u6d3b\u7684\u6a21\u578b\u9009\u9879\uff0c\u53ef\u4ee5\u968f\u7740\u6d4b\u91cf\u590d\u6742\u7a0b\u5ea6\u7684\u589e\u957f\u800c\u53d1\u5c55\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_3_Consider_Your_Business_Model\"><\/span><b>\u7b2c\u4e09\u6b65\uff1a\u8003\u8651\u4f60\u7684\u5546\u4e1a\u6a21\u5f0f<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u7535\u5b50\u5546\u52a1<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u91cd\u70b9\uff1a\u5b8c\u6574\u7684\u8d2d\u4e70\u65c5\u7a0b<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u65f6\u95f4\u8870\u51cf\u6216\u7b97\u6cd5<\/li>\n<li aria-level=\"1\">\u91cd\u8981\u56e0\u7d20\uff1a\u8d2d\u7269\u8f66\u653e\u5f03\u7387\u3001\u4ea7\u54c1\u53d1\u73b0\u7387<\/li>\n<\/ul>\n<p><b>\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u91cd\u70b9\u5173\u6ce8\uff1a\u9500\u552e\u8d28\u91cf\u548c\u9500\u552e\u534f\u8c03<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u57fa\u4e8e\u4f4d\u7f6e\u6216\u7b97\u6cd5<\/li>\n<li aria-level=\"1\">\u91cd\u8981\u56e0\u7d20\uff1a\u7ebf\u7d22\u8bc4\u5206\u3001\u7ebf\u4e0b\u8f6c\u5316<\/li>\n<\/ul>\n<p><b>\u8ba2\u9605<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u91cd\u70b9\u5173\u6ce8\uff1a\u521d\u59cb\u8f6c\u5316\u548c\u4fdd\u7559<\/li>\n<li aria-level=\"1\">\u63a8\u8350\u6a21\u578b\uff1a\u65f6\u95f4\u8870\u51cf\u6216\u7b97\u6cd5<\/li>\n<li aria-level=\"1\">\u91cd\u8981\u56e0\u7d20\uff1a\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c\u3001\u5ba2\u6237\u6d41\u5931\u4fe1\u53f7<\/li>\n<\/ul>\n<p>\u8c37\u6b4c\u6570\u5b57\u8425\u9500\u63a8\u5e7f\u4e13\u5458 Avinash Kaushik \u5efa\u8bae\uff1a\u201c\u4f60\u7684\u5f52\u56e0\u6a21\u578b\u5e94\u8be5\u4e0e\u5ba2\u6237\u7684\u5b9e\u9645\u8d2d\u4e70\u65b9\u5f0f\u76f8\u4e00\u81f4\uff0c\u800c\u4e0d\u662f\u4f60\u7684\u7ec4\u7ec7\u67b6\u6784\u3002\u592a\u591a\u516c\u53f8\u9009\u62e9\u5f52\u56e0\u6a21\u578b\u662f\u57fa\u4e8e\u7ec4\u7ec7\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u5ba2\u6237\u5b9e\u9645\u60c5\u51b5\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Privacy_Challenge_and_Attribution_Model_Selection\"><\/span><b>\u9690\u79c1\u6311\u6218\u4e0e\u5f52\u56e0\u6a21\u578b\u9009\u62e9<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9690\u79c1\u53d8\u5316\u6781\u5927\u5730\u5f71\u54cd\u4e86\u5f52\u56e0\u6a21\u578b\u7684\u53ef\u884c\u6027\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Impact_by_Attribution_Type\"><\/span><b>\u5f52\u56e0\u7c7b\u578b\u7684\u5f71\u54cd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u5355\u89e6\u5f0f\u578b\u53f7\uff1a<\/b> \u53d7\u9690\u79c1\u53d8\u5316\u7684\u5f71\u54cd\u6700\u5c0f\uff0c\u4f46\u6700\u4e0d\u51c6\u786e\u3002<\/p>\n<p><b>\u57fa\u4e8e\u89c4\u5219\u7684\u591a\u70b9\u89e6\u63a7\u6a21\u578b\uff1a<\/b> \u53d7\u5230\u4e2d\u7b49\u7a0b\u5ea6\u5f71\u54cd\uff0c\u76ee\u524d\u6709 25-40% \u7684\u65c5\u7a0b\u5c1a\u672a\u5b8c\u6210\u3002<\/p>\n<p><b>\u4f20\u7edf\u7b97\u6cd5\u6a21\u578b\uff1a<\/b> \u53d7\u5f71\u54cd\u4e25\u91cd\uff0c\u90e8\u5206\u6247\u533a\u6570\u636e\u4e22\u593140-70%\u3002<\/p>\n<p><b>\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u6982\u7387\u6a21\u578b\uff1a<\/b> \u4e13\u4e3a\u9690\u79c1\u4f18\u5148\u73af\u5883\u8bbe\u8ba1\uff0c\u6700\u5177\u5f39\u6027\u3002<\/p>\n<p>\u6839\u636e\u4e16\u754c\u5e7f\u544a\u4e3b\u8054\u5408\u4f1a 2024 \u5e74\u7684\u4e00\u9879\u7814\u7a76\uff0c\u5168\u7403 72% \u7684\u8425\u9500\u4eba\u5458\u62a5\u544a\u79f0\uff0c\u9690\u79c1\u6cd5\u89c4\u548c\u6280\u672f\u53d8\u5316\u8feb\u4f7f\u4ed6\u4eec\u91cd\u65b0\u8003\u8651\u5176\u5f52\u56e0\u65b9\u6cd5\u3002<\/p>\n<p>Trust Insights \u8054\u5408\u521b\u59cb\u4eba Christopher Penn \u6307\u51fa\uff1a\u201c\u672a\u6765\u5c5e\u4e8e\u80fd\u591f\u7528\u66f4\u5c11\u6570\u636e\u63d0\u4f9b\u7cbe\u51c6\u6d1e\u5bdf\u7684\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u6b63\u662f\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u80fd\u591f\u63d0\u4f9b\u5173\u952e\u4f18\u52bf\u7684\u5730\u65b9\u3002\u201d<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u6b63\u5728\u7533\u8bf7\u4e13\u5229\u7684 