{"id":206,"date":"2025-04-19T19:05:54","date_gmt":"2025-04-20T03:05:54","guid":{"rendered":"https:\/\/attrisight.com\/?p=206"},"modified":"2025-04-19T19:07:00","modified_gmt":"2025-04-20T03:07:00","slug":"2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/","title":{"rendered":"\u4ec0\u4e48\u662f\u8425\u9500\u5f52\u56e0\uff1f2025\u5e74\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"<p>\u8425\u9500\u5f52\u56e0\u4f7f\u4f01\u4e1a\u80fd\u591f\u7cbe\u51c6\u8bc6\u522b\u54ea\u4e9b\u8425\u9500\u6d3b\u52a8\u80fd\u591f\u63a8\u52a8\u8f6c\u5316\uff0c\u5b9e\u65bd\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b\u7684\u516c\u53f8\u53d1\u73b0\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387 (ROI) \u63d0\u5347\u9ad8\u8fbe 30%\u3002\u968f\u7740\u7b2c\u4e09\u65b9 Cookie 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href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Financial_Imperative\" >\u8d22\u52a1\u8981\u52a1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#The_Privacy_Challenge\" >\u9690\u79c1\u6311\u6218<\/a><\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#The_Speed_Advantage\" >\u901f\u5ea6\u4f18\u52bf<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#The_Evolution_of_Attribution_Models\" >\u5f52\u56e0\u6a21\u578b\u7684\u6f14\u53d8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#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-10\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Multi-Touch_Models\" >\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-11\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Advanced_Models\" >\u9ad8\u7ea7\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-12\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#The_Marketing_Attribution_Technology_Landscape\" >\u8425\u9500\u5f52\u56e0\u6280\u672f\u683c\u5c40<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Key_Developments_in_Attribution_Technology\" >\u5f52\u56e0\u6280\u672f\u7684\u5173\u952e\u53d1\u5c55<\/a><\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Implementation_Challenges_and_Solutions\" >\u5b9e\u65bd\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Challenge_1_Data_Integration\" >\u6311\u6218\u4e00\uff1a\u6570\u636e\u96c6\u6210<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Challenge_2_Organizational_Alignment\" >\u6311\u62182\uff1a\u7ec4\u7ec7\u534f\u8c03<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Challenge_3_Privacy_Compliance\" >\u6311\u62183\uff1a\u9690\u79c1\u5408\u89c4<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Challenge_4_Technical_Implementation\" >\u6311\u6218\u56db\uff1a\u6280\u672f\u5b9e\u73b0<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Challenge_5_Actionability\" >\u6311\u62185\uff1a\u53ef\u64cd\u4f5c\u6027<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Example_Case_Study_Attribution_Transformation\" >\u6848\u4f8b\u7814\u7a76\uff1a\u5f52\u56e0\u8f6c\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#The_Future_of_Marketing_Attribution\" >\u8425\u9500\u5f52\u56e0\u7684\u672a\u6765<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#1_Privacy-First_Attribution\" >1. \u9690\u79c1\u4f18\u5148\u5f52\u56e0<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#2_Unified_Measurement_Approaches\" >2.\u7edf\u4e00\u6d4b\u91cf\u65b9\u6cd5<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#3_Real-Time_Decisioning\" >3.\u5b9e\u65f6\u51b3\u7b56<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Selecting_the_Right_Attribution_Approach_for_Your_Organization\" >\u4e3a\u60a8\u7684\u7ec4\u7ec7\u9009\u62e9\u6b63\u786e\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-26\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Business_Model_Considerations\" >\u5546\u4e1a\u6a21\u5f0f\u8003\u8651<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Resource_Requirements\" >\u8d44\u6e90\u9700\u6c42<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Implementation_Timeline\" >\u5b9e\u65bd\u65f6\u95f4\u8868<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Getting_Started_with_Marketing_Attribution\" >\u8425\u9500\u5f52\u56e0\u5165\u95e8<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#1_Audit_Your_Current_Measurement\" >1. \u5ba1\u6838\u4f60\u5f53\u524d\u7684\u6d4b\u91cf\u7ed3\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/attrisight.com\/zh\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#2_Define_Clear_Objectives\" >2. \u660e\u786e\u76ee\u6807<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#3_Evaluate_Technology_Options\" >3.\u8bc4\u4f30\u6280\u672f\u9009\u9879<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#4_Implement_Incrementally\" >4.