{"id":303,"date":"2025-05-12T19:47:49","date_gmt":"2025-05-13T03:47:49","guid":{"rendered":"https:\/\/attrisight.com\/?p=303"},"modified":"2025-05-12T19:47:49","modified_gmt":"2025-05-13T03:47:49","slug":"%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0","status":"publish","type":"post","link":"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/","title":{"rendered":"\ubcf5\uc7a1\ud55c \ub9c8\ucf00\ud305 \uc18d\uc131 \ubb38\uc81c \ud574\uacb0\uc5d0 \uc788\uc5b4 AI\uc758 \uc5ed\ud560"},"content":{"rendered":"\uc778\uacf5\uc9c0\ub2a5\uc740 \uae30\uc874 \ubaa8\ub378\uc774 \uc624\ub7ab\ub3d9\uc548 \ud574\uacb0\ud574 \uc628 \uacfc\uc81c\ub4e4\uc744 \ud574\uacb0\ud568\uc73c\ub85c\uc368 \ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc5d0 \ud601\uc2e0\uc744 \uc77c\uc73c\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc774 \ud328\ud134 \uc778\uc2dd, \uc608\uce21 \ubd84\uc11d, \uc790\ub3d9 \ucd5c\uc801\ud654 \ubd84\uc57c\uc758 \uace0\uae09 \uae30\ub2a5\uc744 \ud1b5\ud574 \uae30\uc874 \ubc29\uc2dd\uc744 \uc5b4\ub5bb\uac8c \ub6f0\uc5b4\ub118\ub294\uc9c0 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\uc5ec \uc9c4\uc815\ud55c \ub9c8\ucf00\ud305 \ud6a8\uacfc\ub97c \ud30c\uc545\ud558\uace0, \ub370\uc774\ud130 \uc0ac\uc77c\ub85c\ub97c \uadf9\ubcf5\ud558\uba70, \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ub418\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694. \uc2e4\uc6a9\uc801\uc778 \uad6c\ud604 \ud504\ub808\uc784\uc6cc\ud06c, \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c, \uc804\ubb38\uac00\uc758 \uacac\ud574\ub97c \ud1b5\ud574 \ub9c8\ucf00\ud305 \ub9ac\ub354\ub4e4\uc740 AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc194\ub8e8\uc158\uc774 \uce21\uc815 \uc804\ub7b5\uc744 \uc5b4\ub5bb\uac8c \ud601\uc2e0\ud558\uc5ec \ub354\uc6b1 \uc2a4\ub9c8\ud2b8\ud55c \uc608\uc0b0 \ubc30\ubd84, \uac1c\uc778\ud654\ub41c \uace0\uac1d \uc5ec\uc815, \uadf8\ub9ac\uace0 \ub9c8\ucf00\ud305 ROI\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \ud544\uc694\ud55c \ub354\uc6b1 \uc815\ud655\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 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 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class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Inherent_Limitations_of_Rules-Based_Models\" >\uaddc\uce59 \uae30\ubc18 \ubaa8\ub378\uc758 \ub0b4\uc7ac\uc801 \ud55c\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Growing_Complexity_in_Modern_Marketing\" >\ud604\ub300 \ub9c8\ucf00\ud305\uc758 \ubcf5\uc7a1\uc131 \uc99d\uac00<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Journey_Complexity\" >\uc5ec\uc815\uc758 \ubcf5\uc7a1\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Data_Fragmentation\" >\ub370\uc774\ud130 \uc870\uac01\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Privacy_Evolution\" >\uac1c\uc778\uc815\ubcf4 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href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Core_AI_Capabilities_Transforming_Attribution\" >\uc18d\uc131\uc744 \ud601\uc2e0\ud558\ub294 \ud575\uc2ec AI \uae30\ub2a5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Pattern_Recognition_Beyond_Human_Perception\" >\uc778\uac04\uc758 \uc778\uc2dd\uc744 \ub118\uc5b4\uc11c\ub294 \ud328\ud134 \uc778\uc2dd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Dynamic_Model_Adaptation\" >\ub3d9\uc801 \ubaa8\ub378 \uc801\uc751<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Causality_Assessment\" >\uc778\uacfc\uad00\uacc4 \ud3c9\uac00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Comprehensive_Data_Integration\" >\ud3ec\uad04\uc801\uc778 \ub370\uc774\ud130 \ud1b5\ud569<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Key_AI_Attribution_Technologies\" >\uc8fc\uc694 AI \uc18d\uc131 \uae30\uc220<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Machine_Learning_Algorithms\" >\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Natural_Language_Processing_NLP\" >\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Computer_Vision\" >\ucef4\ud4e8\ud130 \ube44\uc804<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Automated_Machine_Learning_AutoML\" >\uc790\ub3d9\ud654\ub41c \uba38\uc2e0 \ub7ec\ub2dd(AutoML)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#The_Benefits_of_AI-Powered_Attribution\" >AI \uae30\ubc18 \uc18d\uc131\uc758 \uc774\uc810<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#More_Accurate_Channel_Valuation\" >\ub354\uc6b1 \uc815\ud655\ud55c \ucc44\ub110 \ud3c9\uac00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Predictive_Optimization\" >\uc608\uce21 \ucd5c\uc801\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Personalized_Attribution\" >\uac1c\uc778\ud654\ub41c \uc18d\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Continuous_Improvement\" >\uc9c0\uc18d\uc801\uc778 \uac1c\uc120<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#AI_Attribution_in_Action_Real-World_Applications\" >AI \uc18d\uc131 \uc801\uc6a9 \uc0ac\ub840: \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840<\/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%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Marketing_Mix_Optimization\" >\ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Granular_Budget_Allocation\" >\uc138\ubd84\ud654\ub41c \uc608\uc0b0 \ud560\ub2f9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Performance_Scenario_Planning\" >\uc131\uacfc \uc2dc\ub098\ub9ac\uc624 \uacc4\ud68d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Case_Example_Retail_Brands_AI-Driven_Budget_Optimization\" >\uc0ac\ub840: \uc18c\ub9e4 \ube0c\ub79c\ub4dc\uc758 AI \uae30\ubc18 \uc608\uc0b0 \ucd5c\uc801\ud654<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Customer_Journey_Optimization\" >\uace0\uac1d \uc5ec\uc815 \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Sequence_Optimization\" >\uc2dc\ud000\uc2a4 \ucd5c\uc801\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Content_Personalization\" >\ucf58\ud150\uce20 \uac1c\uc778\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Case_Example_B2B_Technology_Companys_Journey_Optimization\" >\uc0ac\ub840: B2B \uae30\uc220 \ud68c\uc0ac\uc758 \uc5ec\uc815 \ucd5c\uc801\ud654<\/a><\/li><\/ul><\/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%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Incrementality_Measurement\" >\uc99d\ubd84\uc131 \uce21\uc815<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Controlled_Experimentation\" >\ud1b5\uc81c\ub41c \uc2e4\ud5d8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Synthetic_Control_Modeling\" >\ud569\uc131 \uc81c\uc5b4 \ubaa8\ub378\ub9c1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Case_Example_Financial_Services_Firms_Incrementality_Framework\" >\uc0ac\ub840 \uc5f0\uad6c: \uae08\uc735 \uc11c\ube44\uc2a4 \ud68c\uc0ac\uc758 \uc99d\ubd84\uc131 \ud504\ub808\uc784\uc6cc\ud06c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Personalization_Optimization\" >\uac1c\uc778\ud654 \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Individual-Level_Attribution\" >\uac1c\uc778 \uc218\uc900 \uadc0\uc18d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Next-Best-Action_Recommendations\" >\ub2e4\uc74c \ucd5c\uc120\uc758 \uc870\uce58 \uad8c\uc7a5 \uc0ac\ud56d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Case_Example_Telecom_Providers_Personalized_Attribution\" >\uc0ac\ub840: \ud1b5\uc2e0\uc0ac \uc81c\uacf5\uc5c5\uccb4\uc758 \uac1c\uc778\ud654\ub41c \uc18d\uc131<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Implementing_AI_Attribution_A_Practical_Framework\" >AI \uc18d\uc131 \uad6c\ud604: \uc2e4\uc6a9\uc801\uc778 \ud504\ub808\uc784\uc6cc\ud06c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Phase_1_Foundation_Building\" >1\ub2e8\uacc4: \uae30\ucd08 \uad6c\ucd95<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Data_Infrastructure_Assessment\" >\ub370\uc774\ud130 \uc778\ud504\ub77c \ud3c9\uac00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Key_Implementation_Steps\" >\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Success_Metrics\" >\uc131\uacf5 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-47\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Phase_2_Initial_AI_Implementation\" >2\ub2e8\uacc4: \ucd08\uae30 AI \uad6c\ud604<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-48\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Starting_With_Focused_Use_Cases\" >\uc9d1\uc911\ub41c \uc0ac\uc6a9 \uc0ac\ub840\ub85c \uc2dc\uc791\ud558\uae30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-49\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Key_Implementation_Steps-2\" >\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-50\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Success_Metrics-2\" >\uc131\uacf5 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-51\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Phase_3_Expansion_and_Integration\" >3\ub2e8\uacc4: \ud655\uc7a5 \ubc0f \ud1b5\ud569<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-52\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Broadening_AI_Attribution_Scope\" >AI \uc18d\uc131 \ubc94\uc704 \ud655\ub300<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-53\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Key_Implementation_Steps-3\" >\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-54\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Success_Metrics-3\" >\uc131\uacf5 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-55\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Phase_4_Advanced_Capabilities\" >4\ub2e8\uacc4: \uace0\uae09 \uae30\ub2a5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-56\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Pushing_the_Attribution_Frontier\" >\uadc0\uc18d\uc758 \uacbd\uacc4\ub97c \ub113\ud788\ub2e4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-57\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Key_Implementation_Steps-4\" >\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-58\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Success_Metrics-4\" >\uc131\uacf5 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-59\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Technology_Considerations\" >\uae30\uc220 \uace0\ub824 \uc0ac\ud56d<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-60\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Data_Integration_Platforms\" >\ub370\uc774\ud130 \ud1b5\ud569 \ud50c\ub7ab\ud3fc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-61\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Analysis_and_Modeling_Tools\" >\ubd84\uc11d \ubc0f \ubaa8\ub378\ub9c1 \ub3c4\uad6c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-62\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Implementation_Partners\" >\uad6c\ud604 \ud30c\ud2b8\ub108<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-63\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Organizational_Considerations_for_AI_Attribution\" >AI \uc18d\uc131\uc5d0 \ub300\ud55c \uc870\uc9c1\uc801 \uace0\ub824 \uc0ac\ud56d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-64\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Skills_and_Team_Structure\" >\uae30\uc220 \ubc0f \ud300 \uad6c\uc870<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-65\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Critical_Skills\" >\uc911\uc694\ud55c \uae30\uc220<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-66\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Team_Models\" >\ud300 \ubaa8\ub378<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-67\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Change_Management\" >\ubcc0\ud654 \uad00\ub9ac<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-68\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Stakeholder_Alignment\" >\uc774\ud574 \uad00\uacc4\uc790 \uc815\ub82c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-69\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Adoption_Strategies\" >\uc785\uc591 \uc804\ub7b5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-70\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Common_Challenges\" >\uc77c\ubc18\uc801\uc778 \uacfc\uc81c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-71\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Governance_and_Ethics\" >\uac70\ubc84\ub10c\uc2a4\uc640 \uc724\ub9ac<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-72\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Governance_Framework\" >\uac70\ubc84\ub10c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-73\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Ethical_Considerations\" >\uc724\ub9ac\uc801 \uace0\ub824 \uc0ac\ud56d<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-74\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#The_Future_of_AI_Attribution\" >AI \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-75\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Privacy-First_Attribution\" >\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-76\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Real-Time_Attribution\" >\uc2e4\uc2dc\uac04 \uc18d\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-77\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Unified_Measurement\" >\ud1b5\ud569 \uce21\uc815<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-78\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Autonomous_Marketing\" >\uc790\uc728 \ub9c8\ucf00\ud305<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-79\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Expert_Perspectives_The_Future_of_AI_Attribution\" >\uc804\ubb38\uac00 \uad00\uc810: AI \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-80\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#From_Measurement_to_Prediction\" >\uce21\uc815\uc5d0\uc11c \uc608\uce21\uae4c\uc9c0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-81\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#The_End_of_Channel-Centric_Thinking\" >\ucc44\ub110 \uc911\uc2ec\uc801 \uc0ac\uace0\uc758 \uc885\ub9d0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-82\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Beyond_Marketing_Measurement\" >\ub9c8\ucf00\ud305 \uce21\uc815\uc744 \ub118\uc5b4\uc11c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-83\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#The_Human-AI_Partnership\" >\uc778\uac04-AI \ud30c\ud2b8\ub108\uc2ed<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-84\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#FAQs\" >\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-85\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#How_accurate_are_AI-based_attribution_models_compared_to_traditional_approaches\" >AI \uae30\ubc18 \uadc0\uc18d \ubaa8\ub378\uc740 \uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ube44\ud574 \uc5bc\ub9c8\ub098 \uc815\ud655\ud569\ub2c8\uae4c?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-86\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#What_data_is_required_to_implement_AI_attribution_effectively\" >AI \uc18d\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad6c\ud604\ud558\ub824\uba74 \uc5b4\ub5a4 \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\uae4c?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-87\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#How_long_does_it_take_to_implement_AI_attribution\" >AI \uc18d\uc131\uc744 \uad6c\ud604\ud558\ub294 \ub370 \uc5bc\ub9c8\ub098 \uac78\ub9ac\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-88\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#How_do_you_validate_AI_attribution_models_are_working_correctly\" >AI \uc18d\uc131 \ubaa8\ub378\uc774 \uc62c\ubc14\ub974\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc5b4\ub5bb\uac8c \uac80\uc99d\ud558\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-89\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Whats_the_relationship_between_AI_attribution_and_marketing_mix_modeling\" >AI \uc18d\uc131\uacfc \ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ubaa8\ub378\ub9c1\uc758 \uad00\uacc4\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-90\" href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/#Conclusion\" >\uacb0\ub860<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"introduction\" tabindex=\"-1\" data-source-line=\"9-9\"><span class=\"ez-toc-section\" id=\"Introduction\"><\/span>\uc18c\uac1c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\ub9c8\ucf00\ud305 \uae30\uc5ec \ubd84\uc11d\uc740 \ud56d\uc0c1 \ubcf5\uc7a1\ud55c \uacfc\uc81c\uc600\uc2b5\ub2c8\ub2e4. \uc874 \uc6cc\ub108\uba54\uc774\ucee4\uac00 100\uc5ec \ub144 \uc804\uc5d0 \uba85\uc5b8\ud588\ub4ef\uc774, &quot;\uad11\uace0\uc5d0 \uc4f0\ub294 \ub3c8\uc758 \uc808\ubc18\uc740 \ub0ad\ube44\uc785\ub2c8\ub2e4. \ubb38\uc81c\ub294 \uc5b4\ub290 \uc808\ubc18\uc774 \ub0ad\ube44\ub418\ub294\uc9c0 \uc54c \uc218 \uc5c6\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.