Edge Privacy Layer \u5c31\u662f\u4e13\u95e8\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u800c\u5f00\u53d1\u7684\uff0c\u5b83\u63d0\u4f9b\u5168\u9762\u7684\u5f52\u56e0\u6d1e\u5bdf\uff0c\u540c\u65f6\u4fdd\u6301\u6700\u9ad8\u7684\u9690\u79c1\u5408\u89c4\u6807\u51c6\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Industry-Specific_Attribution_Considerations\"><\/span><b>\u884c\u4e1a\u7279\u5b9a\u5f52\u56e0\u8003\u8651\u56e0\u7d20<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e0d\u540c\u884c\u4e1a\u9762\u4e34\u7740\u72ec\u7279\u7684\u5f52\u56e0\u6311\u6218\u548c\u8003\u8651\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Retail_eCommerce\"><\/span><b>\u96f6\u552e\u548c\u7535\u5b50\u5546\u52a1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e3b\u8981\u6311\u6218\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u8d2d\u4e70\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u591a\u79cd\u8bbe\u5907<\/li>\n<li aria-level=\"1\">\u7ebf\u4e0b\/\u7ebf\u4e0a\u6574\u5408<\/li>\n<li aria-level=\"1\">\u5e02\u573a\u4e0e\u76f4\u63a5\u5f52\u56e0<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u578b\u53f7\uff1a<\/b> \u65f6\u95f4\u8870\u51cf\u6216\u7b97\u6cd5<\/p>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u4e0e\u5355\u70b9\u89e6\u63a7\u5f52\u56e0\u76f8\u6bd4\uff0c\u4f7f\u7528\u7b97\u6cd5\u5f52\u56e0\u7684\u96f6\u552e\u5546\u7684 ROAS \u5e73\u5747\u589e\u52a0\u4e86 26%\uff08eMarketer\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"B2B_Services_Technology\"><\/span><b>B2B\u670d\u52a1\u4e0e\u6280\u672f<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e3b\u8981\u6311\u6218\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5ef6\u957f\u9500\u552e\u5468\u671f\uff083-18\u4e2a\u6708\uff09<\/li>\n<li aria-level=\"1\">\u8d2d\u4e70\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u591a\u4e2a\u5229\u76ca\u76f8\u5173\u8005<\/li>\n<li aria-level=\"1\">\u9ad8\u4ef7\u503c\u3001\u4f4e\u5bb9\u91cf\u7684\u8f6c\u6362<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u578b\u53f7\uff1a<\/b> \u57fa\u4e8e\u4f4d\u7f6e\u6216\u4eba\u5de5\u667a\u80fd\u589e\u5f3a<\/p>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u5b9e\u65bd\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u7684 B2B \u516c\u53f8\u5e73\u5747\u53ef\u964d\u4f4e 30% \u7684\u5ba2\u6237\u83b7\u53d6\u6210\u672c\uff08\u9700\u6c42\u751f\u6210\u62a5\u544a\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Financial_Services\"><\/span><b>\u91d1\u878d\u670d\u52a1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e3b\u8981\u6311\u6218\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4e25\u683c\u7684\u76d1\u7ba1\u73af\u5883<\/li>\n<li aria-level=\"1\">\u9ad8\u4ef7\u503c\u7ec8\u8eab\u5ba2\u6237<\/li>\n<li aria-level=\"1\">\u654f\u611f\u6570\u636e\u5904\u7406\u8981\u6c42<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u578b\u53f7\uff1a<\/b> \u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u6982\u7387<\/p>\n<p><b>\u7edf\u8ba1\u89c1\u89e3\uff1a<\/b> \u91c7\u7528\u9690\u79c1\u4f18\u5148\u5f52\u56e0\u65b9\u6cd5\u7684\u91d1\u878d\u670d\u52a1\u516c\u53f8\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u8425\u9500\u6548\u7387\u548c\u66f4\u9ad8\u7684\u76d1\u7ba1\u5408\u89c4\u6027\uff08\u91d1\u878d\u54c1\u724c\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u4e0e\u8fd9\u4e9b\u884c\u4e1a\u7684\u9886\u5148\u516c\u53f8\u5408\u4f5c\uff0c\u6839\u636e\u4ed6\u4eec\u7684\u7279\u5b9a\u9700\u6c42\u548c\u76d1\u7ba1\u73af\u5883\u5b9a\u5236\u7075\u6d3b\u7684\u5f52\u56e0\u65b9\u6cd5\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Implementation_Considerations_by_Model_Type\"><\/span><b>\u6309\u6a21\u578b\u7c7b\u578b\u5212\u5206\u7684\u5b9e\u65bd\u6ce8\u610f\u4e8b\u9879<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6bcf\u79cd\u5f52\u56e0\u6a21\u578b\u90fd\u9700\u8981\u4e0d\u540c\u7ea7\u522b\u7684\u6280\u672f\u5b9e\u65bd\u548c\u7ec4\u7ec7\u534f\u8c03\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Single-Touch_Models\"><\/span><b>\u5355\u70b9\u89e6\u63a7\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6280\u672f\u8981\u6c42\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u57fa\u672c\u5206\u6790\u5b9e\u65bd<\/li>\n<li