\u9010\u6b65\u5b9e\u65bd<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#5_Operationalize_Insights\" >5. \u6d1e\u5bdf\u64cd\u4f5c\u5316<\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Conclusion_The_Attribution_Imperative\" >\u7ed3\u8bba\uff1a\u5f52\u56e0\u7684\u5fc5\u8981\u6027<\/a><\/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\/2025%e5%b9%b4%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8c%87%e5%8d%97\/#Academic_References\" >\u5b66\u672f\u53c2\u8003<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_Evolution_of_Marketing_Attribution_From_Guesswork_to_Science\"><\/span><b>\u8425\u9500\u5f52\u56e0\u7684\u6f14\u53d8\uff1a\u4ece\u731c\u6d4b\u5230\u79d1\u5b66<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8425\u9500\u5f52\u56e0\u7ecf\u5386\u4e86\u6f2b\u957f\u7684\u53d1\u5c55\u5386\u7a0b\uff0c\u4ece\u7ea6\u7ff0\u00b7\u6c83\u7eb3\u6885\u514b\u90a3\u53e5\u8457\u540d\u7684\u201c\u6211\u82b1\u5728\u5e7f\u544a\u4e0a\u7684\u94b1\u6709\u4e00\u534a\u88ab\u6d6a\u8d39\u4e86\uff0c\u95ee\u9898\u662f\u6211\u4e0d\u77e5\u9053\u662f\u54ea\u4e00\u534a\u201d\u5230\u5982\u4eca\u5148\u8fdb\u7684\u3001\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u7684\u8861\u91cf\u80fd\u529b\u3002\u8fd9\u79cd\u6f14\u53d8\u53cd\u6620\u4e86\u5ba2\u6237\u65c5\u7a0b\u65e5\u76ca\u590d\u6742\u7684\u73b0\u72b6\uff0c\u4ee5\u53ca\u5bf9\u8425\u9500\u652f\u51fa\u95ee\u8d23\u5236\u65e5\u76ca\u589e\u957f\u7684\u9700\u6c42\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Marketing_Attribution_by_the_Numbers\"><\/span><b>\u8425\u9500\u5f52\u56e0\u6570\u636e<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u51c6\u786e\u5f52\u56e0\u7684\u91cd\u8981\u6027\u4ece\u672a\u5982\u6b64\u660e\u786e\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>\u91c7\u7528\u5148\u8fdb\u5f52\u56e0\u6a21\u578b\u7684\u516c\u53f8\u5b9e\u73b0\u4e86 15-30% \u66f4\u597d\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387<\/b> \u4e0e\u4f7f\u7528\u57fa\u672c\u6a21\u578b\u76f8\u6bd4\uff08Gartner\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>72% \u8425\u9500\u4eba\u5458<\/b> \u5c06\u5f52\u56e0\u8bc4\u5b9a\u4e3a\u5bf9\u5176\u8425\u9500\u6210\u529f\u201c\u975e\u5e38\u91cd\u8981\u201d\u6216\u201c\u6781\u5176\u91cd\u8981\u201d\uff08Ascend2\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>\u4ec5 17% \u7ec4\u7ec7<\/b> \u62a5\u544a\u79f0\u5bf9\u5176\u5f52\u56e0\u80fd\u529b\u5145\u6ee1\u4fe1\u5fc3\uff08Forrester\uff0c2023 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>\u8425\u9500\u4eba\u5458\u6709\u6548\u5730\u5229\u7528\u5f52\u56e0\u5206\u914d\u4e86 50% \u4ee5\u4e0a\u7684\u9884\u7b97<\/b> \u8f6c\u5411\u9ad8\u7ee9\u6548\u6e20\u9053\uff08\u9ea6\u80af\u9521\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>\u5229\u7528\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u7684\u4f01\u4e1a\u5e73\u5747\u589e\u52a0 32%<\/b> \u8f6c\u5316\u7387\uff08MarketingSherpa\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<p>Winning by Design \u5408\u4f19\u4eba Julie Weill Persofsky \u8868\u793a\uff1a\u201c\u5728\u5f53\u4eca\u788e\u7247\u5316\u7684\u6570\u5b57\u73af\u5883\u4e2d\uff0c\u8425\u9500\u5f52\u56e0\u4e0d\u4ec5\u5173\u4e4e\u8861\u91cf\uff0c\u66f4\u5173\u4e4e\u4f01\u4e1a\u751f\u5b58\u3002\u4e86\u89e3\u81ea\u8eab\u771f\u6b63\u6536\u5165\u9a71\u52a8\u529b\u7684\u516c\u53f8\u80fd\u591f\u901a\u8fc7\u7cbe\u51c6\u8425\u9500\u800c\u975e\u6570\u91cf\u7b56\u7565\u8d85\u8d8a\u7ade\u4e89\u5bf9\u624b\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Is_Marketing_Attribution_A_Definition_for_2025\"><\/span><b>\u4ec0\u4e48\u662f\u8425\u9500\u5f52\u56e0\uff1f2025\u5e74\u7684\u5b9a\u4e49<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8425\u9500\u5f52\u56e0\u662f\u4e00\u4e2a\u5206\u6790\u8fc7\u7a0b\uff0c\u65e8\u5728\u786e\u5b9a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u8425\u9500\u63a5\u89e6\u70b9\u5982\u4f55\u4fc3\u6210\u8f6c\u5316\u3001\u6536\u5165\u548c\u5176\u4ed6\u4e1a\u52a1\u6210\u679c\u3002\u73b0\u4ee3\u5f52\u56e0\u4e0d\u518d\u4ec5\u4ec5\u5c06\u529f\u52b3\u5f52\u4e8e\u6e20\u9053\uff0c\u800c\u662f\u8bc6\u522b\u8425\u9500\u6d3b\u52a8\u4e0e\u4e1a\u52a1\u6210\u679c\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<p>\u5230 2025 \u5e74\uff0c\u8425\u9500\u5f52\u56e0\u5c06\u8fdb\u4e00\u6b65\u6f14\u53d8\uff0c\u6db5\u76d6\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>\u8de8\u6e20\u9053\u65c5\u7a0b\u56fe<\/b> \u8de8\u8d8a\u6570\u5b57\u548c\u7ebf\u4e0b\u63a5\u89e6\u70b9<\/li>\n<li aria-level=\"1\"><b>\u589e\u91cf\u6d4b\u91cf<\/b> \u8bc6\u522b\u771f\u6b63\u7684\u8425\u9500\u5f71\u54cd<\/li>\n<li aria-level=\"1\"><b>\u7b26\u5408\u9690\u79c1\u7684\u6570\u636e\u6536\u96c6<\/b> \u5c0a\u91cd\u7528\u6237\u540c\u610f<\/li>\n<li aria-level=\"1\"><b>\u9884\u6d4b\u6a21\u578b<\/b> \u9884\u6d4b\u672a\u6765\u8868\u73b0<\/li>\n<li aria-level=\"1\"><b>\u4eba\u5de5\u667a\u80fd\u586b\u8865\u7a7a\u767d<\/b> \u5f53\u65e0\u6cd5\u76f4\u63a5\u8ffd\u8e2a\u65f6<\/li>\n<\/ul>\n<p>\u4f5c\u4e3a <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u5f52\u56e0\u7684\u5b9a\u4e49\u662f\u201c\u4e00\u95e8\u4e86\u89e3\u54ea\u4e9b\u8425\u9500\u6295\u8d44\u771f\u6b63\u63a8\u52a8\u589e\u957f\u7684\u79d1\u5b66\uff0c\u4ee5\u53ca\u5728\u65e0\u6cd5\u8fdb\u884c\u5b8c\u7f8e\u8ddf\u8e2a\u65f6\u586b\u8865\u7a7a\u767d\u7684\u827a\u672f\u201d\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Why_Marketing_Attribution_Matters_Now_More_Than_Ever\"><\/span><b>\u4e3a\u4ec0\u4e48\u8425\u9500\u5f52\u56e0\u73b0\u5728\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u91cd\u8981<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6b63\u786e\u5f52\u56e0\u7684\u91cd\u8981\u6027\u4ece\u672a\u5982\u6b64\u9ad8\u6da8\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Financial_Imperative\"><\/span><b>\u8d22\u52a1\u8981\u52a1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6839\u636e Optimizely \u7684\u6700\u65b0\u7814\u7a76\uff0c\u5e73\u5747\u6bcf\u4e2a\u4f01\u4e1a\u4f1a\u5c06 2000 \u4e07\u5230 3000 \u4e07\u7f8e\u5143\u7684\u8425\u9500\u9884\u7b97\u6d6a\u8d39\u5728\u5f52\u56e0\u5206\u6790\u80fd\u591f\u8bc6\u522b\u7684\u65e0\u6548\u7b56\u7565\u4e0a\u3002\u5bf9\u4e8e\u4e00\u5bb6\u62e5\u6709 1000 \u4e07\u5230 1000 \u4e07\u7f8e\u5143\u8425\u9500\u9884\u7b97\u7684\u516c\u53f8\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u8282\u7701 1200 \u4e07\u5230 300 \u4e07\u7f8e\u5143\u7684\u9884\u7b97\uff0c\u6216\u8005\u91cd\u65b0\u5206\u914d\u5230\u7ee9\u6548\u66f4\u9ad8\u7684\u6e20\u9053\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Privacy_Challenge\"><\/span><b>\u9690\u79c1\u6311\u6218<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740 Google \u5f03\u7528\u7b2c\u4e09\u65b9 Cookie\u3001Apple \u63a8\u51fa\u201c\u5e94\u7528\u8ffd\u8e2a\u900f\u660e\u5ea6\u201d\u4ee5\u53ca GDPR \u548c CCPA \u7b49\u6cd5\u89c4\u7684\u51fa\u53f0\uff0c\u4f20\u7edf\u5f52\u56e0\u65b9\u6cd5\u9762\u4e34\u7740\u751f\u5b58\u6311\u6218\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>96% \u7684 iOS \u7528\u6237<\/b> \u5728\u51fa\u73b0\u63d0\u793a\u65f6\u9009\u62e9\u9000\u51fa\u5e94\u7528\u8ddf\u8e2a\uff08Flurry Analytics\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>\u7b2c\u4e09\u65b9 Cookie \u963b\u6b62<\/b> \u5728\u5ba2\u6237\u65c5\u7a0b\u8ffd\u8e2a\u4e2d\u5e73\u5747\u9020\u6210\u4e86 25% \u7684\u76f2\u70b9 (Digiday, 2024)<\/li>\n<li aria-level=\"1\"><b>83% \u8425\u9500\u4eba\u5458<\/b> \u62a5\u544a\u79f0\u9690\u79c1\u53d8\u5316\u5bf9\u5176\u5f52\u56e0\u80fd\u529b\u4ea7\u751f\u4e86\u8d1f\u9762\u5f71\u54cd (eMarketer, 2024)<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"The_Speed_Advantage\"><\/span><b>\u901f\u5ea6\u4f18\u52bf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b9e\u65f6\u5f52\u56e0\u5e26\u6765\u7ade\u4e89\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u6839\u636e\u8fd1\u4e4e\u5b9e\u65f6\u7684\u5f52\u56e0\u6570\u636e\u4f18\u5316\u8425\u9500\u6d3b\u52a8\u7684\u516c\u53f8\u5b9e\u73b0\u4e86 <b>41% \u66f4\u597d\u7684 ROAS<\/b> \u6bd4\u91c7\u7528\u6708\u5ea6\u62a5\u544a\u5468\u671f\u7684\u5e7f\u544a\u66f4\u6709\u6548\uff08\u5c3c\u5c14\u68ee\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>67% \u9ad8\u7ee9\u6548\u8425\u9500\u7ec4\u7ec7<\/b> \u53ef\u4ee5\u5728 24 \u5c0f\u65f6\u5185\u8fdb\u884c\u57fa\u4e8e\u5f52\u56e0\u7684\u4f18\u5316\uff08\u9996\u5e2d\u8425\u9500\u5b98\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The_Evolution_of_Attribution_Models\"><\/span><b>\u5f52\u56e0\u6a21\u578b\u7684\u6f14\u53d8<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e3a\u4e86\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u5e02\u573a\u6761\u4ef6\u548c\u6280\u672f\u80fd\u529b\uff0c\u5f52\u56e0\u6a21\u578b\u5df2\u7ecf\u53d1\u751f\u4e86\u91cd\u5927\u53d8\u5316\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>\u9996\u6b21\u63a5\u89e6\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4e3a\u7b2c\u4e00\u6b21\u4e92\u52a8\u5206\u914d 100% \u4fe1\u7528<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u4e86\u89e3\u54ea\u4e9b\u6e20\u9053\u53ef\u4ee5\u63d0\u5347\u77e5\u540d\u5ea6<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u5ffd\u7565\u6240\u6709\u540e\u7eed\u63a5\u89e6\u70b9<\/li>\n<\/ul>\n<p><b>\u6700\u540e\u63a5\u89e6\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5c06 100% \u4fe1\u7528\u5206\u914d\u7ed9\u8f6c\u5316\u524d\u7684\u6700\u540e\u4e00\u6b21\u4e92\u52a8<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u7b80\u5355\u7684\u5b9e\u65bd\u548c\u4f4e\u6f0f\u6597\u91cd\u70b9<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u5ffd\u89c6\u4e86\u5ba2\u6237\u65c5\u7a0b\u7684\u590d\u6742\u6027<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Multi-Touch_Models\"><\/span><b>\u591a\u70b9\u89e6\u63a7\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u7ebf\u6027\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u6240\u6709\u63a5\u89e6\u70b9\u5747\u4eab\u6709\u540c\u7b49\u4fe1\u7528<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u4e86\u89e3\u5b8c\u6574\u7684\u5ba2\u6237\u65c5\u7a0b<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u5e73\u7b49\u5bf9\u5f85\u6240\u6709\u63a5\u89e6\u70b9<\/li>\n<\/ul>\n<p><b>\u65f6\u95f4\u8870\u51cf\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u63d0\u9ad8\u63a5\u8fd1\u8f6c\u5316\u7684\u63a5\u89e6\u70b9\u7684\u4fe1\u7528<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u5f3a\u8c03\u6700\u8fd1\u7684\u4e92\u52a8<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u53ef\u80fd\u4f4e\u4f30\u65e9\u671f\u610f\u8bc6\u63a5\u89e6\u70b9<\/li>\n<\/ul>\n<p><b>\u57fa\u4e8e\u4f4d\u7f6e\uff08U \u578b\uff09\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u901a\u5e38 40% \u5230\u7b2c\u4e00\u4e2a\u63a5\u89e6\u70b9\uff0c40% \u5230\u6700\u540e\u4e00\u4e2a\u63a5\u89e6\u70b9\uff0c20% \u5206\u5e03\u5728\u4e2d\u95f4\u63a5\u89e6\u70b9<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u5e73\u8861\u53d1\u73b0\u548c\u51b3\u7b56\u65f6\u523b<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u4efb\u610f\u4fe1\u7528\u5206\u914d<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Advanced_Models\"><\/span><b>\u9ad8\u7ea7\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u7b97\u6cd5\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4f7f\u7528\u7edf\u8ba1\u6a21\u578b\u6839\u636e\u5b9e\u9645\u5f71\u54cd\u5206\u914d\u4fe1\u7528<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u5177\u6709\u8bb8\u591a\u8f6c\u6362\u7684\u6570\u636e\u4e30\u5bcc\u7684\u73af\u5883<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u9700\u8981\u5927\u91cf\u6570\u636e\u548c\u4e13\u4e1a\u77e5\u8bc6<\/li>\n<\/ul>\n<p><b>\u7edf\u4e00\u8425\u9500\u6d4b\u91cf\uff08UMM\uff09<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5c06\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u4e0e\u8425\u9500\u7ec4\u5408\u6a21\u578b\u76f8\u7ed3\u5408<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u7ebf\u4e0a\u7ebf\u4e0b\u878d\u5408\u7684\u5168\u89c6\u89d2<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u590d\u6742\u7684\u5b9e\u73b0<\/li>\n<\/ul>\n<p><b>AI\u5f52\u56e0<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u5229\u7528\u673a\u5668\u5b66\u4e60\u8bc6\u522b\u6a21\u5f0f\u5e76\u5229\u7528\u4e0d\u5b8c\u6574\u7684\u6570\u636e\u8fdb\u884c\u9884\u6d4b<\/li>\n<li aria-level=\"1\"><b>\u6700\u9002\u5408<\/b>\uff1a\u9690\u79c1\u53d7\u9650\u7684\u73af\u5883\u548c\u590d\u6742\u7684\u5ba2\u6237\u65c5\u7a0b<\/li>\n<li aria-level=\"1\"><b>\u5c40\u9650\u6027<\/b>\uff1a\u5982\u679c\u6ca1\u6709\u9002\u5f53\u7684\u900f\u660e\u5ea6\uff0c\u53ef\u80fd\u4f1a\u88ab\u89c6\u4e3a\u201c\u9ed1\u5323\u5b50\u201d<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8be5\u65b9\u6cd5\u5c06\u7b97\u6cd5\u5f52\u56e0\u4e0e\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u6d1e\u5bdf\u529b\u76f8\u7ed3\u5408\uff0c\u5373\u4f7f\u5728\u6570\u636e\u70b9\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u63d0\u4f9b\u51c6\u786e\u7684\u7ed3\u679c\uff0c\u8fd9\u5728\u5f53\u4eca\u9690\u79c1\u4f18\u5148\u7684\u73af\u5883\u4e2d\u662f\u4e00\u4e2a\u5173\u952e\u4f18\u52bf\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Marketing_Attribution_Technology_Landscape\"><\/span><b>\u8425\u9500\u5f52\u56e0\u6280\u672f\u683c\u5c40<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5f52\u56e0\u6280\u672f\u5e02\u573a\u5df2\u65e5\u8d8b\u590d\u6742\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u8425\u9500\u5f52\u56e0\u8f6f\u4ef6\u5e02\u573a\u9884\u8ba1\u5c06\u8fbe\u5230 <b>\u52302026\u5e74\uff0c\u5168\u7403\u4eba\u53e3\u5c06\u8fbe\u5230117\u4ebf<\/b>\uff0c\u590d\u5408\u5e74\u589e\u957f\u7387\u4e3a 14.9%\uff08MarketsandMarkets\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>62% \u7ec4\u7ec7<\/b> \u73b0\u5728\u4f7f\u7528\u67d0\u79cd\u5f62\u5f0f\u7684\u5f52\u56e0\u6280\u672f\uff08\u9700\u6c42\u751f\u6210\u62a5\u544a\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>\u4f01\u4e1a\u91c7\u7528\u4eba\u5de5\u667a\u80fd\u5f52\u56e0\u89e3\u51b3\u65b9\u6848<\/b> \u81ea 2023 \u5e74\u4ee5\u6765\u589e\u52a0\u4e86 78%\uff08Gartner\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Key_Developments_in_Attribution_Technology\"><\/span><b>\u5f52\u56e0\u6280\u672f\u7684\u5173\u952e\u53d1\u5c55<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\u9690\u79c1\u4fdd\u62a4\u5f52\u56e0<\/b>\uff1a\u65e0\u9700\u4f9d\u8d56\u4e2a\u4eba\u7528\u6237\u8ddf\u8e2a\u5373\u53ef\u63d0\u4f9b\u6d1e\u5bdf\u7684\u6280\u672f<\/li>\n<li aria-level=\"1\"><b>\u670d\u52a1\u5668\u7aef\u5904\u7406<\/b>\uff1a\u51cf\u5c11\u5bf9\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u8ddf\u8e2a\u7684\u4f9d\u8d56<\/li>\n<li aria-level=\"1\"><b>\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/b>\uff1a\u65e0\u6cd5\u76f4\u63a5\u8861\u91cf\u65f6\u7684\u5f52\u56e0\u9884\u6d4b<\/li>\n<li aria-level=\"1\"><b>\u7edf\u4e00\u6570\u636e\u5c42<\/b>\uff1a\u8fde\u63a5\u5b64\u7acb\u7684\u6570\u636e\u6e90\u4ee5\u5b9e\u73b0\u5b8c\u5168\u53ef\u89c1\u6027<\/li>\n<li aria-level=\"1\"><b>\u5b9e\u65f6\u5904\u7406<\/b>\uff1a\u5b9e\u73b0\u5373\u65f6\u5e7f\u544a\u6d3b\u52a8\u4f18\u5316<\/li>\n<\/ul>\n<p>\u201c\u5f52\u56e0\u7684\u672a\u6765\u4e0d\u5728\u4e8e\u8ffd\u8e2a\u66f4\u591a\u6570\u636e\uff0c\u800c\u5728\u4e8e\u4ece\u66f4\u5c11\u6570\u636e\u4e2d\u83b7\u53d6\u66f4\u591a\u6d1e\u5bdf\uff0c\u201d\u5206\u6790\u4e13\u5bb6\u3001\u535a\u5c14\u5fb7\u5546\u4e1a\u667a\u80fd\u667a\u56ca\u56e2\u521b\u59cb\u4eba