&quot; \uc218\uc2ed \ub144\uac04 \uce21\uc815 \ubc29\ubc95\uc774 \ubc1c\uc804\ud588\uc74c\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uc774\ub7ec\ud55c \uadfc\ubcf8\uc801\uc778 \ubb38\uc81c\ub294 \uc5ec\uc804\ud788 \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uc774\ub7ec\ud55c \uacfc\uc81c\ub294 \ub354\uc6b1 \uc2ec\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc624\ub298\ub0a0 \uace0\uac1d \uc5ec\uc815\uc740 \uc5ec\ub7ec \uae30\uae30\uc640 \ucc44\ub110\uc5d0 \uac78\uccd0 \uc218\uc2ed \uac1c\uc758 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0 \uac78\uccd0 \uc788\uc2b5\ub2c8\ub2e4. \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc740 \ucd94\uc801 \uae30\ub2a5\uc744 \uc81c\ud55c\ud558\uace0, \ud3d0\uc1c4\ud615 \ub124\ud2b8\uc6cc\ud06c\ub294 \ub370\uc774\ud130 \uacf5\uc720\ub97c \uc81c\ud55c\ud569\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ud0c0\uc0ac \ucfe0\ud0a4\uc758 \uc18c\uba78\uc740 \uc0ac\uc774\ud2b8 \uac04 \uce21\uc815\uc744 \ub354\uc6b1 \ubcf5\uc7a1\ud558\uac8c \ub9cc\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud55c \uccab\/\ub9c8\uc9c0\ub9c9 \ud130\uce58 \ubaa8\ub378\ubd80\ud130 \ub354\uc6b1 \uc815\uad50\ud55c \uaddc\uce59 \uae30\ubc18 \uba40\ud2f0\ud130\uce58 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uae30\uc874\uc758 \uae30\uc5ec \ubd84\uc11d \ubc29\uc2dd\uc740 \ubaa8\ub450 \uadfc\ubcf8\uc801\uc778 \ud55c\uacc4\ub97c \uacf5\uc720\ud569\ub2c8\ub2e4. \uc2e4\uc81c \ub370\uc774\ud130 \ud328\ud134\ubcf4\ub2e4\ub294 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uaddc\uce59\uc5d0 \uc758\uc874\ud558\uace0, \ubd88\uc644\uc804\ud55c \uace0\uac1d \uc5ec\uc815 \ub370\uc774\ud130\ub85c \uc5b4\ub824\uc6c0\uc744 \uacaa\uc73c\uba70, \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \uc27d\uac8c \uc801\uc751\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \ud55c \uc120\ub3c4\uc801\uc778 \uc18c\ube44\uc7ac \ube0c\ub79c\ub4dc\uc758 \ucd5c\uace0 \ubd84\uc11d \ucc45\uc784\uc790\uc778 \ub9c8\ub9ac\uc544 \ub85c\ub4dc\ub9ac\uac8c\uc2a4 \ubc15\uc0ac\ub294 &quot;\ud604\ub300 \ub9c8\ucf00\ud305\uc758 \ubcf5\uc7a1\uc131\uc740 \uae30\uc874 \uae30\uc5ec \ubd84\uc11d \ubaa8\ub378\uc758 \uc5ed\ub7c9\uc744 \ub118\uc5b4\uc130\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \uc124\uba85\ud569\ub2c8\ub2e4. &quot;\uace0\uac1d\uc774 \uad6c\ub9e4 \uc804 20\uac1c \uc774\uc0c1\uc758 \uc811\uc810\uc5d0\uc11c \ube0c\ub79c\ub4dc\uc640 \uc0c1\ud638\uc791\uc6a9\ud560 \ub54c, \ub2e8\uc21c\ud55c \ud06c\ub808\ub527 \ud560\ub2f9 \uaddc\uce59\uc740 \ud604\uc2e4\uc744 \ubc18\uc601\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4.&quot; \ubc14\ub85c \uc774 \ubd80\ubd84\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uc774 \ub3cc\ud30c\uad6c\ub97c \ub9cc\ub4e4\uace0 \uc788\uc2b5\ub2c8\ub2e4. AI\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uacfc\uc81c\uc5d0 \uace0\uae09 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud568\uc73c\ub85c\uc368 \uc778\uac04\uc758 \uc778\uc9c0\ub97c \ub6f0\uc5b4\ub118\ub294 \ud328\ud134\uc744 \ubc1c\uacac\ud558\uace0, \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc744 \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \uc870\uc815\ud558\uba70, \uc774\uc804\uc5d0\ub294 \ubd84\uc0b0\ub418\uc5b4 \uc788\ub358 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc5f0\uacb0\ud558\uace0, \ub354\uc6b1 \uc815\ud655\ud558\uace0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Forrester Research\uc5d0 \ub530\ub974\uba74, AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uad6c\ud604\ud558\ub294 \uae30\uc5c5\uc740 \uae30\uc874 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\ub294 \uae30\uc5c5\ubcf4\ub2e4 \ub9c8\ucf00\ud305 ROI\uac00 20~30% \ub354 \ub192\uc2b5\ub2c8\ub2e4. Gartner\ub294 