aria-level=\"1\">\u5e7f\u544a\u7cfb\u5217\u6807\u8bb0\u7ed3\u6784<\/li>\n<li aria-level=\"1\">\u8f6c\u5316\u8ddf\u8e2a<\/li>\n<\/ul>\n<p><b>\u65f6\u95f4\u7ebf\uff1a<\/b> 2-4\u5468<\/p>\n<p><b>\u56e2\u961f\u8d44\u6e90\uff1a<\/b> 1 \u540d\u517c\u804c\u5206\u6790\u8d44\u6e90<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rule-Based_Multi-Touch_Models\"><\/span><b>\u57fa\u4e8e\u89c4\u5219\u7684\u591a\u70b9\u89e6\u63a7\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6280\u672f\u8981\u6c42\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5ba2\u6237\u65c5\u7a0b\u8ffd\u8e2a<\/li>\n<li aria-level=\"1\">\u8de8\u8bbe\u5907\u8bc6\u522b\uff08\u63a8\u8350\uff09<\/li>\n<li aria-level=\"1\">\u63a5\u89e6\u70b9\u6536\u96c6\u7684\u6570\u636e\u7ba1\u9053<\/li>\n<\/ul>\n<p><b>\u65f6\u95f4\u7ebf\uff1a<\/b> 4-12\u5468<\/p>\n<p><b>\u56e2\u961f\u8d44\u6e90\uff1a<\/b> 1 \u4e2a\u4e13\u7528\u5206\u6790\u8d44\u6e90\uff0c\u8425\u9500\u5229\u76ca\u76f8\u5173\u8005\u534f\u8c03<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Algorithmic_Models\"><\/span><b>\u7b97\u6cd5\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6280\u672f\u8981\u6c42\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u6570\u636e\u4ed3\u5e93\u5b9e\u65bd<\/li>\n<li aria-level=\"1\">\u8eab\u4efd\u89e3\u6790\u80fd\u529b<\/li>\n<li aria-level=\"1\">\u7edf\u8ba1\u5efa\u6a21\u4e13\u4e1a\u77e5\u8bc6<\/li>\n<\/ul>\n<p><b>\u65f6\u95f4\u7ebf\uff1a<\/b> 12-24\u5468<\/p>\n<p><b>\u56e2\u961f\u8d44\u6e90\uff1a<\/b> \u6570\u636e\u79d1\u5b66\u56e2\u961f\u3001\u5206\u6790\u5de5\u7a0b\u5e08\u3001\u8425\u9500\u5229\u76ca\u76f8\u5173\u8005<\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI-Enhanced_Probabilistic_Models\"><\/span><b>\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u6982\u7387\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6280\u672f\u8981\u6c42\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u7b2c\u4e00\u65b9\u6570\u636e\u7b56\u7565<\/li>\n<li aria-level=\"1\">\u4e0e\u4e3b\u8981\u8425\u9500\u5e73\u53f0\u6574\u5408<\/li>\n<li aria-level=\"1\">\u5177\u6709\u4eba\u5de5\u667a\u80fd\u529f\u80fd\u7684\u5f52\u56e0\u5e73\u53f0<\/li>\n<\/ul>\n<p><b>\u65f6\u95f4\u7ebf\uff1a<\/b> \u548c <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a>\uff1a2-6\u5468 \u5185\u90e8\u5f00\u53d1\uff1a24-52\u5468<\/p>\n<p><b>\u56e2\u961f\u8d44\u6e90\uff1a<\/b> \u548c <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a>\uff1a\u4ec5\u9650\u8425\u9500\u5229\u76ca\u76f8\u5173\u8005\uff0c\u5185\u90e8\u5f00\u53d1\uff1a\u6570\u636e\u79d1\u5b66\u56e2\u961f\u3001\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u3001\u9690\u79c1\u4e13\u5bb6<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Example_Model_Comparison_Case_Study_Retail_Brand_Attribution_Analysis\"><\/span><b>\u6a21\u578b\u6bd4\u8f83\u6848\u4f8b\u7814\u7a76\uff1a\u96f6\u552e\u54c1\u724c\u5f52\u56e0\u5206\u6790<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e3a\u4e86\u8bf4\u660e\u5f52\u56e0\u6a21\u578b\u4e4b\u95f4\u7684\u5b9e\u9645\u5dee\u5f02\uff0c\u8bf7\u8003\u8651\u4ee5\u4e0b\u591a\u6e20\u9053\u96f6\u552e\u54c1\u724c\u7684\u6848\u4f8b\u7814\u7a76\uff1a<\/p>\n<p>\u8be5\u54c1\u724c\u4f7f\u7528\u4e0d\u540c\u7684\u5f52\u56e0\u6a21\u578b\u5206\u6790\u4e86\u4e94\u4e2a\u6e20\u9053\u7684 10,000 \u6b21\u8f6c\u5316\uff1a<\/p>\n<table>\n<tbody>\n<tr>\n<td><b>\u6e20\u9053<\/b><\/td>\n<td><b>\u7b2c\u4e00\u6b21\u63a5\u89e6<\/b><\/td>\n<td><b>\u6700\u540e\u7684\u63a5\u89e6<\/b><\/td>\n<td><b>\u7ebf\u6027<\/b><\/td>\n<td><b>\u65f6\u95f4\u8870\u51cf<\/b><\/td>\n<td><b>\u57fa\u4e8e\u4f4d\u7f6e<\/b><\/td>\n<td><b>\u4eba\u5de5\u667a\u80fd\u589e\u5f3a<\/b><\/td>\n<\/tr>\n<tr>\n<td>\u4ed8\u8d39\u641c\u7d22<\/td>\n<td>15%<\/td>\n<td>35%<\/td>\n<td>22%<\/td>\n<td>28%<\/td>\n<td>26%<\/td>\n<td>24%<\/td>\n<\/tr>\n<tr>\n<td>\u793e\u4ea4\u5a92\u4f53<\/td>\n<td>45%<\/td>\n<td>12%<\/td>\n<td>25%<\/td>\n<td>18%<\/td>\n<td>30%<\/td>\n<td>27%<\/td>\n<\/tr>\n<tr>\n<td>\u7535\u5b50\u90ae\u4ef6<\/td>\n<td>8%<\/td>\n<td>30%<\/td>\n<td>19%<\/td>\n<td>24%<\/td>\n<td>18%<\/td>\n<td>22%<\/td>\n<\/tr>\n<tr>\n<td>\u5c55\u793a<\/td>\n<td>24%<\/td>\n<td>7%<\/td>\n<td>19%<\/td>\n<td>12%<\/td>\n<td>15%<\/td>\n<td>16%<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u7136\u641c\u7d22<\/td>\n<td>8%<\/td>\n<td>16%<\/td>\n<td>15%<\/td>\n<td>18%<\/td>\n<td>11%<\/td>\n<td>11%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u5dee\u5f02\u5bfc\u81f4\u4e86\u622a\u7136\u4e0d\u540c\u7684\u9884\u7b97\u5206\u914d\u5efa\u8bae\u3002\u5728\u5b9e\u65bd\u4e86\u7c7b\u4f3c\u4ee5\u4e0b\u89e3\u51b3\u65b9\u6848\u540e <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u65b9\u6cd5\uff0c\u8be5\u54c1\u724c\u5b9e\u73b0\u4e86\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">90 \u5929\u5185 ROAS \u589e\u52a0 34%<\/li>\n<li aria-level=\"1\">\u786e\u5b9a\u7535\u5b50\u90ae\u4ef6\u5bf9\u56de\u5934\u5ba2\u6700\u6709\u6548\uff0c\u800c\u793e\u4ea4\u5a92\u4f53\u5219\u63a8\u52a8\u65b0\u5ba2\u6237\u7684\u83b7\u53d6<\/li>\n<li aria-level=\"1\">\u53d1\u73b0\u5c55\u793a\u5e7f\u544a\u867d\u7136\u5f88\u5c11\u6210\u4e3a\u6700\u540e\u7684\u63a5\u89e6\u70b9\uff0c\u4f46\u5728\u8f85\u52a9\u8f6c\u5316\u4e2d\u53d1\u6325\u4e86\u5173\u952e\u4f5c\u7528<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Future-Proofing_Your_Attribution_Approach\"><\/span><b>\u9762\u5411\u672a\u6765\u7684\u5f52\u56e0\u65b9\u6cd5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u968f\u7740\u8425\u9500\u683c\u5c40\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u60a8\u7684\u5f52\u56e0\u65b9\u6cd5\u4e5f\u5fc5\u987b\u968f\u4e4b\u8c03\u6574\u3002\u5177\u6709\u524d\u77bb\u6027\u7684\u7ec4\u7ec7\u6b63\u5728\u5b9e\u65bd\u4ee5\u4e0b\u7b56\u7565\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Model_Flexibility\"><\/span><b>1. \u6a21\u578b\u7075\u6d3b\u6027<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b9e\u65bd\u5141\u8bb8\u540c\u65f6\u67e5\u770b\u591a\u4e2a\u6a21\u578b\u7684\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\u3002 <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8be5\u5e73\u53f0\u652f\u6301\u5e76\u6392\u6a21\u578b\u6bd4\u8f83\uff0c\u5e2e\u52a9\u8425\u9500\u4eba\u5458\u4e86\u89e3\u5bf9\u6027\u80fd\u7684\u4e0d\u540c\u770b\u6cd5\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Privacy-First_Design\"><\/span><b>2. \u9690\u79c1\u4f18\u5148\u7684\u8bbe\u8ba1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u9009\u62e9\u4e13\u4e3a\u9690\u79c1\u81f3\u4e0a\u7684\u65f6\u4ee3\u800c\u6784\u5efa\u7684\u5f52\u56e0\u6280\u672f\uff0c\u786e\u4fdd\u60a8\u7684\u65b9\u6cd5\u9762\u5411\u672a\u6765\u3002\u6839\u636e IBM 2024 \u5e74\u9690\u79c1\u5f71\u54cd\u7814\u7a76\uff0c83% \u7684\u6d88\u8d39\u8005\u8868\u793a\uff0c\u6570\u636e\u9690\u79c1\u95ee\u9898\u4f1a\u5f71\u54cd\u4ed6\u4eec\u7684\u54c1\u724c\u9009\u62e9\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Incrementality_Testing\"><\/span><b>3.\u589e\u91cf\u6d4b\u8bd5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7ed3\u5408\u589e\u91cf\u6d4b\u8bd5\uff0c\u5c06\u5f52\u56e0\u65b9\u6cd5\u4e0e\u589e\u91cf\u6d4b\u8bd5\u76f8\u7ed3\u5408\uff0c\u4ee5\u9a8c\u8bc1\u7814\u7a76\u7ed3\u679c\u3002Analytic Partners \u7684\u7814\u7a76\u8868\u660e\uff0c\u5c06\u5f52\u56e0\u65b9\u6cd5\u4e0e\u589e\u91cf\u6d4b\u8bd5\u76f8\u7ed3\u5408\u7684\u7ec4\u7ec7\uff0c\u5176\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387 (ROI) \u6bd4\u5355\u72ec\u4f7f\u7528\u5176\u4e2d\u4e00\u79cd\u65b9\u6cd5\u7684\u7ec4\u7ec7\u9ad8\u51fa 41%\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Cross-Channel_Integration\"><\/span><b>4.