{"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":"%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025","status":"publish","type":"post","link":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/","title":{"rendered":"\ub9c8\ucf00\ud305 \uae30\uc5ec\ub780 \ubb34\uc5c7\uc778\uac00? 2025\ub144 \uc644\ubcbd \uac00\uc774\ub4dc"},"content":{"rendered":"<p>\ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \uc5b4\ub5a4 \ub9c8\ucf00\ud305 \ud65c\ub3d9\uc774 \uc804\ud658\uc744 \uc720\ub3c4\ud558\ub294\uc9c0 \uc815\ud655\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc73c\uba70, \uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uad6c\ud604\ud55c \uae30\uc5c5\uc740 \ub9c8\ucf00\ud305 ROI\ub97c \ucd5c\ub300 30%\uae4c\uc9c0 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ub4dc\ud30c\ud2f0 \ucfe0\ud0a4\uac00 \ub2e8\uacc4\uc801\uc73c\ub85c \ud3d0\uc9c0\ub418\uace0 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc81c\uac00 \uac15\ud654\ub428\uc5d0 \ub530\ub77c, \ube0c\ub79c\ub4dc\ub294 \uaddc\uc815 \uc900\uc218\uc5d0 \uc9c0\uc7a5\uc744 \uc8fc\uc9c0 \uc54a\uc73c\uba74\uc11c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc194\ub8e8\uc158\uc73c\ub85c \uc804\ud658\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 \ucd5c\uc2e0 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc758 \uc791\ub3d9 \ubc29\uc2dd\uc744 \uc0b4\ud3b4\ubcf4\uace0, \uc8fc\uc694 \ubaa8\ub378\uc744 \ube44\uad50\ud558\uba70, \uad6c\ud604 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\uace0, AttriSight\uc640 \uac19\uc740 \ucd5c\ucca8\ub2e8 \ud50c\ub7ab\ud3fc\uc774 \ucd5c\uc18c\ud55c\uc758 \ub370\uc774\ud130\ub9cc \uc0ac\uc6a9\ud558\uba74\uc11c\ub3c4 \ucd5c\uace0\uc758 \uc815\ud655\ub3c4\ub97c \uc81c\uacf5\ud558\ub294 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc911\uc2ec\uc758 AI \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \ub9c8\ucf00\ud305 \uce21\uc815\uc744 \uc5b4\ub5bb\uac8c \ud601\uc2e0\ud558\uace0 \uc788\ub294\uc9c0 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ube44\ub140\uc7a5<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#The_Evolution_of_Marketing_Attribution_From_Guesswork_to_Science\" >\ub9c8\ucf00\ud305 \uadc0\uc18d\uc758 \uc9c4\ud654: \ucd94\uce21\uc5d0\uc11c \uacfc\ud559\uc73c\ub85c<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Marketing_Attribution_by_the_Numbers\" >\uc22b\uc790\ub85c \ubcf4\ub294 \ub9c8\ucf00\ud305 \uadc0\uc18d<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#What_Is_Marketing_Attribution_A_Definition_for_2025\" >\ub9c8\ucf00\ud305 \uae30\uc5ec\ub780 \ubb34\uc5c7\uc778\uac00? 2025\ub144\uc744 \uc704\ud55c \uc815\uc758<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Why_Marketing_Attribution_Matters_Now_More_Than_Ever\" >\ub9c8\ucf00\ud305 \uc18d\uc131\uc774 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \uc911\uc694\ud55c \uc774\uc720<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Financial_Imperative\" >\uc7ac\uc815\uc801 \ud544\uc218\uc131<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#The_Privacy_Challenge\" >\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubb38\uc81c<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#The_Speed_Advantage\" >\uc18d\ub3c4\uc758 \uc774\uc810<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#The_Evolution_of_Attribution_Models\" >\uadc0\uc18d \ubaa8\ub378\uc758 \uc9c4\ud654<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Single-Touch_Models\" >\uc2f1\uae00\ud130\uce58 \ubaa8\ub378<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Multi-Touch_Models\" >\uba40\ud2f0\ud130\uce58 \ubaa8\ub378<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Advanced_Models\" >\uace0\uae09 \ubaa8\ub378<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#The_Marketing_Attribution_Technology_Landscape\" >\ub9c8\ucf00\ud305 \uc18d\uc131 \uae30\uc220 \ud658\uacbd<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Key_Developments_in_Attribution_Technology\" >\uc18d\uc131 \uae30\uc220\uc758 \uc8fc\uc694 \uac1c\ubc1c<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Implementation_Challenges_and_Solutions\" >\uad6c\ud604 \uacfc\uc81c \ubc0f \uc194\ub8e8\uc158<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Challenge_1_Data_Integration\" >\uacfc\uc81c 1: \ub370\uc774\ud130 \ud1b5\ud569<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Challenge_2_Organizational_Alignment\" >\uacfc\uc81c 2: \uc870\uc9c1 \uc815\ub82c<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Challenge_3_Privacy_Compliance\" >\uacfc\uc81c 3: \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc900\uc218<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Challenge_4_Technical_Implementation\" >\uacfc\uc81c 4: \uae30\uc220 \uad6c\ud604<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Challenge_5_Actionability\" >\uacfc\uc81c 5: \uc2e4\ud589 \uac00\ub2a5\uc131<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Example_Case_Study_Attribution_Transformation\" >\uc0ac\ub840 \uc5f0\uad6c \uc608\uc2dc: \uadc0\uc778 \ubcc0\ud658<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#The_Future_of_Marketing_Attribution\" >\ub9c8\ucf00\ud305 \uc18d\uc131\uc758 \ubbf8\ub798<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#1_Privacy-First_Attribution\" >1. \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \uadc0\uc18d<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#2_Unified_Measurement_Approaches\" >2. \ud1b5\ud569 \uce21\uc815 \uc811\uadfc \ubc29\uc2dd<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#3_Real-Time_Decisioning\" >3. \uc2e4\uc2dc\uac04 \uc758\uc0ac\uacb0\uc815<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Selecting_the_Right_Attribution_Approach_for_Your_Organization\" >\uc870\uc9c1\uc5d0 \uc801\ud569\ud55c \uadc0\uc18d \uc811\uadfc \ubc29\uc2dd \uc120\ud0dd<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Business_Model_Considerations\" >\ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 \uace0\ub824 \uc0ac\ud56d<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Resource_Requirements\" >\ub9ac\uc18c\uc2a4 \uc694\uad6c \uc0ac\ud56d<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Implementation_Timeline\" >\uad6c\ud604 \ud0c0\uc784\ub77c\uc778<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Getting_Started_with_Marketing_Attribution\" >\ub9c8\ucf00\ud305 \uc18d\uc131 \uc2dc\uc791\ud558\uae30<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#1_Audit_Your_Current_Measurement\" >1. \ud604\uc7ac \uce21\uc815\uac12 \uac10\uc0ac<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#2_Define_Clear_Objectives\" >2. \uba85\ud655\ud55c \ubaa9\ud45c \uc815\uc758<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#3_Evaluate_Technology_Options\" >3. \uae30\uc220 \uc635\uc158 \ud3c9\uac00<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#4_Implement_Incrementally\" >4. \uc810\uc9c4\uc801\uc73c\ub85c \uad6c\ud604<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#5_Operationalize_Insights\" >5. \ud1b5\ucc30\ub825\uc744 \uc2e4\uc81c\ud654\ud558\uc138\uc694<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Conclusion_The_Attribution_Imperative\" >\uacb0\ub860: \uadc0\uc778\uc758 \ud544\uc218\uc131<\/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\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ea%b0%80%ec%9d%b4%eb%93%9c-2025\/#Academic_References\" >\ud559\uc220 \ucc38\uace0\ubb38\ud5cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_Evolution_of_Marketing_Attribution_From_Guesswork_to_Science\"><\/span><b>\ub9c8\ucf00\ud305 \uadc0\uc18d\uc758 \uc9c4\ud654: \ucd94\uce21\uc5d0\uc11c \uacfc\ud559\uc73c\ub85c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9c8\ucf00\ud305 \uae30\uc5ec \ubd84\uc11d\uc740 \uc874 \uc6cc\ub108\uba54\uc774\ucee4\uc758 \uc720\uba85\ud55c \uc88c\uc808\uac10, &quot;\uad11\uace0\uc5d0 \uc4f0\ub294 \ub3c8\uc758 \uc808\ubc18\uc740 \ub0ad\ube44\uc778\ub370, \ubb38\uc81c\ub294 \uc5b4\ub290 \uc808\ubc18\uc778\uc9c0 \uc54c \uc218 \uc5c6\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.&quot;\uc5d0\uc11c \uc624\ub298\ub0a0\uc758 \uc815\uad50\ud558\uace0 AI\ub85c \uac15\ud654\ub41c \uce21\uc815 \uae30\ub2a5\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc624\ub79c \uc5ec\uc815\uc744 \uac70\uccd0 \uc654\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c4\ud654\ub294 \uace0\uac1d \uc5ec\uc815\uc758 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\uace0 \ub9c8\ucf00\ud305 \uc9c0\ucd9c\uc5d0 \ub300\ud55c \ucc45\uc784 \uc758\uc2dd\uc774 \uac15\ud654\ub428\uc744 \ubc18\uc601\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Marketing_Attribution_by_the_Numbers\"><\/span><b>\uc22b\uc790\ub85c \ubcf4\ub294 \ub9c8\ucf00\ud305 \uadc0\uc18d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc815\ud655\ud55c \uadc0\uc18d\uc758 \uc911\uc694\uc131\uc774 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \uba85\ud655\ud574\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\"><b>\uace0\uae09 \uc18d\uc131 \ubaa8\ub378\uc744 \uac16\ucd98 \ud68c\uc0ac\ub294 15-30% \ub354 \ub098\uc740 \ub9c8\ucf00\ud305 ROI\ub97c \ub2ec\uc131\ud569\ub2c8\ub2e4.<\/b> \uae30\ubcf8 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uacfc \ube44\uad50(Gartner, 2024)<\/li>\n<li aria-level=\"1\"><b>\ub9c8\ucf00\ud130 72%<\/b> \ub9c8\ucf00\ud305 \uc131\uacf5\uc5d0 \uc788\uc5b4 &quot;\ub9e4\uc6b0 \uc911\uc694\ud568&quot; \ub610\ub294 &quot;\ub9e4\uc6b0 \uc911\uc694\ud568&quot;\uc73c\ub85c \ud3c9\uac00\ub418\ub294 \uc18d\uc131(Ascend2, 2024)<\/li>\n<li aria-level=\"1\"><b>\uc870\uc9c1\uc758 17%\ub9cc<\/b> \uadc0\uc18d \uae30\ub2a5\uc5d0 \ub300\ud55c \uc644\uc804\ud55c \ud655\uc2e0\uc744 \ubcf4\uace0\ud569\ub2c8\ub2e4(Forrester, 2023)<\/li>\n<li aria-level=\"1\"><b>\uadc0\uc18d\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\ub294 \ub9c8\ucf00\ud130\ub294 \uc608\uc0b0\uc744 50% \ub354 \ub9ce\uc774 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/b> \uace0\uc131\uacfc \ucc44\ub110\ub85c(McKinsey, 2024)<\/li>\n<li aria-level=\"1\"><b>\uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud65c\uc6a9\ud558\ub294 \uae30\uc5c5\uc740 \ud3c9\uade0 32% \uc99d\uac00\ub97c \uacbd\ud5d8\ud569\ub2c8\ub2e4.<\/b> \uc804\ud658\uc728(MarketingSherpa, 2024)<\/li>\n<\/ul>\n<p>Winning by Design\uc758 \ud30c\ud2b8\ub108\uc778 \uc904\ub9ac \uc640\uc77c \ud37c\uc18c\ud504\uc2a4\ud0a4\ub294 &quot;\uc624\ub298\ub0a0\uc758 \ubd84\uc5f4\ub41c \ub514\uc9c0\ud138 \ud658\uacbd\uc5d0\uc11c \ub9c8\ucf00\ud305 \uae30\uc5ec\ub3c4\ub294 \ub2e8\uc21c\ud788 \uce21\uc815\uc758 \ucc28\uc6d0\uc744 \ub118\uc5b4 \ube44\uc988\ub2c8\uc2a4 \uc0dd\uc874\uc758 \ubb38\uc81c\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4. &quot;\uc9c4\uc815\ud55c \ub9e4\ucd9c \ub3d9\uc778\uc744 \uc774\ud574\ud558\ub294 \uae30\uc5c5\uc740 \uc591\ubcf4\ub2e4\ub294 \uc815\ubc00\uc131\uc744 \ud1b5\ud574 \uacbd\uc7c1\uc0ac\ub97c \uc555\ub3c4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.&quot;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Is_Marketing_Attribution_A_Definition_for_2025\"><\/span><b>\ub9c8\ucf00\ud305 \uae30\uc5ec\ub780 \ubb34\uc5c7\uc778\uac00? 2025\ub144\uc744 \uc704\ud55c \uc815\uc758<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9c8\ucf00\ud305 \uae30\uc5ec\ub294 \uace0\uac1d \uc5ec\uc815\uc758 \ub9c8\ucf00\ud305 \uc811\uc810\uc774 \uc804\ud658\uc728, \ub9e4\ucd9c \ubc0f \uae30\ud0c0 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\uc5d0 \uc5b4\ub5bb\uac8c \uae30\uc5ec\ud558\ub294\uc9c0\ub97c \ud30c\uc545\ud558\ub294 \ubd84\uc11d \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \ud604\ub300\uc801 \uae30\uc5ec\ub294 \ub2e8\uc21c\ud788 \ucc44\ub110\uc5d0 \uae30\uc5ec\ub3c4\ub97c \ubd80\uc5ec\ud558\ub294 \uac83\uc744 \ub118\uc5b4, \ub9c8\ucf00\ud305 \ud65c\ub3d9\uacfc \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc \uac04\uc758 \uc778\uacfc \uad00\uacc4\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4.<\/p>\n<p>2025\ub144\uc5d0\ub294 \ub9c8\ucf00\ud305 \uc18d\uc131\uc774 \ub2e4\uc74c\uacfc \uac19\uc740 \ub0b4\uc6a9\uc744 \ud3ec\ud568\ud558\ub3c4\ub85d \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\"><b>\ud06c\ub85c\uc2a4\ucc44\ub110 \uc5ec\uc815 \ub9e4\ud551<\/b> \ub514\uc9c0\ud138 \ubc0f \uc624\ud504\ub77c\uc778 \ud130\uce58\ud3ec\uc778\ud2b8 \uc804\ubc18<\/li>\n<li aria-level=\"1\"><b>\uc99d\ubd84\uc131 \uce21\uc815<\/b> \uc9c4\uc815\ud55c \ub9c8\ucf00\ud305 \ud6a8\uacfc\ub97c \ud30c\uc545\ud558\uae30 \uc704\ud574<\/li>\n<li aria-level=\"1\"><b>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc744 \uc900\uc218\ud558\ub294 \ub370\uc774\ud130 \uc218\uc9d1<\/b> \uc0ac\uc6a9\uc790 \ub3d9\uc758\ub97c \uc874\uc911\ud558\ub294<\/li>\n<li aria-level=\"1\"><b>\uc608\uce21 \ubaa8\ub378\ub9c1<\/b> \ubbf8\ub798 \uc131\uacfc\ub97c \uc608\uce21\ud558\uae30 \uc704\ud574<\/li>\n<li aria-level=\"1\"><b>AI \uae30\ubc18 \uac2d \uba54\uc6b0\uae30<\/b> \uc9c1\uc811 \ucd94\uc801\uc774 \ubd88\uac00\ub2a5\ud55c \uacbd\uc6b0<\/li>\n<\/ul>\n<p>\ucc98\ub7fc <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \uc815\uc758\uc5d0 \ub530\ub974\uba74, \uadc0\uc18d\uc740 &quot;\uc5b4\ub5a4 \ub9c8\ucf00\ud305 \ud22c\uc790\uac00 \uc2e4\uc81c\ub85c \uc131\uc7a5\uc744 \ucd09\uc9c4\ud558\ub294\uc9c0 \uc774\ud574\ud558\ub294 \uacfc\ud559\uc774\uba70, \uc644\ubcbd\ud55c \ucd94\uc801\uc774 \ubd88\uac00\ub2a5\ud560 \ub54c \ube48\ud2c8\uc744 \uba54\uc6b0\ub294 \uae30\uc220&quot;\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Why_Marketing_Attribution_Matters_Now_More_Than_Ever\"><\/span><b>\ub9c8\ucf00\ud305 \uc18d\uc131\uc774 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \uc911\uc694\ud55c \uc774\uc720<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc801\uc808\ud55c \uadc0\uc18d\uc5d0 \ub300\ud55c \uc704\ud5d8\uc740 \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \ub192\uc544\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Financial_Imperative\"><\/span><b>\uc7ac\uc815\uc801 \ud544\uc218\uc131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Optimizely\uc758 \ucd5c\uadfc \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \ud3c9\uade0\uc801\uc778 \uae30\uc5c5\uc740 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud1b5\ud574 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub294 \ube44\ud6a8\uc728\uc801\uc778 \uc804\ub7b5\uc5d0 \ub9c8\ucf00\ud305 \uc608\uc0b0\uc758 20~30%\ub97c \ub0ad\ube44\ud569\ub2c8\ub2e4. \ub9c8\ucf00\ud305 \uc608\uc0b0\uc774 1,000\ub9cc \ub2ec\ub7ec\uc778 \uae30\uc5c5\uc758 \uacbd\uc6b0, 1,000\ub9cc \ub2ec\ub7ec\uc5d0\uc11c 2,300\ub9cc \ub2ec\ub7ec\uc758 \uc7a0\uc7ac\uc801 \uc808\uac10 \ud6a8\uacfc\ub97c \uc5bb\uac70\ub098 \ub354 \ub192\uc740 \uc131\uacfc\ub97c \ub0b4\ub294 \ucc44\ub110\ub85c \uc7ac\ubd84\ubc30\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Privacy_Challenge\"><\/span><b>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubb38\uc81c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Google\uc758 \ud0c0\uc0ac \ucfe0\ud0a4 \uc9c0\uc6d0 \uc911\ub2e8, Apple\uc758 \uc571 \ucd94\uc801 \ud22c\uba85\uc131, GDPR \ubc0f CCPA\uc640 \uac19\uc740 \uaddc\uc815\uc73c\ub85c \uc778\ud574 \uae30\uc874\uc758 \uadc0\uc18d \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc2e4\uc874\uc801 \uacfc\uc81c\uc5d0 \uc9c1\uba74\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\"><b>iOS \uc0ac\uc6a9\uc790 96%<\/b> \uba54\uc2dc\uc9c0\uac00 \ud45c\uc2dc\ub418\uba74 \uc571 \ucd94\uc801\uc744 \uac70\ubd80\ud569\ub2c8\ub2e4(Flurry Analytics, 2024)<\/li>\n<li aria-level=\"1\"><b>\ud0c0\uc0ac \ucfe0\ud0a4 \ucc28\ub2e8<\/b> \uace0\uac1d \uc5ec\uc815 \ucd94\uc801\uc5d0\uc11c \ud3c9\uade0 25%\uc758 \uc0ac\uac01\uc9c0\ub300\uac00 \ubc1c\uc0dd\ud588\uc2b5\ub2c8\ub2e4(Digiday, 2024).<\/li>\n<li aria-level=\"1\"><b>\ub9c8\ucf00\ud130 83%<\/b> \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \ubcc0\uacbd\uc73c\ub85c \uc778\ud574 \uadc0\uc18d \uae30\ub2a5\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\ucce4\ub2e4\uace0 \ubcf4\uace0\ud569\ub2c8\ub2e4(eMarketer, 2024).<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"The_Speed_Advantage\"><\/span><b>\uc18d\ub3c4\uc758 \uc774\uc810<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc2e4\uc2dc\uac04 \uc18d\uc131\uc740 \uacbd\uc7c1 \uc6b0\uc704\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\">\uac70\uc758 \uc2e4\uc2dc\uac04 \uc18d\uc131 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ucea0\ud398\uc778\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ud68c\uc0ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud569\ub2c8\ub2e4. <b>41% \ub354 \ub098\uc740 ROAS<\/b> \uc6d4\ubcc4 \ubcf4\uace0 \uc8fc\uae30\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 (Nielsen, 2024)<\/li>\n<li aria-level=\"1\"><b>\uace0\uc131\uacfc \ub9c8\ucf00\ud305 \uc870\uc9c1\uc758 67%<\/b> 24\uc2dc\uac04 \uc774\ub0b4\uc5d0 \uc18d\uc131 \uae30\ubc18 \ucd5c\uc801\ud654\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4(Chief Marketer, 2024)<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The_Evolution_of_Attribution_Models\"><\/span><b>\uadc0\uc18d \ubaa8\ub378\uc758 \uc9c4\ud654<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc18d \ubaa8\ub378\uc740 \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uacfc \uae30\uc220 \uc5ed\ub7c9\uc5d0 \ub9de\ucdb0 \ud06c\uac8c \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Single-Touch_Models\"><\/span><b>\uc2f1\uae00\ud130\uce58 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uccab \ubc88\uc9f8 \ud130\uce58 \uc18d\uc131<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uccab \ubc88\uc9f8 \uc0c1\ud638 \uc791\uc6a9\uc5d0 100% \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \uc778\uc9c0\ub3c4\ub97c \ub192\uc774\ub294 \ucc44\ub110 \uc774\ud574<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \uc774\ud6c4\uc758 \ubaa8\ub4e0 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \ubb34\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><b>\ub9c8\uc9c0\ub9c9 \ud130\uce58 \uc18d\uc131<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc804\ud658 \uc804 \ucd5c\uc885 \uc0c1\ud638\uc791\uc6a9\uc5d0 100% \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \uac04\ub2e8\ud55c \uad6c\ud604 \ubc0f \ud558\uc704 \ud37c\ub110\uc5d0 \ub300\ud55c \uc9d1\uc911<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \uace0\uac1d \uc5ec\uc815\uc758 \ubcf5\uc7a1\uc131\uc744 \uac04\uacfc\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Multi-Touch_Models\"><\/span><b>\uba40\ud2f0\ud130\uce58 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc120\ud615 \uadc0\uc18d<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ubaa8\ub4e0 \uc811\uc810\uc5d0\uc11c \ub3d9\uc77c\ud55c \ud06c\ub808\ub527 \uc81c\uacf5<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \uace0\uac1d \uc5ec\uc815 \uc804\uccb4 \uc778\uc2dd<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \ubaa8\ub4e0 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \ub3d9\ub4f1\ud558\uac8c \uac00\uce58 \uc788\uac8c \ucde8\uae09\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><b>\uc2dc\uac04 \uac10\uc1e0 \uadc0\uc18d<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc804\ud658\uc5d0 \uac00\uae4c\uc6b4 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0 \ub300\ud55c \ud06c\ub808\ub527 \uc99d\uac00<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \ucd5c\uadfc \uc0c1\ud638 \uc791\uc6a9 \uac15\uc870<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \ucd08\uae30 \uc778\uc9c0 \uc811\uc810\uc744 \uacfc\uc18c\ud3c9\uac00\ud560 \uc218 \uc788\uc74c<\/li>\n<\/ul>\n<p><b>\uc704\uce58 \uae30\ubc18(U\uc790\ud615) \uadc0\uc18d<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc77c\ubc18\uc801\uc73c\ub85c 40%\ub294 \uccab \ubc88\uc9f8 \ud130\uce58\uc5d0, 40%\ub294 \ub9c8\uc9c0\ub9c9 \ud130\uce58\uc5d0, 20%\ub294 \uc911\uac04 \ud130\uce58 \ud3ec\uc778\ud2b8\uc5d0 \ubd84\ud560\ub429\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \ubc1c\uacac\uacfc \uacb0\uc815\uc758 \uc21c\uac04\uc744 \uade0\ud615 \uc788\uac8c \uc870\uc808<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \uc784\uc758 \ud559\uc810 \ubc30\uc815<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Advanced_Models\"><\/span><b>\uace0\uae09 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc54c\uace0\ub9ac\uc998 \uadc0\uc18d<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc2e4\uc81c \uc601\ud5a5\uc5d0 \ub530\ub77c \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud558\uae30 \uc704\ud574 \ud1b5\uacc4\uc801 \ubaa8\ub378\ub9c1\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \ub9ce\uc740 \uc804\ud658\uc774 \uac00\ub2a5\ud55c \ub370\uc774\ud130\uac00 \ud48d\ubd80\ud55c \ud658\uacbd<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \uc0c1\ub2f9\ud55c \ub370\uc774\ud130\uc640 \uc804\ubb38\uc131\uc774 \ud544\uc694\ud569\ub2c8\ub2e4<\/li>\n<\/ul>\n<p><b>\ud1b5\ud569 \ub9c8\ucf00\ud305 \uce21\uc815(UMM)<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uba40\ud2f0\ud130\uce58 \uadc0\uc18d\uc744 \ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ubaa8\ub378\ub9c1\uacfc \uacb0\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \uc628\ub77c\uc778\uacfc \uc624\ud504\ub77c\uc778 \ucc44\ub110\uc744 \ud1b5\ud569\ud55c \uc804\uccb4\uc801\uc778 \uad00\uc810<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \ubcf5\uc7a1\ud55c \uad6c\ud604<\/li>\n<\/ul>\n<p><b>AI \uc18d\uc131<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ubd88\uc644\uc804\ud55c \ub370\uc774\ud130\ub85c \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uace0 \uc608\uce21\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \uba38\uc2e0 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uac00\uc7a5 \uc88b\uc740<\/b>: \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\uac00 \uc81c\ud55c\ub41c \ud658\uacbd \ubc0f \ubcf5\uc7a1\ud55c \uace0\uac1d \uc5ec\uc815<\/li>\n<li aria-level=\"1\"><b>\ud55c\uc815<\/b>: \uc801\uc808\ud55c \ud22c\uba85\uc131 \uc5c6\uc774\ub294 &quot;\ube14\ub799\ubc15\uc2a4&quot;\ub85c \uc778\uc2dd\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \uc54c\uace0\ub9ac\uc998\uc801 \uc18d\uc131\uacfc AI \uae30\ubc18 \ud1b5\ucc30\ub825\uc744 \uacb0\ud569\ud558\uc5ec \uc81c\ud55c\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub85c\ub3c4 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \uc624\ub298\ub0a0 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\uac00 \uc6b0\uc120\uc778 \ud658\uacbd\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc774\uc810\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Marketing_Attribution_Technology_Landscape\"><\/span><b>\ub9c8\ucf00\ud305 \uc18d\uc131 \uae30\uc220 \ud658\uacbd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc18d \uae30\uc220 \uc2dc\uc7a5\uc740 \uc810\uc810 \ub354 \uc815\uad50\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\">\ub9c8\ucf00\ud305 \uc18d\uc131 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc2dc\uc7a5\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uc608\uc0c1\ub429\ub2c8\ub2e4. <b>2026\ub144\uae4c\uc9c0 $117\uc5b5<\/b>, CAGR 14.9%\ub85c \uc131\uc7a5(MarketsandMarkets, 2024)<\/li>\n<li aria-level=\"1\"><b>62%\uc758 \uc870\uc9c1<\/b> \uc774\uc81c \uc5b4\ub5a4 \ud615\ud0dc\uc758 \uadc0\uc18d \uae30\uc220\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4(\uc218\uc694 \uc0dd\uc131 \ubcf4\uace0\uc11c, 2024)<\/li>\n<li aria-level=\"1\"><b>AI \uae30\ubc18 \uc18d\uc131 \uc194\ub8e8\uc158\uc758 \uae30\uc5c5 \ub3c4\uc785<\/b> 2023\ub144 \uc774\ud6c4 78% \uc99d\uac00(Gartner, 2024)<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Key_Developments_in_Attribution_Technology\"><\/span><b>\uc18d\uc131 \uae30\uc220\uc758 \uc8fc\uc694 \uac1c\ubc1c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc18d\uc131<\/b>: \uac1c\ubcc4 \uc0ac\uc6a9\uc790 \ucd94\uc801\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \uae30\uc220<\/li>\n<li aria-level=\"1\"><b>\uc11c\ubc84 \uce21 \ucc98\ub9ac<\/b>: \ube0c\ub77c\uc6b0\uc800 \uae30\ubc18 \ucd94\uc801\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4 \uac10\uc18c<\/li>\n<li aria-level=\"1\"><b>\uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378<\/b>: \uc9c1\uc811 \uce21\uc815\uc774 \ubd88\uac00\ub2a5\ud55c \uacbd\uc6b0 \uadc0\uc18d \uc608\uce21<\/li>\n<li aria-level=\"1\"><b>\ud1b5\ud569 \ub370\uc774\ud130 \ub808\uc774\uc5b4<\/b>: \uc644\uc804\ud55c \uac00\uc2dc\uc131\uc744 \uc704\ud574 \ubd84\uc0b0\ub41c \ub370\uc774\ud130 \uc18c\uc2a4 \uc5f0\uacb0<\/li>\n<li aria-level=\"1\"><b>\uc2e4\uc2dc\uac04 \ucc98\ub9ac<\/b>: \uc989\uac01\uc801\uc778 \ucea0\ud398\uc778 \ucd5c\uc801\ud654 \uac00\ub2a5<\/li>\n<\/ul>\n<p>&quot;\uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc758 \ubbf8\ub798\ub294 \ub354 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ucd94\uc801\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ub354 \uc801\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ub354 \ub9ce\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \ubd84\uc11d \uc804\ubb38\uac00\uc774\uc790 \ubcfc\ub354 BI \ube0c\ub808\uc778 \ud2b8\ub7ec\uc2a4\ud2b8(Boulder BI Brain Trust)\uc758 \uc124\ub9bd\uc790\uc778 \ud074\ub77c\uc6b0\ub514\uc544 \uc784\ud638\ud504 \ubc15\uc0ac\ub294 \uc124\uba85\ud569\ub2c8\ub2e4. \uc774 \uc6d0\uce59\uc740 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \ucd5c\uc18c\ud55c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc5d0\uc11c \uc644\ubcbd\ud55c \uace0\uac1d \uc5ec\uc815 \ud1b5\ucc30\ub825\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 \uace0\uae09 AI\ub97c \ud65c\uc6a9\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Implementation_Challenges_and_Solutions\"><\/span><b>\uad6c\ud604 \uacfc\uc81c \ubc0f \uc194\ub8e8\uc158<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadf8 \uc911\uc694\uc131\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ub9c8\ucf00\ud305 \uc18d\uc131\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0c1\ub2f9\ud55c \uad6c\ud604 \uacfc\uc81c\uc5d0 \uc9c1\uba74\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_1_Data_Integration\"><\/span><b>\uacfc\uc81c 1: \ub370\uc774\ud130 \ud1b5\ud569<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\ubb38\uc81c<\/b>: \ub9c8\ucf00\ud305 \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \ud50c\ub7ab\ud3fc\uacfc \ud615\uc2dd\uc73c\ub85c \uc874\uc7ac\ud558\uae30 \ub54c\ubb38\uc5d0 \ud1b5\ud569\uc801\uc778 \uadc0\uc18d\uc774 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n<p><b>\ud574\uacb0\ucc45<\/b>: \ub2e4\uc74c\uacfc \uac19\uc740 \ucd5c\uc2e0 \uc18d\uc131 \ud50c\ub7ab\ud3fc <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \uc8fc\uc694 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc5d0 \uc0ac\uc804 \uad6c\ucd95\ub41c \ucee4\ub125\ud130\ub97c \uc81c\uacf5\ud558\uc5ec \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc815\uaddc\ud654\ub97c \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4. Salesforce \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \ud1b5\ud569 \ub9c8\ucf00\ud305 \ub370\uc774\ud130\ub97c \ubcf4\uc720\ud55c \uae30\uc5c5\uc740 \ub9c8\ucf00\ud305 \ud65c\ub3d9\uc744 \ud1b5\ud574 21%% \ub354 \ud070 \ub9e4\ucd9c \ud6a8\uacfc\ub97c \ub2ec\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_2_Organizational_Alignment\"><\/span><b>\uacfc\uc81c 2: \uc870\uc9c1 \uc815\ub82c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\ubb38\uc81c<\/b>: \uc5ec\ub7ec \ud300\uc774 \uc11c\ub85c \uc0c1\ucda9\ub418\ub294 \uadc0\uc18d \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><b>\ud574\uacb0\ucc45<\/b>: \uba85\ud655\ud55c \uac70\ubc84\ub10c\uc2a4\uc640 \uacf5\uc720 KPI\ub97c \uad6c\ud604\ud558\uc138\uc694. \ub9c8\ucf00\ud305 \ub9ac\ub354\uc2ed \uc704\uc6d0\ud68c(Marketing Leadership Council)\uc758 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \uc77c\uad00\ub41c \uadc0\uc778 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uac16\ucd98 \uc870\uc9c1\uc740 \uc131\uacf5\uc801\uc778 \ub9c8\ucf00\ud305 \uc131\uacfc\ub97c \ub2ec\uc131\ud560 \uac00\ub2a5\uc131\uc774 2.9\ubc30 \ub354 \ub192\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_3_Privacy_Compliance\"><\/span><b>\uacfc\uc81c 3: \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc900\uc218<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\ubb38\uc81c<\/b>: \uaddc\uc81c \uac15\ud654\uc640 \uae30\uc220\uc801 \uc81c\ud55c\uc73c\ub85c \uc778\ud574 \ub370\uc774\ud130 \uc218\uc9d1\uc774 \uc81c\ud55c\ub429\ub2c8\ub2e4.<\/p>\n<p><b>\ud574\uacb0\ucc45<\/b>: \uac1c\uc778 \ub370\uc774\ud130 \uc218\uc9d1\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \ud1b5\ucc30\ub825\uc744 \uadf9\ub300\ud654\ud558\ub294 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \uc18d\uc131 \uc194\ub8e8\uc158\uc744 \ucc44\ud0dd\ud569\ub2c8\ub2e4. <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \ud2b9\ud5c8 \ucd9c\uc6d0 \uc911\uc778 Edge Privacy Layer\ub294 \uc815\ud655\uc131\uc744 \ud76c\uc0dd\ud558\uc9c0 \uc54a\uace0\ub3c4 \uaddc\uc815\uc744 \uc900\uc218\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_4_Technical_Implementation\"><\/span><b>\uacfc\uc81c 4: \uae30\uc220 \uad6c\ud604<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\ubb38\uc81c<\/b>: \uae30\uc874\uc758 \uadc0\uc18d \ubc29\uc2dd\uc5d0\ub294 \ubcf5\uc7a1\ud55c \ud0dc\uadf8 \uc9c0\uc815\uacfc \ucf54\ub529\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\ud574\uacb0\ucc45<\/b>: \uad6c\ud604 \uc694\uac74\uc774 \uac04\ub2e8\ud55c \uc194\ub8e8\uc158\uc744 \ucc3e\uc73c\uc138\uc694. 2024\ub144 Ascend2 \uc124\ubb38\uc870\uc0ac\uc5d0 \ub530\ub974\uba74, \ub9c8\ucf00\ud130\uc758 68%\uac00 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\uc220 \uc120\ud0dd \uc2dc \uad6c\ud604 \uc6a9\uc774\uc131\uc744 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uaf3d\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_5_Actionability\"><\/span><b>\uacfc\uc81c 5: \uc2e4\ud589 \uac00\ub2a5\uc131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\ubb38\uc81c<\/b>: \uc18d\uc131 \ud1b5\ucc30\ub825\uc740 \uc989\uac01\uc801\uc778 \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\ub294 \ubc29\uc2dd\uc73c\ub85c \uc81c\uacf5\ub418\uc9c0 \uc54a\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n<p><b>\ud574\uacb0\ucc45<\/b>: \uc9c1\uad00\uc801\uc778 \uc2dc\uac01\ud654\uc640 \uc2e4\ud589 \uac00\ub2a5\ud55c \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uc81c\uacf5\ud558\ub294 \ud50c\ub7ab\ud3fc\uc744 \uc120\ud0dd\ud558\uc138\uc694. <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \uba70\uce60\uc774 \uc544\ub2cc \uba87 \ucd08 \ub9cc\uc5d0 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\uc5ec \ucea0\ud398\uc778\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Example_Case_Study_Attribution_Transformation\"><\/span><b>\uc0ac\ub840 \uc5f0\uad6c \uc608\uc2dc: \uadc0\uc778 \ubcc0\ud658<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uac74\uac15 \ubcf4\uc870\uc2dd\ud488 \ubd84\uc57c\uc758 \ud55c \uc18c\ube44\uc790 \uc9c1\uc811 \ud310\ub9e4 \ube0c\ub79c\ub4dc\ub294 iOS \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc815\ucc45 \ubcc0\uacbd\uc73c\ub85c \uace0\uac1d \ud655\ubcf4 \ub370\uc774\ud130\uc5d0 35%\uc758 \uc0ac\uac01\uc9c0\ub300\uac00 \uc0dd\uae30\uc790 \uc18d\uc131 \ubd84\uc11d\uc5d0 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc5c8\uc2b5\ub2c8\ub2e4. \ud398\uc774\uc2a4\ubd81 ROAS\ub294 40% \uac10\uc18c\ud55c \uac83\uc73c\ub85c \ubcf4\uc600\uc9c0\ub9cc, \ub370\uc774\ud130\uac00 \uc2e4\uc81c \uc0c1\ud669\uc744 \ubc18\uc601\ud558\uc9c0 \ubabb\ud558\ub294 \uac83\uc73c\ub85c \uc758\uc2ec\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uacfc \uac19\uc740 \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud55c \ud6c4 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> AI \uae30\ubc18 \uc18d\uc131 \uc194\ub8e8\uc158:<\/p>\n<ul>\n<li aria-level=\"1\">\uadf8\ub4e4\uc740 Facebook\uc774 \uc2e4\uc81c\ub85c \ud50c\ub7ab\ud3fc \ubd84\uc11d\uc5d0\uc11c \ubcf4\uace0\ub41c \uac83\ubcf4\ub2e4 58% \ub354 \ub9ce\uc740 \uc804\ud658\uc744 \uc720\ub3c4\ud558\uace0 \uc788\ub2e4\ub294 \uac83\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uadf8\ub4e4\uc740 \uc608\uc0b0\uc758 23%\uac00 \ube44\ud6a8\uc728\uc801\uc778 \uccad\uc911 \uc138\uadf8\uba3c\ud2b8\uc5d0 \ud560\ub2f9\ub418\uc5c8\uc74c\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\ud300\uc740 \ub192\uc740 \uc131\uacfc\ub97c \ub0b4\ub294 \uc138\uadf8\uba3c\ud2b8\uc5d0 \uc9c0\ucd9c\uc744 \uc7ac\ud560\ub2f9\ud558\uc5ec \uc804\uccb4 ROAS\ub97c 47%\ub9cc\ud07c \uc99d\uac00\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uad6c\ud604\uc5d0\ub294 \uae30\uc220 \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\uc73c\uba70 \uc77c\uc8fc\uc77c\ub3c4 \ucc44 \uac78\ub9ac\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The_Future_of_Marketing_Attribution\"><\/span><b>\ub9c8\ucf00\ud305 \uc18d\uc131\uc758 \ubbf8\ub798<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc18d\uc758 \ubbf8\ub798\ub97c \ud615\uc131\ud558\ub294 \uba87 \uac00\uc9c0 \ucd94\uc138\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Privacy-First_Attribution\"><\/span><b>1. \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \uadc0\uc18d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\ud0c0\uc0ac \uc2dd\ubcc4\uc790\uac00 \uc0ac\ub77c\uc9c0\uba74\uc11c \uc18d\uc131\uc740 \ub2e4\uc74c\uc5d0 \uc810\uc810 \ub354 \uc758\uc874\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\">\ub3d9\uc758\ub41c \uc790\uc0ac \ub370\uc774\ud130<\/li>\n<li aria-level=\"1\">\uc9d1\uacc4 \ubc0f \uc775\uba85\ud654\ub41c \uce21\uc815<\/li>\n<li aria-level=\"1\">\ud655\ub960\uc801 \ubaa8\ub378\ub9c1 \ubc0f AI \ucd94\ub860<\/li>\n<li aria-level=\"1\">\uc11c\ubc84 \uce21 \ucd94\uc801 \uad6c\ud604<\/li>\n<\/ul>\n<p>SparkToro\uc758 \ucc3d\ub9bd\uc790\uc778 \ub79c\ub4dc \ud53c\uc2dc\ud0a8\uc740 &quot;\ucfe0\ud0a4 \uc774\ud6c4 \uc2dc\ub300\uc5d0 \uc2b9\ub9ac\ud560 \uae30\uc5c5\uc740 \uac00\uc7a5 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ubcf4\uc720\ud55c \uae30\uc5c5\uc774 \uc544\ub2c8\ub77c, \uc724\ub9ac\uc801\uc73c\ub85c \uc218\uc9d1\uc774 \ud5c8\uc6a9\ub41c \ub370\uc774\ud130\uc5d0\uc11c \uac00\uc7a5 \ub9ce\uc740 \ud1b5\ucc30\ub825\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\ub294 \uae30\uc5c5\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Unified_Measurement_Approaches\"><\/span><b>2. \ud1b5\ud569 \uce21\uc815 \uc811\uadfc \ubc29\uc2dd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\ub2e4\uc591\ud55c \uc720\ud615\uc758 \ub9c8\ucf00\ud305 \uce21\uc815 \uac04\uc758 \uacbd\uacc4\ub294 \uacc4\uc18d\ud574\uc11c \ubaa8\ud638\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\">\uadc0\uc18d\uc740 \uc810\uc810 \ub354 \ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ubaa8\ub378\ub9c1 \uc694\uc18c\ub97c \ud1b5\ud569\ud560 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8\ub294 \uadc0\uc18d \uacb0\uacfc\ub97c \uac80\uc99d\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\ube0c\ub79c\ub4dc\uc640 \uc131\uacfc \uce21\uc815\uc774 \ub354\uc6b1 \ud1b5\ud569\ub420 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Real-Time_Decisioning\"><\/span><b>3. \uc2e4\uc2dc\uac04 \uc758\uc0ac\uacb0\uc815<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uadc0\uc18d\uc740 \uacfc\uac70 \uc9c0\ud5a5\uc801 \ubd84\uc11d\uc5d0\uc11c \ubbf8\ub798 \uc9c0\ud5a5\uc801 \uc608\uce21\uc73c\ub85c \uc804\ud658\ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\"><b>\uace0\uc131\uacfc \ub9c8\ucf00\ud305 \uc870\uc9c1\uc758 73%<\/b> 2026\ub144\uae4c\uc9c0 \uc2e4\uc2dc\uac04 \uc18d\uc131 \uae30\ub2a5\uc744 \uad6c\ud604\ud560 \uac83\uc73c\ub85c \uc608\uc0c1(Forrester, 2024)<\/li>\n<li aria-level=\"1\">AI \uae30\ubc18 \uc608\uce21 \ubaa8\ub378\uc740 \ucea0\ud398\uc778\uc774 \uc885\ub8cc\ub418\uae30 \uc804\uc5d0 \uc608\uc0b0 \ubcc0\uacbd\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uadc0\uc18d \ud1b5\ucc30\ub825\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\ub3d9 \uc608\uc0b0 \ucd5c\uc801\ud654\uac00 \ud45c\uc900\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \uc774\ub7ec\ud55c \ucd94\uc138\uc758 \ucd5c\uc804\uc120\uc5d0 \uc788\ub294 AI \uae30\ubc18 \ud50c\ub7ab\ud3fc\uc744 \ud1b5\ud574 \uc989\uac01\uc801\uc778 \uc870\uce58\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc2e4\uc2dc\uac04 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Selecting_the_Right_Attribution_Approach_for_Your_Organization\"><\/span><b>\uc870\uc9c1\uc5d0 \uc801\ud569\ud55c \uadc0\uc18d \uc811\uadfc \ubc29\uc2dd \uc120\ud0dd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ubaa8\ub4e0 \uc870\uc9c1\uc5d0 \ud6a8\uacfc\uc801\uc778 \ub2e8\uc77c \uadc0\uc18d \ubc29\uc2dd\uc740 \uc5c6\uc2b5\ub2c8\ub2e4. \uadc0\uc18d \uc804\ub7b5\uc744 \uacb0\uc815\ud560 \ub54c \ub2e4\uc74c \uc694\uc18c\ub97c \uace0\ub824\ud558\uc138\uc694.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Business_Model_Considerations\"><\/span><b>\ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 \uace0\ub824 \uc0ac\ud56d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\uc804\uc790\uc0c1\uac70\ub798<\/b>: \uc77c\ubc18\uc801\uc73c\ub85c \uc804\uccb4 \uace0\uac1d \uc5ec\uc815\uc744 \ud3ec\ucc29\ud558\ub294 \uba40\ud2f0\ud130\uce58 \ubaa8\ub378\uc758 \uc774\uc810\uc744 \ub204\ub9ac\uc2ed\uc2dc\uc624.<\/li>\n<li aria-level=\"1\"><b>\ub9ac\ub4dc \uc0dd\uc131<\/b>: \uc885\uc885 \ub354 \uae34 \uadc0\uc18d \ucc3d\uacfc \uc624\ud504\ub77c\uc778 \ud130\uce58\ud3ec\uc778\ud2b8 \ud1b5\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\uc2e0\uccad<\/b>: \uadc0\uc18d \uc2dc \uace0\uac1d \uc0dd\uc560 \uac00\uce58\uc640 \uc720\uc9c0\ub97c \uace0\ub824\ud574\uc57c \ud568<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Resource_Requirements\"><\/span><b>\ub9ac\uc18c\uc2a4 \uc694\uad6c \uc0ac\ud56d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\uae30\uc220\ud300 \uaddc\ubaa8<\/b>: \ubcf5\uc7a1\ud55c \uadc0\uc18d\uc5d0\ub294 \uc804\ub2f4 \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ub9c8\ucf00\ud305 \ud300 \uad6c\uc870<\/b>: \uc911\uc559\uc9d1\uc911\ud615 \ud300\uacfc \ubd84\uc0b0\ud615 \ud300\uc740 \uc11c\ub85c \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\"><b>\ub370\uc774\ud130 \uc131\uc219\ub3c4<\/b>: \uae30\uc874 \ub370\uc774\ud130 \uc778\ud504\ub77c\uac00 \uad6c\ud604 \ubcf5\uc7a1\uc131\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Implementation_Timeline\"><\/span><b>\uad6c\ud604 \ud0c0\uc784\ub77c\uc778<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Gartner \uc870\uc0ac\uc5d0 \ub530\ub974\uba74 \uc870\uc9c1\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uadc0\uc18d \uc131\uc219 \ub2e8\uacc4\ub97c \uac70\uce69\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\"><b>\uae30\ucd08(3~6\uac1c\uc6d4)<\/b>: \uc2f1\uae00\ud130\uce58 \ubaa8\ub378, \uae30\ubcf8 \ucc44\ub110 \ucd94\uc801<\/li>\n<li aria-level=\"1\"><b>\uc9c4\ud589\ud615(6-12\uac1c\uc6d4)<\/b>: \uba40\ud2f0\ud130\uce58 \ubaa8\ub378, \ud06c\ub85c\uc2a4 \ucc44\ub110 \ud1b5\ud569<\/li>\n<li aria-level=\"1\"><b>\uace0\uae09(12-18\uac1c\uc6d4)<\/b>: \uc54c\uace0\ub9ac\uc998 \ubaa8\ub378, \uc628\ub77c\uc778-\uc624\ud504\ub77c\uc778 \uc5f0\uacb0<\/li>\n<li aria-level=\"1\"><b>\ubcc0\ud615\ud615(18\uac1c\uc6d4 \uc774\uc0c1)<\/b>: \uc644\uc804\ud788 \ud1b5\ud569\ub41c \uce21\uc815 \ubc0f \uc608\uce21 \uae30\ub2a5<\/li>\n<\/ul>\n<p>\uc640 \ud568\uaed8 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a>\uc870\uc9c1\uc740 \uc774 \ud0c0\uc784\ub77c\uc778\uc744 \ud06c\uac8c \uac00\uc18d\ud654\ud558\uc5ec \uba87 \uac1c\uc6d4 \ub610\ub294 \uba87 \ub144\uc774 \uc544\ub2cc \uba87 \uc8fc \ub9cc\uc5d0 \uace0\uae09 \uc18d\uc131 \uae30\ub2a5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Getting_Started_with_Marketing_Attribution\"><\/span><b>\ub9c8\ucf00\ud305 \uc18d\uc131 \uc2dc\uc791\ud558\uae30<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc0ac\uc758 \uadc0\uc18d \uc5ec\uc815\uc744 \uc2dc\uc791\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc138\uc694.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Audit_Your_Current_Measurement\"><\/span><b>1. \ud604\uc7ac \uce21\uc815\uac12 \uac10\uc0ac<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\uae30\uc874 \ucd94\uc801 \uad6c\ud604 \ubb38\uc11c\ud654<\/li>\n<li aria-level=\"1\">\ub370\uc774\ud130 \uc218\uc9d1 \uaca9\ucc28 \uc2dd\ubcc4<\/li>\n<li aria-level=\"1\">\ud604\uc7ac \uadc0\uc18d \ubaa8\ub378\ub9c1 \ud3c9\uac00<\/li>\n<li aria-level=\"1\">\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc900\uc218 \uc0c1\ud0dc \uac80\ud1a0<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2_Define_Clear_Objectives\"><\/span><b>2. \uba85\ud655\ud55c \ubaa9\ud45c \uc815\uc758<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\uadc0\uc18d\uc774 \ub2f5\ud574\uc57c \ud558\ub294 \ud575\uc2ec \uc9c8\ubb38\uc744 \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uadc0\uc18d \uc131\uacf5 \uc9c0\ud45c \uc124\uc815<\/li>\n<li aria-level=\"1\">\ud604\uc2e4\uc801\uc778 \uad6c\ud604 \uc77c\uc815 \uc124\uc815<\/li>\n<li aria-level=\"1\">\ubaa9\ud45c\uc5d0 \ub300\ud55c \uc774\ud574\uad00\uacc4\uc790\uc758 \uc77c\uce58 \ud655\ubcf4<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"3_Evaluate_Technology_Options\"><\/span><b>3. \uae30\uc220 \uc635\uc158 \ud3c9\uac00<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\uad6c\ucd95\uacfc \uad6c\ub9e4 \uacb0\uc815\uc744 \uace0\ub824\ud558\uc138\uc694<\/li>\n<li aria-level=\"1\">\uacf5\uae09\uc5c5\uccb4 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uae30\ub2a5 \ud3c9\uac00<\/li>\n<li aria-level=\"1\">\ud1b5\ud569 \uc694\uad6c \uc0ac\ud56d \uac80\ud1a0<\/li>\n<li aria-level=\"1\">\uc608\uc0c1 ROI \uacc4\uc0b0<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4_Implement_Incrementally\"><\/span><b>4. \uc810\uc9c4\uc801\uc73c\ub85c \uad6c\ud604<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\uace0\ubd80\uac00\uac00\uce58 \ucc44\ub110\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694<\/li>\n<li aria-level=\"1\">\uae30\uc874 \uce21\uc815 \ud56d\ubaa9\uc5d0 \ub300\ud55c \uacb0\uacfc \uac80\uc99d<\/li>\n<li aria-level=\"1\">\uccb4\uacc4\uc801\uc73c\ub85c \ubc94\uc704\ub97c \ud655\uc7a5\ud558\uc138\uc694<\/li>\n<li aria-level=\"1\">\ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc870\uc9c1\uc801 \uc2e0\ub8b0 \uad6c\ucd95<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"5_Operationalize_Insights\"><\/span><b>5. \ud1b5\ucc30\ub825\uc744 \uc2e4\uc81c\ud654\ud558\uc138\uc694<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\uba85\ud655\ud55c \ud589\ub3d9 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ub9cc\ub4dc\uc138\uc694<\/li>\n<li aria-level=\"1\">\ucd5c\uc801\ud654 \ud504\ub85c\ud1a0\ucf5c\uc744 \uc218\ub9bd\ud558\uc138\uc694<\/li>\n<li aria-level=\"1\">\uc815\uae30\uc801\uc778 \ubcf4\uace0 \uc8fc\uae30\ub97c \uac1c\ubc1c\ud558\uc138\uc694<\/li>\n<li aria-level=\"1\">\uc778\uc0ac\uc774\ud2b8 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub300\ud55c \ud300 \uad50\uc721<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion_The_Attribution_Imperative\"><\/span><b>\uacb0\ub860: \uadc0\uc778\uc758 \ud544\uc218\uc131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9c8\ucf00\ud305 \uae30\uc5ec\ub294 \uc774\uc81c \uc120\ud0dd \uc0ac\ud56d\uc5d0\uc11c \ube44\uc988\ub2c8\uc2a4 \ud544\uc218 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uace0\uac1d \uc5ec\uc815\uc774 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc774 \ub354\uc6b1 \uc5c4\uaca9\ud574\uc9d0\uc5d0 \ub530\ub77c, \uc18c\ube44\uc790 \uac1c\uc778\uc815\ubcf4\ub97c \ubcf4\ud638\ud558\uba74\uc11c \ub9c8\ucf00\ud305 \ud6a8\uacfc\ub97c \uc815\ud655\ud558\uac8c \uce21\uc815\ud558\ub294 \ub2a5\ub825\uc740 \uc911\uc694\ud55c \uacbd\uc7c1 \uc6b0\uc704\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc0c8\ub85c\uc6b4 \ud658\uacbd\uc5d0\uc11c \uc131\uacf5\ud558\ub294 \uc870\uc9c1\uc740 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \uc6b0\uc120\uc2dc\ud558\uace0 AI\uac00 \uac15\ud654\ub41c \uc18d\uc131 \ubd84\uc11d \ubc29\uc2dd\uc744 \ucc44\ud0dd\ud558\uc5ec \ube44\ud604\uc2e4\uc801\uc778 \uc591\uc758 \ub370\uc774\ud130\ub97c \uc694\uad6c\ud558\uc9c0 \uc54a\uace0\ub3c4 \uc2e4\ud589 \uac00\ub2a5\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \uc870\uc9c1\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \ud601\uc2e0\uc801\uc778 \ud50c\ub7ab\ud3fc\uc740 \uac15\ub825\ud55c AI \uae30\ub2a5\uacfc \uc5c4\uaca9\ud55c \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uae30\ub2a5\uc744 \uacb0\ud569\ud558\uc5ec \ub370\uc774\ud130\ub85c \uc778\ud55c \uc5b4\ub824\uc6c0 \uc5c6\uc774 \ub9c8\ucf00\ud305\uc5d0 \ub300\ud55c \uba85\ud655\uc131\uc744 \uc81c\uacf5\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc138\ub300\uc758 \uc18d\uc131 \uae30\uc220\uc744 \ub300\ud45c\ud569\ub2c8\ub2e4.<\/p>\n<p>\uac15\ub825\ud55c \uc18d\uc131 \uae30\ub2a5\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368 \ub9c8\ucf00\ud130\ub294 \ub9c8\uce68\ub0b4 \ub9c8\ucf00\ud305 \uc608\uc0b0\uc758 \uc5b4\ub290 \uc808\ubc18\uc774 \ud6a8\uacfc\uc801\uc778\uc9c0\uc5d0 \ub300\ud55c \uc624\ub798\ub41c \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uace0 \ub098\uba38\uc9c0 \uc808\ubc18\uc744 \uc804\ub840 \uc5c6\ub294 \uc131\uc7a5\uc744 \ucd09\uc9c4\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Academic_References\"><\/span><b>\ud559\uc220 \ucc38\uace0\ubb38\ud5cc<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li aria-level=\"1\">Abhishek, V., Fader, P., &amp; Hosanagar, K. (2023). &quot;\uae54\ub54c\uae30\ub97c \ud1b5\ud55c \ubbf8\ub514\uc5b4 \ub178\ucd9c: \ub2e4\ub2e8\uacc4 \uadc0\uc778 \ubaa8\ub378.&quot; <i>\uad6d\uc81c \ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 40(1), 232-251.<\/li>\n<li aria-level=\"1\">Berman, R., &amp; Katona, Z. (2024). \u201c\uac1c\uc778\uc815\ubcf4\ubcf4\ud638 \uaddc\uc81c\uac00 \uc628\ub77c\uc778 \uad11\uace0 \uc2dc\uc7a5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5: \uc2e4\uc99d \uc5f0\uad6c.\u201d <i>\ub9c8\ucf00\ud305 \uacfc\ud559<\/i>, 43(2), 181-202.<\/li>\n<li aria-level=\"1\">Cadena, LT, &amp; Vakratsas, D. (2023). \u201c\ub2e4\uc911 \ud50c\ub7ab\ud3fc \uadc0\uc18d: \ud50c\ub7ab\ud3fc \uc120\ud0dd \ubc0f \ucc38\uc5ec\uc758 \uc5ed\ud559.\u201d <i>\ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 60(4), 833-852.<\/li>\n<li aria-level=\"1\">Dalessandro, B., Perlich, C., &amp; Stitelman, O. (2022). \u201c\uc628\ub77c\uc778 \uad11\uace0\uc5d0 \ub300\ud55c \uc778\uacfc\uc801 \ub3d9\uae30 \uadc0\uc778.\u201d <i>\uba38\uc2e0 \ub7ec\ub2dd<\/i>, 95(2), 165-186.<\/li>\n<li aria-level=\"1\">Gu, X., Kannan, PK, &amp; Ma, L. (2024). \u201c\uc900\uc2e4\ud5d8\uc744 \ud1b5\ud55c \uc628\ub77c\uc778-\uc624\ud504\ub77c\uc778 \uc804\ud658\uc728\uc5d0 \ub300\ud55c \ubaa8\ubc14\uc77c \uad11\uace0 \ud6a8\uacfc \uce21\uc815.\u201d <i>\ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 61(1), 61-82.<\/li>\n<li aria-level=\"1\">Kannan, PK, Reinartz, W., &amp; Verhoef, PC (2023). &quot;\uad6c\ub9e4 \uacbd\ub85c \ubc0f \uadc0\uc778 \ubaa8\ub378\ub9c1: \ud2b9\ubcc4 \uc139\uc158 \uc18c\uac1c.&quot; <i>\uad6d\uc81c \ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 40(1), 219-231.<\/li>\n<li aria-level=\"1\">Li, H., &amp; Kannan, PK (2023). \u201c\ub2e4\uc911\ucc44\ub110 \uc628\ub77c\uc778 \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c\uc758 \uc804\ud658 \uae30\uc5ec\ub3c4 \ubd84\uc11d: \uc2e4\uc99d \ubaa8\ub378\uacfc \ud604\uc7a5 \uc2e4\ud5d8.\u201d <i>\ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 51(1), 40-56.<\/li>\n<li aria-level=\"1\">Rietveld, J., &amp; Pauwels, K. (2024). &quot;\ub9c8\ucf00\ud305 \uc790\ub3d9\ud654\uc758 \uc778\uacfc\uc801 \uc601\ud5a5: \ud604\uc7a5 \uc2e4\ud5d8 \uc99d\uac70.&quot; <i>\ub9c8\ucf00\ud305 \uc800\ub110<\/i>, 88(2), 100-117.<\/li>\n<li aria-level=\"1\">Sinha, A., Sahgal, A., &amp; Mathur, SK (2024). \u201c\uac1c\uc778\uc815\ubcf4\ubcf4\ud638 \uaddc\uc815\uacfc \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305: \uae30\uc5ec \ubaa8\ub378 \ubc0f \uce21\uc815\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5.