Claudia Imhoff \u535a\u58eb\u89e3\u91ca\u9053\u3002\u8fd9\u4e00\u539f\u5219\u662f <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u65b9\u6cd5\uff0c\u4f7f\u7528\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u4ece\u6700\u5c11\u7684\u6570\u636e\u70b9\u6784\u5efa\u5b8c\u6574\u7684\u5ba2\u6237\u65c5\u7a0b\u6d1e\u5bdf\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Implementation_Challenges_and_Solutions\"><\/span><b>\u5b9e\u65bd\u6311\u6218\u548c\u89e3\u51b3\u65b9\u6848<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5c3d\u7ba1\u8425\u9500\u5f52\u56e0\u975e\u5e38\u91cd\u8981\uff0c\u4f46\u5b83\u5728\u5b9e\u65bd\u8fc7\u7a0b\u4e2d\u4ecd\u9762\u4e34\u91cd\u5927\u6311\u6218\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_1_Data_Integration\"><\/span><b>\u6311\u6218\u4e00\uff1a\u6570\u636e\u96c6\u6210<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u95ee\u9898<\/b>\uff1a\u8425\u9500\u6570\u636e\u5b58\u5728\u4e8e\u591a\u4e2a\u5e73\u53f0\u548c\u683c\u5f0f\uff0c\u7edf\u4e00\u5f52\u56e0\u56f0\u96be\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848<\/b>: \u73b0\u4ee3\u5f52\u56e0\u5e73\u53f0\uff0c\u4f8b\u5982 <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u63d0\u4f9b\u9884\u5efa\u7684\u8fde\u63a5\u5668\uff0c\u8fde\u63a5\u4e3b\u6d41\u8425\u9500\u5e73\u53f0\uff0c\u5b9e\u73b0\u6570\u636e\u6536\u96c6\u548c\u89c4\u8303\u5316\u7684\u81ea\u52a8\u5316\u3002\u6839\u636e Salesforce \u7684\u7814\u7a76\uff0c\u6574\u5408\u8425\u9500\u6570\u636e\u7684\u516c\u53f8\uff0c\u5176\u8425\u9500\u5de5\u4f5c\u5e26\u6765\u7684\u6536\u76ca\u5f71\u54cd\u6bd4\u9884\u671f\u9ad8\u51fa 21%\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_2_Organizational_Alignment\"><\/span><b>\u6311\u62182\uff1a\u7ec4\u7ec7\u534f\u8c03<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u95ee\u9898<\/b>\uff1a\u4e0d\u540c\u7684\u56e2\u961f\u53ef\u80fd\u4f9d\u8d56\u76f8\u4e92\u51b2\u7a81\u7684\u5f52\u56e0\u6a21\u578b\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848<\/b>\uff1a\u5b9e\u65bd\u6e05\u6670\u7684\u6cbb\u7406\u548c\u5171\u4eab\u7684KPI\u3002\u5e02\u573a\u9886\u5bfc\u529b\u59d4\u5458\u4f1a\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u62e5\u6709\u7edf\u4e00\u5f52\u56e0\u6846\u67b6\u7684\u7ec4\u7ec7\u83b7\u5f97\u6210\u529f\u8425\u9500\u6210\u679c\u7684\u53ef\u80fd\u6027\u8981\u9ad8\u51fa2.9\u500d\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_3_Privacy_Compliance\"><\/span><b>\u6311\u62183\uff1a\u9690\u79c1\u5408\u89c4<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u95ee\u9898<\/b>\uff1a\u65e5\u76ca\u589e\u591a\u7684\u76d1\u7ba1\u548c\u6280\u672f\u9650\u5236\u9650\u5236\u4e86\u6570\u636e\u6536\u96c6\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848<\/b>\uff1a\u91c7\u7528\u9690\u79c1\u4f18\u5148\u7684\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e2a\u4eba\u6570\u636e\u6536\u96c6\uff0c\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6d1e\u5bdf\u529b\u3002 <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u6b63\u5728\u7533\u8bf7\u4e13\u5229\u7684 Edge Privacy Layer \u4ee5\u5728\u4e0d\u727a\u7272\u51c6\u786e\u6027\u7684\u60c5\u51b5\u4e0b\u4fdd\u6301\u5408\u89c4\u6027\u7684\u65b9\u5f0f\u5904\u7406\u6570\u636e\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_4_Technical_Implementation\"><\/span><b>\u6311\u6218\u56db\uff1a\u6280\u672f\u5b9e\u73b0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u95ee\u9898<\/b>\uff1a\u4f20\u7edf\u5f52\u56e0\u9700\u8981\u590d\u6742\u7684\u6807\u8bb0\u548c\u7f16\u7801\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848<\/b>\uff1a\u5bfb\u627e\u5b9e\u65bd\u8981\u6c42\u7b80\u5355\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6839\u636e Ascend2 2024 \u5e74\u7684\u4e00\u9879\u8c03\u67e5\uff0c681% \u7684\u8425\u9500\u4eba\u5458\u8ba4\u4e3a\uff0c\u5b9e\u65bd\u7684\u7b80\u6613\u6027\u662f\u9009\u62e9\u5f52\u56e0\u6280\u672f\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_5_Actionability\"><\/span><b>\u6311\u62185\uff1a\u53ef\u64cd\u4f5c\u6027<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u95ee\u9898<\/b>\uff1a\u5f52\u56e0\u6d1e\u5bdf\u901a\u5e38\u65e0\u6cd5\u4ee5\u80fd\u591f\u7acb\u5373\u91c7\u53d6\u884c\u52a8\u7684\u65b9\u5f0f\u5448\u73b0\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848<\/b>\uff1a\u9009\u62e9\u5177\u6709\u76f4\u89c2\u53ef\u89c6\u5316\u548c\u53ef\u64cd\u4f5c\u5efa\u8bae\u7684\u5e73\u53f0\u3002 <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u5728\u51e0\u79d2\u949f\u5185\uff08\u800c\u4e0d\u662f\u51e0\u5929\uff09\u63d0\u4f9b\u6d1e\u5bdf\uff0c\u4ece\u800c\u5b9e\u73b0\u6d3b\u52a8\u5b9e\u65f6\u4f18\u5316\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Example_Case_Study_Attribution_Transformation\"><\/span><b>\u6848\u4f8b\u7814\u7a76\uff1a\u5f52\u56e0\u8f6c\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e00\u5bb6\u76f4\u63a5\u9762\u5411\u6d88\u8d39\u8005\u7684\u4fdd\u5065\u54c1\u54c1\u724c\u5728 