\u8de8\u6e20\u9053\u6574\u5408<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6253\u7834\u4ed8\u8d39\u5a92\u4f53\u3001\u81ea\u6709\u5a92\u4f53\u548c\u8d62\u5f97\u5a92\u4f53\u5f52\u56e0\u4e4b\u95f4\u7684\u58c1\u5792\u3002\u7edf\u4e00\u7684\u65b9\u6cd5\u80fd\u591f\u6700\u51c6\u786e\u5730\u7406\u89e3\u8425\u9500\u7ee9\u6548\u3002\u9ea6\u80af\u9521\u7684\u7814\u7a76\u8868\u660e\uff0c\u6574\u5408\u5f52\u56e0\u53ef\u5c06\u8425\u9500\u6548\u679c\u63d0\u5347 23%\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Continuous_Improvement\"><\/span><b>5.\u6301\u7eed\u6539\u8fdb<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6700\u6709\u6548\u7684\u5f52\u56e0\u65b9\u6848\u9700\u8981\u4e0d\u65ad\u53d1\u5c55\u3002\u636e Forrester \u79f0\uff0c\u9ad8\u7ee9\u6548\u7ec4\u7ec7\u6bcf\u5b63\u5ea6\u90fd\u4f1a\u5ba1\u67e5\u5e76\u66f4\u65b0\u5176\u5f52\u56e0\u65b9\u6cd5\uff0c\u800c\u7ee9\u6548\u4e00\u822c\u7684\u7ec4\u7ec7\u5219\u6bcf\u5e74\u6216\u66f4\u77ed\u65f6\u95f4\u8fdb\u884c\u5ba1\u67e5\u548c\u66f4\u65b0\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Making_the_Transition_Implementation_Roadmap\"><\/span><b>\u8f6c\u578b\uff1a\u5b9e\u65bd\u8def\u7ebf\u56fe<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5bf9\u4e8e\u5e0c\u671b\u5347\u7ea7\u5176\u5f52\u56e0\u65b9\u6cd5\u7684\u7ec4\u7ec7\uff0c\u8bf7\u9075\u5faa\u4ee5\u4e0b\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5b9e\u65bd\u8def\u7ebf\u56fe\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phase_1_Foundations_1-4_weeks\"><\/span><b>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\uff081-4\u5468\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u5ba1\u8ba1\u5f53\u524d\u5f52\u56e0\u80fd\u529b<\/li>\n<li aria-level=\"1\">\u8bb0\u5f55\u4e1a\u52a1\u9700\u6c42<\/li>\n<li aria-level=\"1\">\u9009\u62e9\u5408\u9002\u7684\u5f52\u56e0\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u4f7f\u5229\u76ca\u76f8\u5173\u8005\u5c31\u65b9\u6cd5\u8fbe\u6210\u4e00\u81f4<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Phase_2_Implementation_2-12_weeks\"><\/span><b>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5b9e\u65bd\uff082-12\u5468\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u914d\u7f6e\u8ddf\u8e2a\u548c\u6570\u636e\u6536\u96c6<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u57fa\u7ebf\u7ee9\u6548\u6307\u6807<\/li>\n<li aria-level=\"1\">\u57f9\u8bad\u8425\u9500\u56e2\u961f\u91c7\u7528\u65b0\u65b9\u6cd5<\/li>\n<li aria-level=\"1\">\u5f00\u59cb\u6570\u636e\u9a8c\u8bc1\u8fc7\u7a0b<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Phase_3_Optimization_Ongoing\"><\/span><b>\u7b2c 3 \u9636\u6bb5\uff1a\u4f18\u5316\uff08\u6b63\u5728\u8fdb\u884c\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd<\/li>\n<li aria-level=\"1\">\u5b8c\u5584\u6570\u636e\u6536\u96c6\u548c\u6574\u5408<\/li>\n<li aria-level=\"1\">\u6d4b\u8bd5\u5f52\u56e0\u9a71\u52a8\u7684\u4f18\u5316<\/li>\n<li aria-level=\"1\">\u6269\u5927\u6210\u529f\u65b9\u6cd5<\/li>\n<\/ul>\n<p>\u548c <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u901a\u8fc7\u4ea4\u94a5\u5319\u5b9e\u65bd\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u663e\u8457\u538b\u7f29\u8fd9\u4e00\u65f6\u95f4\u8868\uff0c\u5728\u51e0\u5468\u5185\uff08\u800c\u4e0d\u662f\u51e0\u4e2a\u6708\u6216\u51e0\u5e74\uff09\u5b9e\u73b0\u9ad8\u7ea7\u5f52\u56e0\u80fd\u529b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion_Beyond_Models_to_Marketing_Transformation\"><\/span><b>\u7ed3\u8bba\uff1a\u8d85\u8d8a\u6a21\u5f0f\uff0c\u8d70\u5411\u8425\u9500\u8f6c\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5f52\u56e0\u6a21\u578b\u7684\u9009\u62e9\u6700\u7ec8\u4e0d\u4ec5\u4ec5\u5173\u4e4e\u8861\u91cf\uff0c\u8fd8\u5173\u4e4e\u8f6c\u53d8\u60a8\u7684\u8425\u9500\u65b9\u5f0f\u4ee5\u63a8\u52a8\u53ef\u6301\u7eed\u7684\u4e1a\u52a1\u589e\u957f\u3002<\/p>\n<p>\u6839\u636e\u7279\u5b9a\u9700\u6c42\u5b9e\u65bd\u6b63\u786e\u5f52\u56e0\u6a21\u578b\u7684\u7ec4\u7ec7\u53ef\u4ee5\u671f\u5f85\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u66f4\u9ad8\u6548\u7684\u8425\u9500\u652f\u51fa\u5206\u914d<\/li>\n<li