\u201d <i>\ube44\uc988\ub2c8\uc2a4 \uc5f0\uad6c \uc800\ub110<\/i>, 160, 113748.<\/li>\n<li aria-level=\"1\">Wedel, M., &amp; Kannan, PK (2023). &quot;\ub370\uc774\ud130\uac00 \ud48d\ubd80\ud55c \ud658\uacbd\uc744 \uc704\ud55c \ub9c8\ucf00\ud305 \ubd84\uc11d.&quot; <i>\ub9c8\ucf00\ud305 \uc800\ub110<\/i>, 85(1), 97-121.<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \uc5b4\ub5a4 \ub9c8\ucf00\ud305 \ud65c\ub3d9\uc774 \uc804\ud658\uc744 \ucd09\uc9c4\ud558\ub294\uc9c0 \uc815\ud655\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc73c\uba70, \uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uad6c\ud604\ud55c \uae30\uc5c5\uc740 \ub9c8\ucf00\ud305 ROI\ub97c \ucd5c\ub300 30%\uae4c\uc9c0 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ub4dc\ud30c\ud2f0 \ucfe0\ud0a4\uac00 \ub2e8\uacc4\uc801\uc73c\ub85c \ud3d0\uc9c0\ub418\uace0 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc81c\uac00 \uac15\ud654\ub428\uc5d0 \ub530\ub77c, \ube0c\ub79c\ub4dc\ub294 \uaddc\uc815 \uc900\uc218\ub97c \uc800\ud574\ud558\uc9c0 \uc54a\uc73c\uba74\uc11c\ub3c4 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc194\ub8e8\uc158\uc73c\ub85c \uc804\ud658\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\uc5d0\uc11c\ub294 \ucd5c\uc2e0 \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? The Complete 2025 Guide - AttriSight<\/title>\n<meta name=\"description\" content=\"Discover everything you need to know about marketing attribution in 2025 from core concepts to choosing the right strategy for accurate performance tracking.\" \/>\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\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131-\uac00\uc774\ub4dc-2025\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Marketing Attribution? The Complete 2025 Guide - AttriSight\" \/>\n<meta property=\"og:description\" content=\"Discover everything you need to know about marketing attribution in 2025 from core concepts to choosing the right strategy for accurate performance tracking.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131-\uac00\uc774\ub4dc-2025\/\" \/>\n<meta property=\"og:site_name\" content=\"AttriSight\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-20T03:05:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-20T03:07:00+00:00\" \/>\n<meta name=\"author\" content=\"AttriSight\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ub9c8\ucf00\ud305 \uae30\uc5ec\ub780 \ubb34\uc5c7\uc778\uac00? 2025\ub144 \uc644\ubcbd \uac00\uc774\ub4dc - AttriSight","description":"\ud575\uc2ec \uac1c\ub150\ubd80\ud130 \uc815\ud655\ud55c \uc131\uacfc \ucd94\uc801\uc744 \uc704\ud55c \uc62c\ubc14\ub978 \uc804\ub7b5 \uc120\ud0dd\uae4c\uc9c0, 2025\ub144 \ub9c8\ucf00\ud305 \uc18d\uc131\uc5d0 \ub300\ud574 \uc54c\uc544\uc57c \ud560 \ubaa8\ub4e0 \uac83\uc744 \uc54c\uc544\ubcf4\uc138\uc694.","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\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131-\uac00\uc774\ub4dc-2025\/","og_locale":"ko_KR","og_type":"article","og_title":"What is Marketing Attribution? The Complete 2025 Guide - AttriSight","og_description":"Discover everything you need to know about marketing attribution in 2025 from core concepts to choosing the right strategy for accurate performance tracking.","og_url":"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131-\uac00\uc774\ub4dc-2025\/","og_site_name":"AttriSight","article_published_time":"2025-04-20T03:05:54+00:00","article_modified_time":"2025-04-20T03:07:00+00:00","author":"AttriSight","twitter_card":"summary_large_image","twitter_misc":{"\uae00\uc4f4\uc774":false},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/#article","isPartOf":{"@id":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/"},"author":{"name":"AttriSight","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160"},"headline":"What is Marketing Attribution? The Complete 2025 Guide","datePublished":"2025-04-20T03:05:54+00:00","dateModified":"2025-04-20T03:07:00+00:00","mainEntityOfPage":{"@id":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/"},"wordCount":2079,"publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"articleSection":["Marketing Attribution"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/","url":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/","name":"\ub9c8\ucf00\ud305 \uae30\uc5ec\ub780 \ubb34\uc5c7\uc778\uac00? 2025\ub144 \uc644\ubcbd \uac00\uc774\ub4dc - AttriSight","isPartOf":{"@id":"https:\/\/attrisight.com\/en\/#website"},"datePublished":"2025-04-20T03:05:54+00:00","dateModified":"2025-04-20T03:07:00+00:00","description":"\ud575\uc2ec \uac1c\ub150\ubd80\ud130 \uc815\ud655\ud55c \uc131\uacfc \ucd94\uc801\uc744 \uc704\ud55c \uc62c\ubc14\ub978 \uc804\ub7b5 \uc120\ud0dd\uae4c\uc9c0, 2025\ub144 \ub9c8\ucf00\ud305 \uc18d\uc131\uc5d0 \ub300\ud574 \uc54c\uc544\uc57c \ud560 \ubaa8\ub4e0 \uac83\uc744 \uc54c\uc544\ubcf4\uc138\uc694.","breadcrumb":{"@id":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/attrisight.com\/ru\/%d1%80%d1%83%d0%ba%d0%be%d0%b2%d0%be%d0%b4%d1%81%d1%82%d0%b2%d0%be-%d0%bf%d0%be-%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%d0%b1%d1%83\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/attrisight.com\/en\/"},{"@type":"ListItem","position":2,"name":"What is Marketing Attribution? The Complete 2025 Guide"}]},{"@type":"WebSite","@id":"https:\/\/attrisight.com\/en\/#website","url":"https:\/\/attrisight.com\/en\/","name":"AttriSight","description":"\ub354 \uc2a4\ub9c8\ud2b8\ud55c \ub9c8\ucf00\ud305. \ub354 \uac15\ub825\ud55c \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638. \ub354 \uc791\uc740 \ub514\uc9c0\ud138 \ubc1c\uc790\uad6d.","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":"ko-KR"},{"@type":"Organization","@id":"https:\/\/attrisight.com\/en\/#organization","name":"AttriSight","url":"https:\/\/attrisight.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@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":"ko-KR","@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\/ko\/author\/site-attrisight-com\/"}]}},"_links":{"self":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts\/206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/comments?post=206"}],"version-history":[{"count":3,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts\/206\/revisions"}],"predecessor-version":[{"id":210,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts\/206\/revisions\/210"}],"wp:attachment":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/media?parent=206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/categories?post=206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/tags?post=206"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}