iOS \u9690\u79c1\u4fdd\u62a4\u653f\u7b56\u53d8\u66f4\u5bfc\u81f4\u5176\u5ba2\u6237\u83b7\u53d6\u6570\u636e\u51fa\u73b0 35% \u7684\u76f2\u70b9\u540e\uff0c\u5728\u5f52\u56e0\u65b9\u9762\u9047\u5230\u4e86\u56f0\u96be\u3002\u4ed6\u4eec\u7684 Facebook ROAS \u4f3c\u4e4e\u4e0b\u964d\u4e86 40%\uff0c\u4f46\u4ed6\u4eec\u6000\u7591\u8fd9\u4e9b\u6570\u636e\u5e76\u4e0d\u53cd\u6620\u5b9e\u9645\u60c5\u51b5\u3002<\/p>\n<p>\u5b9e\u65bd\u5982\u4e0b\u89e3\u51b3\u65b9\u6848\u540e <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0 Facebook \u5b9e\u9645\u5e26\u6765\u7684\u8f6c\u5316\u6b21\u6570\u6bd4\u5e73\u53f0\u5206\u6790\u62a5\u544a\u7684\u591a 58%<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c23% \u7684\u9884\u7b97\u88ab\u5206\u914d\u7ed9\u4e86\u65e0\u6548\u7684\u53d7\u4f17\u7fa4\u4f53<\/li>\n<li aria-level=\"1\">\u8be5\u56e2\u961f\u5c06\u652f\u51fa\u91cd\u65b0\u5206\u914d\u7ed9\u9ad8\u7ee9\u6548\u7ec6\u5206\u5e02\u573a\uff0c\u4f7f\u6574\u4f53 ROAS \u63d0\u9ad8\u4e86 47%<\/li>\n<li aria-level=\"1\">\u5b9e\u65bd\u8017\u65f6\u4e0d\u5230\u4e00\u5468\uff0c\u65e0\u9700\u4efb\u4f55\u6280\u672f\u8d44\u6e90<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The_Future_of_Marketing_Attribution\"><\/span><b>\u8425\u9500\u5f52\u56e0\u7684\u672a\u6765<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6709\u51e0\u79cd\u8d8b\u52bf\u6b63\u5728\u5851\u9020\u5f52\u56e0\u7684\u672a\u6765\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Privacy-First_Attribution\"><\/span><b>1. \u9690\u79c1\u4f18\u5148\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740\u7b2c\u4e09\u65b9\u6807\u8bc6\u7b26\u7684\u6d88\u5931\uff0c\u5f52\u56e0\u5c06\u8d8a\u6765\u8d8a\u4f9d\u8d56\u4e8e\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u7ecf\u540c\u610f\u7684\u7b2c\u4e00\u65b9\u6570\u636e<\/li>\n<li aria-level=\"1\">\u6c47\u603b\u548c\u533f\u540d\u6d4b\u91cf<\/li>\n<li aria-level=\"1\">\u6982\u7387\u5efa\u6a21\u548c\u4eba\u5de5\u667a\u80fd\u63a8\u7406<\/li>\n<li aria-level=\"1\">\u670d\u52a1\u5668\u7aef\u8ddf\u8e2a\u5b9e\u73b0<\/li>\n<\/ul>\n<p>SparkToro \u521b\u59cb\u4eba\u5170\u5fb7\u00b7\u83f2\u4ec0\u91d1 (Rand Fishkin) \u8868\u793a\uff1a\u201c\u540e Cookie \u65f6\u4ee3\u7684\u8d62\u5bb6\u4e0d\u662f\u90a3\u4e9b\u62e5\u6709\u6700\u591a\u6570\u636e\u7684\u516c\u53f8\uff0c\u800c\u662f\u90a3\u4e9b\u80fd\u591f\u4ece\u5408\u4e4e\u9053\u5fb7\u5730\u6536\u96c6\u7684\u6570\u636e\u4e2d\u83b7\u5f97\u6700\u591a\u6d1e\u5bdf\u529b\u7684\u516c\u53f8\u3002\u201d<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Unified_Measurement_Approaches\"><\/span><b>2.\u7edf\u4e00\u6d4b\u91cf\u65b9\u6cd5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e0d\u540c\u7c7b\u578b\u7684\u8425\u9500\u8861\u91cf\u4e4b\u95f4\u7684\u754c\u9650\u8d8a\u6765\u8d8a\u6a21\u7cca\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5f52\u56e0\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u878d\u5165\u8425\u9500\u7ec4\u5408\u6a21\u578b\u7684\u5143\u7d20<\/li>\n<li aria-level=\"1\">\u589e\u91cf\u6d4b\u8bd5\u5c06\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c<\/li>\n<li aria-level=\"1\">\u54c1\u724c\u548c\u7ee9\u6548\u8861\u91cf\u5c06\u66f4\u52a0\u878d\u5408<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Real-Time_Decisioning\"><\/span><b>3.\u5b9e\u65f6\u51b3\u7b56<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f52\u56e0\u5c06\u4ece\u56de\u987e\u6027\u5206\u6790\u8f6c\u5411\u524d\u77bb\u6027\u9884\u6d4b\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>73% \u9ad8\u7ee9\u6548\u8425\u9500\u7ec4\u7ec7<\/b> \u9884\u8ba1\u5230 2026 \u5e74\u5c06\u5b9e\u73b0\u5b9e\u65f6\u5f52\u56e0\u529f\u80fd\uff08Forrester\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u4eba\u5de5\u667a\u80fd\u9884\u6d4b\u6a21\u578b\u5c06\u5728\u7ade\u9009\u6d3b\u52a8\u7ed3\u675f\u524d\u5efa\u8bae\u9884\u7b97\u8c03\u6574<\/li>\n<li aria-level=\"1\">\u57fa\u4e8e\u5f52\u56e0\u6d1e\u5bdf\u7684\u81ea\u52a8\u9884\u7b97\u4f18\u5316\u5c06\u6210\u4e3a\u6807\u51c6<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u5904\u4e8e\u8fd9\u4e9b\u8d8b\u52bf\u7684\u524d\u6cbf\uff0c\u5176\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u5e73\u53f0\u63d0\u4f9b\u5b9e\u65f6\u6d1e\u5bdf\uff0c\u4ece\u800c\u5b9e\u73b0\u7acb\u5373\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Selecting_the_Right_Attribution_Approach_for_Your_Organization\"><\/span><b>\u4e3a\u60a8\u7684\u7ec4\u7ec7\u9009\u62e9\u6b63\u786e\u7684\u5f52\u56e0\u65b9\u6cd5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6ca1\u6709\u4e00\u79cd\u5f52\u56e0\u65b9\u6cd5\u9002\u7528\u4e8e\u6240\u6709\u7ec4\u7ec7\u3002\u5728\u786e\u5b9a\u5f52\u56e0\u7b56\u7565\u65f6\uff0c\u8bf7\u8003\u8651\u4ee5\u4e0b\u56e0\u7d20\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Business_Model_Considerations\"><\/span><b>\u5546\u4e1a\u6a21\u5f0f\u8003\u8651<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\u7535\u5b50\u5546\u52a1<\/b>\uff1a\u901a\u5e38\u53d7\u76ca\u4e8e\u6355\u6349\u5b8c\u6574\u5ba2\u6237\u65c5\u7a0b\u7684\u591a\u70b9\u89e6\u63a7\u6a21\u578b<\/li>\n<li