aria-level=\"1\">\u6539\u5584\u8de8\u63a5\u89e6\u70b9\u7684\u5ba2\u6237\u4f53\u9a8c<\/li>\n<li aria-level=\"1\">\u8425\u9500\u4e0e\u9500\u552e\u4e4b\u95f4\u66f4\u52a0\u534f\u8c03<\/li>\n<li aria-level=\"1\">\u589e\u5f3a\u9002\u5e94\u5e02\u573a\u53d8\u5316\u7684\u80fd\u529b<\/li>\n<li aria-level=\"1\">\u589e\u5f3a\u5bf9\u8425\u9500\u6295\u8d44\u51b3\u7b56\u7684\u4fe1\u5fc3<\/li>\n<\/ul>\n<p>\u968f\u7740\u9690\u79c1\u6cd5\u89c4\u7684\u6536\u7d27\u548c\u5ba2\u6237\u65c5\u7a0b\u7684\u65e5\u76ca\u590d\u6742\uff0c\u84ec\u52c3\u53d1\u5c55\u7684\u7ec4\u7ec7\u5c06\u662f\u90a3\u4e9b\u62e5\u6709\u7075\u6d3b\u3001\u7b26\u5408\u9690\u79c1\u7684\u5f52\u56e0\u65b9\u6cd5\u7684\u7ec4\u7ec7\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u80fd\u591f\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u89c1\u89e3\uff0c\u800c\u4e0d\u53d7\u6280\u672f\u9650\u5236\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u4ee3\u8868\u7740\u65b0\u4e00\u4ee3\u5f52\u56e0\u6280\u672f\uff0c\u5b83\u878d\u5408\u4e86\u6a21\u578b\u7075\u6d3b\u6027\u3001AI \u9a71\u52a8\u7684\u6d1e\u5bdf\u548c\u9690\u79c1\u4f18\u5148\u7684\u8bbe\u8ba1\uff0c\u80fd\u591f\u63d0\u4f9b\u6e05\u6670\u7684\u8425\u9500\u4fe1\u606f\uff0c\u907f\u514d\u6570\u636e\u56f0\u6270\u3002\u901a\u8fc7\u5c06\u5f52\u56e0\u6a21\u578b\u4e0e\u60a8\u7684\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\u548c\u5ba2\u6237\u65c5\u7a0b\u76f8\u5339\u914d\uff0c\u60a8\u53ef\u4ee5\u5c06\u8861\u91cf\u6307\u6807\u4ece\u7b80\u5355\u7684\u62a5\u544a\u8f6c\u5316\u4e3a\u7ade\u4e89\u4f18\u52bf\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Academic_References\"><\/span><b>\u5b66\u672f\u53c2\u8003<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li aria-level=\"1\">Abhishek, V.\u3001Fader, P. \u548c Hosanagar, K. (2023)\u3002\u201c\u901a\u8fc7\u6f0f\u6597\u8fdb\u884c\u5a92\u4f53\u66dd\u5149\uff1a\u591a\u9636\u6bb5\u5f52\u56e0\u6a21\u578b\u3002\u201d <i>\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 40(1), 232-251.<\/li>\n<li aria-level=\"1\">Barajas, J.\u3001Akella, R.\u3001Holtan, M. \u548c Flores, A. (2023)\u3002\u201c\u5e02\u573a\u4e2d\u5728\u7ebf\u5c55\u793a\u5e7f\u544a\u5f52\u56e0\u7684\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u4f30\u7b97\u3002\u201d <i>\u8425\u9500\u79d1\u5b66<\/i>, 42(1), 58-79.<\/li>\n<li aria-level=\"1\">Berman, R. (2024). \u201c\u8d85\u8d8a\u6700\u540e\u4e00\u6b21\u63a5\u89e6\uff1a\u5728\u7ebf\u5e7f\u544a\u4e2d\u7684\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u3002\u201d <i>\u5b9a\u91cf\u8425\u9500\u4e0e\u7ecf\u6d4e\u5b66<\/i>, 22(1), 65-92.<\/li>\n<li aria-level=\"1\">Danaher, PJ, &amp; van Heerde, HJ (2023). \u201c\u5f52\u56e0\u9519\u89c9\uff1a\u4f7f\u7528\u5f52\u56e0\u8fdb\u884c\u591a\u5a92\u4f53\u9884\u7b97\u5206\u914d\u7684\u6ce8\u610f\u4e8b\u9879\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 59(2), 355-374.<\/li>\n<li aria-level=\"1\">Ji, W., &amp; Wang, X. (2023).\u201c\u5728\u7ebf\u5e7f\u544a\u7684\u6982\u7387\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u3002\u201d <i>\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 40(2), 421-443.<\/li>\n<li aria-level=\"1\">Li, H., &amp; Kannan, PK (2024). \u201c\u591a\u6e20\u9053\u5728\u7ebf\u8425\u9500\u73af\u5883\u4e2d\u7684\u8f6c\u5316\u5f52\u56e0\uff1a\u5b9e\u8bc1\u6a21\u578b\u4e0e\u5b9e\u5730\u5b9e\u9a8c\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 61(1), 40-56.<\/li>\n<li aria-level=\"1\">Macdonald, EK, Wilson, HN, &amp; Konus, U. (2023). \u201c\u8861\u91cf\u8425\u9500\u5f52\u56e0\u7684\u4ef7\u503c\uff1a\u6d4b\u8bd5\u548c\u6821\u51c6\u8425\u9500\u6d3b\u52a8\u5bf9\u4e70\u5bb6\u8f6c\u5316\u5f71\u54cd\u7684\u6a21\u578b\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u7ba1\u7406\u6742\u5fd7<\/i>, 39(5-6), 553-575.