aria-level=\"1\"><b>\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/b>\uff1a\u901a\u5e38\u9700\u8981\u66f4\u957f\u7684\u5f52\u56e0\u7a97\u53e3\u548c\u7ebf\u4e0b\u63a5\u89e6\u70b9\u96c6\u6210<\/li>\n<li aria-level=\"1\"><b>\u8ba2\u9605<\/b>\uff1a\u9700\u8981\u8003\u8651\u5ba2\u6237\u7ec8\u8eab\u4ef7\u503c\u548c\u5ba2\u6237\u4fdd\u7559\u7387<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Resource_Requirements\"><\/span><b>\u8d44\u6e90\u9700\u6c42<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\u6280\u672f\u56e2\u961f\u89c4\u6a21<\/b>\uff1a\u590d\u6742\u7684\u5f52\u56e0\u53ef\u80fd\u9700\u8981\u4e13\u7528\u8d44\u6e90<\/li>\n<li aria-level=\"1\"><b>\u8425\u9500\u56e2\u961f\u7ed3\u6784<\/b>\uff1a\u96c6\u4e2d\u5f0f\u548c\u5206\u6563\u5f0f\u56e2\u961f\u9700\u8981\u4e0d\u540c\u7684\u65b9\u6cd5<\/li>\n<li aria-level=\"1\"><b>\u6570\u636e\u6210\u719f\u5ea6<\/b>\uff1a\u60a8\u73b0\u6709\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4f1a\u5f71\u54cd\u5b9e\u65bd\u7684\u590d\u6742\u6027<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Implementation_Timeline\"><\/span><b>\u5b9e\u65bd\u65f6\u95f4\u8868<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6839\u636e Gartner \u7684\u7814\u7a76\uff0c\u7ec4\u7ec7\u901a\u5e38\u4f1a\u7ecf\u5386\u4ee5\u4e0b\u5f52\u56e0\u6210\u719f\u5ea6\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>\u57fa\u7840\u8bfe\u7a0b\uff083-6\u4e2a\u6708\uff09<\/b>\uff1a\u5355\u70b9\u89e6\u63a7\u6a21\u578b\uff0c\u57fa\u672c\u901a\u9053\u8ddf\u8e2a<\/li>\n<li aria-level=\"1\"><b>\u8fdb\u6b65\u578b\uff086-12\u4e2a\u6708\uff09<\/b>\uff1a\u591a\u70b9\u89e6\u63a7\u6a21\u578b\u3001\u8de8\u6e20\u9053\u6574\u5408<\/li>\n<li aria-level=\"1\"><b>\u9ad8\u7ea7\uff0812-18\u4e2a\u6708\uff09<\/b>\uff1a\u7b97\u6cd5\u6a21\u578b\uff0c\u7ebf\u4e0a\u7ebf\u4e0b\u8fde\u63a5<\/li>\n<li aria-level=\"1\"><b>\u8f6c\u578b\uff0818\u4e2a\u6708\u4ee5\u4e0a\uff09<\/b>\uff1a\u5b8c\u5168\u7edf\u4e00\u7684\u6d4b\u91cf\u548c\u9884\u6d4b\u80fd\u529b<\/li>\n<\/ul>\n<p>\u548c <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a>\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u663e\u8457\u52a0\u5feb\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=\"Getting_Started_with_Marketing_Attribution\"><\/span><b>\u8425\u9500\u5f52\u56e0\u5165\u95e8<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5f00\u59cb\u60a8\u7684\u5f52\u56e0\u4e4b\u65c5\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Audit_Your_Current_Measurement\"><\/span><b>1. \u5ba1\u6838\u4f60\u5f53\u524d\u7684\u6d4b\u91cf\u7ed3\u679c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u8bb0\u5f55\u73b0\u6709\u7684\u8ddf\u8e2a\u5b9e\u65bd\u60c5\u51b5<\/li>\n<li aria-level=\"1\">\u8bc6\u522b\u6570\u636e\u6536\u96c6\u5dee\u8ddd<\/li>\n<li aria-level=\"1\">\u8bc4\u4f30\u5f53\u524d\u7684\u5f52\u56e0\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u5ba1\u67e5\u9690\u79c1\u5408\u89c4\u72b6\u6001<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Define_Clear_Objectives\"><\/span><b>2. \u660e\u786e\u76ee\u6807<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u786e\u5b9a\u5f52\u56e0\u5e94\u8be5\u56de\u7b54\u7684\u5173\u952e\u95ee\u9898<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u5f52\u56e0\u6210\u529f\u6307\u6807<\/li>\n<li aria-level=\"1\">\u8bbe\u5b9a\u5207\u5408\u5b9e\u9645\u7684\u5b9e\u65bd\u65f6\u95f4\u8868<\/li>\n<li aria-level=\"1\">\u786e\u4fdd\u5229\u76ca\u76f8\u5173\u8005\u5728\u76ee\u6807\u4e0a\u4fdd\u6301\u4e00\u81f4<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Evaluate_Technology_Options\"><\/span><b>3.\u8bc4\u4f30\u6280\u672f\u9009\u9879<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u8003\u8651\u6784\u5efa\u8fd8\u662f\u8d2d\u4e70\u51b3\u7b56<\/li>\n<li aria-level=\"1\">\u8bc4\u4f30\u4f9b\u5e94\u5546\u7684\u9690\u79c1\u80fd\u529b<\/li>\n<li aria-level=\"1\">\u5ba1\u67e5\u6574\u5408\u8981\u6c42<\/li>\n<li aria-level=\"1\">\u8ba1\u7b97\u9884\u671f\u6295\u8d44\u56de\u62a5\u7387<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_Implement_Incrementally\"><\/span><b>4.\u9010\u6b65\u5b9e\u65bd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u4ece\u9ad8\u4ef7\u503c\u6e20\u9053\u5f00\u59cb<\/li>\n<li aria-level=\"1\">\u6839\u636e\u73b0\u6709\u6307\u6807\u9a8c\u8bc1\u7ed3\u679c<\/li>\n<li aria-level=\"1\">\u6709\u6761\u4e0d\u7d0a\u5730\u6269\u5927\u8303\u56f4<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u7ec4\u7ec7\u5bf9\u6570\u636e\u7684\u4fe1\u4efb<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"5_Operationalize_Insights\"><\/span><b>5. \u6d1e\u5bdf\u64cd\u4f5c\u5316<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\u5efa\u7acb\u6e05\u6670\u7684\u884c\u52a8\u6846\u67b6<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u4f18\u5316\u534f\u8bae<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u5b9a\u671f\u62a5\u544a\u8282\u594f<\/li>\n<li aria-level=\"1\">\u5bf9\u56e2\u961f\u8fdb\u884c\u6d1e\u5bdf\u529b\u5e94\u7528\u57f9\u8bad<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion_The_Attribution_Imperative\"><\/span><b>\u7ed3\u8bba\uff1a\u5f52\u56e0\u7684\u5fc5\u8981\u6027<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8425\u9500\u5f52\u56e0\u5df2\u4ece\u53ef\u6709\u53ef\u65e0\u7684\u73af\u8282\u8f6c\u53d8\u4e3a\u4f01\u4e1a\u5fc5\u987b\u5177\u5907\u7684\u8981\u7d20\u3002\u968f\u7740\u5ba2\u6237\u65c5\u7a0b\u65e5\u76ca\u590d\u6742\uff0c\u9690\u79c1\u6cd5\u89c4\u65e5\u76ca\u4e25\u683c\uff0c\u5728\u5c0a\u91cd\u6d88\u8d39\u8005\u9690\u79c1\u7684\u540c\u65f6\u51c6\u786e\u8861\u91cf\u8425\u9500\u6548\u679c\u7684\u80fd\u529b\u5df2\u6210\u4e3a\u4e00\u9879\u5173\u952e\u7684\u7ade\u4e89\u4f18\u52bf\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u65b0\u73af\u5883\u4e2d\u84ec\u52c3\u53d1\u5c55\u7684\u7ec4\u7ec7\u5c06\u662f\u90a3\u4e9b\u91c7\u7528\u9690\u79c1\u4f18\u5148\u3001\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u5f52\u56e0\u65b9\u6cd5\u7684\u7ec4\u7ec7\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u89c1\u89e3\uff0c\u800c\u65e0\u9700\u4e0d\u5207\u5b9e\u9645\u7684\u6570\u636e\u91cf\u3002 <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u521b\u65b0\u5e73\u53f0\u4ee3\u8868\u4e86\u65b0\u4e00\u4ee3\u5f52\u56e0\u6280\u672f\uff0c\u5c06\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u529f\u80fd\u4e0e\u4e25\u683c\u7684\u9690\u79c1\u4fdd\u62a4\u76f8\u7ed3\u5408\uff0c\u63d0\u4f9b\u6e05\u6670\u7684\u8425\u9500\uff0c\u800c\u65e0\u9700\u62c5\u5fc3\u6570\u636e\u95ee\u9898\u3002<\/p>\n<p>\u901a\u8fc7\u5b9e\u65bd\u5f3a\u5927\u7684\u5f52\u56e0\uff0c\u8425\u9500\u4eba\u5458\u6700\u7ec8\u53ef\u4ee5\u56de\u7b54\u4e00\u4e2a\u53e4\u8001\u7684\u95ee\u9898\uff1a\u4ed6\u4eec\u7684\u4e00\u534a\u8425\u9500\u9884\u7b97\u5728\u53d1\u6325\u4f5c\u7528\uff0c\u5e76\u91cd\u65b0\u5206\u914d\u53e6\u4e00\u534a\u4ee5\u63a8\u52a8\u524d\u6240\u672a\u6709\u7684\u589e\u957f\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\">Berman, R., &amp; Katona, Z. (2024).\u201c\u9690\u79c1\u76d1\u7ba1\u5bf9\u5728\u7ebf\u5e7f\u544a\u5e02\u573a\u7684\u5f71\u54cd\uff1a\u4e00\u9879\u5b9e\u8bc1\u7814\u7a76\u3002\u201d <i>\u8425\u9500\u79d1\u5b66<\/i>, 43(2), 181-202.<\/li>\n<li aria-level=\"1\">Cadena, LT, &amp; Vakratsas, D. (2023).\u201c\u591a\u5e73\u53f0\u5f52\u56e0\uff1a\u5e73\u53f0\u9009\u62e9\u548c\u53c2\u4e0e\u7684\u52a8\u6001\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 60(4), 833-852.<\/li>\n<li aria-level=\"1\">Dalessandro, B.\u3001Perlich, C. \u548c Stitelman, O. (2022)\u3002\u201c\u5728\u7ebf\u5e7f\u544a\u7684\u56e0\u679c\u5f52\u56e0\u3002\u201d <i>\u673a\u5668\u5b66\u4e60<\/i>, 95(2), 165-186.<\/li>\n<li aria-level=\"1\">Gu, X., Kannan, PK, &amp; Ma, L. (2024).\u201c\u901a\u8fc7\u51c6\u5b9e\u9a8c\u8861\u91cf\u79fb\u52a8\u5e7f\u544a\u5728\u7ebf\u4e0a\u7ebf\u4e0b\u8f6c\u5316\u4e2d\u7684\u6709\u6548\u6027\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 61(1), 61-82.<\/li>\n<li aria-level=\"1\">Kannan, PK, Reinartz, W., &amp; Verhoef, PC (2023). \u201c\u8d2d\u4e70\u4e0e\u5f52\u56e0\u6a21\u578b\u4e4b\u8def\uff1a\u4e13\u9898\u4ecb\u7ecd\u3002\u201d <i>\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 40(1), 219-231.<\/li>\n<li aria-level=\"1\">Li, H., &amp; Kannan, PK (2023). \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>, 51(1), 40-56.<\/li>\n<li aria-level=\"1\">Rietveld, J., &amp; Pauwels, K. (2024).\u201c\u8425\u9500\u81ea\u52a8\u5316\u7684\u56e0\u679c\u5f71\u54cd\uff1a\u6765\u81ea\u5b9e\u5730\u5b9e\u9a8c\u7684\u8bc1\u636e\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i>, 88(2), 100-117.<\/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\">Wedel, M., &amp; Kannan, PK (2023).\u201c\u9762\u5411\u6570\u636e\u4e30\u5bcc\u73af\u5883\u7684\u8425\u9500\u5206\u6790\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i>, 85(1), 97-121.<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u8425\u9500\u5f52\u56e0\u4f7f\u4f01\u4e1a\u80fd\u591f\u7cbe\u51c6\u8bc6\u522b\u54ea\u4e9b\u8425\u9500\u5de5\u4f5c\u80fd\u591f\u63a8\u52a8\u8f6c\u5316\uff0c\u5b9e\u65bd\u591a\u70b9\u89e6\u63a7\u5f52\u56e0\u6a21\u578b\u7684\u4f01\u4e1a\u53d1\u73b0\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387 (ROI) \u63d0\u5347\u9ad8\u8fbe 30%\u3002\u968f\u7740\u7b2c\u4e09\u65b9 Cookie \u7684\u9010\u6b65\u6dd8\u6c70\u548c\u9690\u79c1\u6cd5\u89c4\u7684\u6536\u7d27\uff0c\u54c1\u724c\u6b63\u5728\u8f6c\u5411 AI \u9a71\u52a8\u7684\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u4e9b\u89e3\u51b3\u65b9\u6848\u80fd\u591f\u5728\u4e0d\u5f71\u54cd\u5408\u89c4\u6027\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u6d1e\u5bdf\u3002\u672c\u6307\u5357\u5c06\u63a2\u8ba8\u73b0\u4ee3\u2026\u2026<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-206","post","type-post","status-publish","format-standard","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>What is Marketing Attribution? 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