<\/li>\n<li aria-level=\"1\">\u4efbK.\u3001\u79e6J.\u3001\u90d1L.\u3001\u6768Z.\u3001\u5f20W.\u548c\u4e8eY. (2024)\u3002 \u201c\u591a\u6e20\u9053\u7535\u5b50\u5546\u52a1\u8425\u9500\u5f52\u56e0\u4e2d\u7528\u6237\u884c\u4e3a\u5efa\u6a21\u7684\u6df1\u5ea6\u5b66\u4e60\u3002\u201d <i>IEEE \u77e5\u8bc6\u4e0e\u6570\u636e\u5de5\u7a0b\u5b66\u62a5<\/i>, 36(4), 1545-1558.<\/li>\n<li aria-level=\"1\">Sinha, A., Sahgal, A., &amp; Mathur, SK (2024).\u201c\u9690\u79c1\u6cd5\u89c4\u4e0e\u6570\u5b57\u8425\u9500\uff1a\u5bf9\u5f52\u56e0\u6a21\u578b\u548c\u8861\u91cf\u7684\u5f71\u54cd\u3002\u201d <i>\u5546\u4e1a\u7814\u7a76\u6742\u5fd7<\/i>, 160, 113748.<\/li>\n<li aria-level=\"1\">Zhang, Y., Wei, Y., &amp; Ren, J. (2023).\u201c\u6570\u636e\u9a71\u52a8\u7684\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b\u3002\u201d <i>\u5e7f\u544a\u6742\u5fd7<\/i>, 52(1), 1-20.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"\"><\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u5f53\u4eca\u590d\u6742\u7684\u8425\u9500\u73af\u5883\u4e2d\uff0c\u5408\u9002\u7684\u5f52\u56e0\u6a21\u578b\u53ef\u5c06\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387 (ROI) \u63d0\u9ad8\u9ad8\u8fbe 33%\uff0c\u5176\u4e2d 67% \u7684\u9ad8\u7ee9\u6548\u516c\u53f8\u6b63\u5728\u4f7f\u7528\u591a\u70b9\u89e6\u63a7\u65b9\u6cd5\u83b7\u5f97\u7ade\u4e89\u4f18\u52bf\u3002\u7136\u800c\uff0c54% \u7684\u8425\u9500\u4eba\u5458\u4ecd\u5728\u52aa\u529b\u9009\u62e9\u6700\u7b26\u5408\u5176\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\u7684\u5f52\u56e0\u6a21\u578b\u3002\u672c\u6307\u5357\u5168\u9762\u5206\u6790\u4e86\u4e03\u79cd\u6700\u6709\u6548\u7684\u5f52\u56e0\u6a21\u578b\u2026\u2026<\/p>","protected":false},"author":1,"featured_media":267,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-211","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-attribution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Marketing Attribution Models Explained: Which One Is Right For Your Business? - AttriSight<\/title>\n<meta name=\"description\" content=\"Learn about key marketing attribution models first-touch, last-touch, linear, and more and how to choose the best one to measure your marketing impact.\" \/>\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\u6a21\u578b\u89e3\u91ca\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Marketing Attribution Models Explained: Which One Is Right For Your Business? - AttriSight\" \/>\n<meta property=\"og:description\" content=\"Learn about key marketing attribution models first-touch, last-touch, linear, and more and how to choose the best one to measure your marketing impact.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/attrisight.com\/zh\/\u8425\u9500\u5f52\u56e0\u6a21\u578b\u89e3\u91ca\/\" \/>\n<meta property=\"og:site_name\" content=\"AttriSight\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-20T03:08:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-12T02:08:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/right-attribution-1024x683.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"683\" \/>\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=\"12 \u5206\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8425\u9500\u5f52\u56e0\u6a21\u578b\u89e3\u6790\uff1a\u54ea\u4e00\u79cd\u6a21\u578b\u9002\u5408\u4f60\u7684\u4e1a\u52a1\uff1f - AttriSight","description":"\u4e86\u89e3\u5173\u952e\u8425\u9500\u5f52\u56e0\u6a21\u578b\uff08\u9996\u6b21\u63a5\u89e6\u3001\u6700\u540e\u63a5\u89e6\u3001\u7ebf\u6027\u7b49\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u9009\u62e9\u6700\u4f73\u6a21\u578b\u6765\u8861\u91cf\u60a8\u7684\u8425\u9500\u5f71\u54cd\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\u6a21\u578b\u89e3\u91ca\/","og_locale":"zh_CN","og_type":"article","og_title":"Marketing Attribution Models Explained: Which One Is Right For Your Business? - AttriSight","og_description":"Learn about key marketing attribution models first-touch, last-touch, linear, and more and how to choose the best one to measure your marketing impact.","og_url":"https:\/\/attrisight.com\/zh\/\u8425\u9500\u5f52\u56e0\u6a21\u578b\u89e3\u91ca\/","og_site_name":"AttriSight","article_published_time":"2025-04-20T03:08:47+00:00","article_modified_time":"2025-05-12T02:08:05+00:00","og_image":[{"width":1024,"height":683,"url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/right-attribution-1024x683.png","type":"image\/png"}],"author":"AttriSight","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":false,"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"12 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#article","isPartOf":{"@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/"},"author":{"name":"AttriSight","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160"},"headline":"Marketing Attribution Models Explained: Which One Is Right For Your Business?","datePublished":"2025-04-20T03:08:47+00:00","dateModified":"2025-05-12T02:08:05+00:00","mainEntityOfPage":{"@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/"},"wordCount":2507,"publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"image":{"@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#primaryimage"},"thumbnailUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/right-attribution.png","articleSection":["Marketing Attribution"],"inLanguage":"zh-Hans"},{"@type":"WebPage","@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/","url":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/","name":"\u8425\u9500\u5f52\u56e0\u6a21\u578b\u89e3\u6790\uff1a\u54ea\u4e00\u79cd\u6a21\u578b\u9002\u5408\u4f60\u7684\u4e1a\u52a1\uff1f - AttriSight","isPartOf":{"@id":"https:\/\/attrisight.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#primaryimage"},"image":{"@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#primaryimage"},"thumbnailUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/right-attribution.png","datePublished":"2025-04-20T03:08:47+00:00","dateModified":"2025-05-12T02:08:05+00:00","description":"\u4e86\u89e3\u5173\u952e\u8425\u9500\u5f52\u56e0\u6a21\u578b\uff08\u9996\u6b21\u63a5\u89e6\u3001\u6700\u540e\u63a5\u89e6\u3001\u7ebf\u6027\u7b49\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u9009\u62e9\u6700\u4f73\u6a21\u578b\u6765\u8861\u91cf\u60a8\u7684\u8425\u9500\u5f71\u54cd\u3002","breadcrumb":{"@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#primaryimage","url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/right-attribution.png","contentUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/right-attribution.png","width":1536,"height":1024,"caption":"right attribution"},{"@type":"BreadcrumbList","@id":"https:\/\/attrisight.com\/ru\/%d0%be%d0%b1%d1%8a%d1%8f%d1%81%d0%bd%d0%b5%d0%bd%d1%8b-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d0%b8-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d0%be%d0%b9-%d0%b0%d1%82%d1%80%d0%b8\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/attrisight.com\/en\/"},{"@type":"ListItem","position":2,"name":"Marketing Attribution Models Explained: Which One Is Right For Your Business?"}]},{"@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\/211","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=211"}],"version-history":[{"count":3,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/211\/revisions"}],"predecessor-version":[{"id":268,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/211\/revisions\/268"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media\/267"}],"wp:attachment":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media?parent=211"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/categories?post=211"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/tags?post=211"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}