2025\ub144\uae4c\uc9c0 B2C \ube0c\ub79c\ub4dc\uc758 60% \uc774\uc0c1\uc774 \ub9c8\ucf00\ud305 \uce21\uc815\uc5d0 AI\ub97c \uc0ac\uc6a9\ud560 \uac83\uc73c\ub85c \uc804\ub9dd\ud558\uba70, \uc774\ub294 2022\ub144 20%\uc5d0 \ubd88\uacfc\ud588\ub358 \uc218\uce58\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 AI\uac00 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uc5b4\ub5bb\uac8c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uace0, AI\uac00 \ud574\uacb0\ud558\ub294 \uad6c\uccb4\uc801\uc778 \uacfc\uc81c, \uc774\ub7ec\ud55c \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud558\ub294 \uae30\uc220, \uadf8\ub9ac\uace0 \ub354\uc6b1 \uc815\ud655\ud55c \uce21\uc815\uc744 \uc6d0\ud558\ub294 \uae30\uc5c5\uc744 \uc704\ud55c \uc2e4\uc9c8\uc801\uc778 \uad6c\ud604 \uc804\ub7b5\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uc774\uc81c \ub9c9 \uc2dc\uc791\ud588\ub4e0, \uae30\uc874 \uc5ed\ub7c9\uc744 \uac15\ud654\ud558\uace0 \uc2f6\ub4e0, \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec \uac00\uc7a5 \uc2dc\uae09\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ubc1c\uacac\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubd84\uc57c\uc758 \uc804\ubb38 \uc9c0\uc2dd\uc744 \uc6d0\ud558\ub294 \uc870\uc9c1\uc774\ub77c\uba74,\u00a0<a href=\"https:\/\/attrisight.com\/ko\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc560\ud2b8\ub9ac\uc0ac\uc774\ud2b8<\/a>\u00a0\ubcf5\uc7a1\ud55c \uace0\uac1d \uc5ec\uc815\uc5d0\uc11c \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uba38\uc2e0 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\ub294 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<h2 id=\"why-traditional-attribution-models-fall-short\" tabindex=\"-1\" data-source-line=\"27-27\"><span class=\"ez-toc-section\" id=\"Why_Traditional_Attribution_Models_Fall_Short\"><\/span>\uae30\uc874 \uadc0\uc18d \ubaa8\ub378\uc774 \ubd80\uc871\ud55c \uc774\uc720<span class=\"ez-toc-section-end\"><\/span><\/h2>\nAI\uac00 \uc18d\uc131\uc5d0 \uc5b4\ub5a4 \ubcc0\ud654\ub97c \uac00\uc838\uc624\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uae30 \uc804\uc5d0, AI\uac00 \uadf9\ubcf5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc758 \uad6c\uccb4\uc801\uc778 \ud55c\uacc4\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n<h3 id=\"inherent-limitations-of-rules-based-models\" tabindex=\"-1\" data-source-line=\"31-31\"><span class=\"ez-toc-section\" id=\"Inherent_Limitations_of_Rules-Based_Models\"><\/span>\uaddc\uce59 \uae30\ubc18 \ubaa8\ub378\uc758 \ub0b4\uc7ac\uc801 \ud55c\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uae30\uc874\uc758 \uadc0\uc18d \ubaa8\ub378\uc740 \ud06c\ub808\ub527 \ud560\ub2f9\uc744 \uc704\ud55c \uc0ac\uc804 \uacb0\uc815\ub41c \uaddc\uce59\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"35-40\">\n<li data-source-line=\"35-35\"><strong>\uccab \ubc88\uc9f8 \uc811\ucd09 \uadc0\uc18d<\/strong>: \ucd08\uae30 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0 100% \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"36-36\"><strong>\ub9c8\uc9c0\ub9c9 \uc811\ucd09 \uc18d\uc131<\/strong>: \uc804\ud658 \uc804 \ucd5c\uc885 \uc0c1\ud638\uc791\uc6a9\uc5d0 \ubaa8\ub4e0 \ud06c\ub808\ub527\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"37-37\"><strong>\uc120\ud615 \uadc0\uc18d<\/strong>: \ubaa8\ub4e0 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0 \uac78\uccd0 \ud06c\ub808\ub527\uc744 \ub3d9\ub4f1\ud558\uac8c \ubd84\ubc30\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"38-38\"><strong>\uc2dc\uac04 \uac10\uc1e0 \uadc0\uc18d<\/strong>: \uc804\ud658\uc5d0 \uac00\uae4c\uc6b4 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0 \ub354 \ub9ce\uc740 \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"39-40\"><strong>\uc704\uce58 \uae30\ubc18 \uadc0\uc18d<\/strong>: \uc5ec\uc815\uc758 \ud2b9\uc815 \uc704\uce58(\uc77c\ubc18\uc801\uc73c\ub85c \ucc98\uc74c\uacfc \ub9c8\uc9c0\ub9c9)\uc5d0 \ub354 \ub9ce\uc740 \uac00\uc911\uce58\ub97c \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uc720\uc6a9\ud55c \uad00\uc810\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc \ub2e4\uc74c\uacfc \uac19\uc740 \uadfc\ubcf8\uc801\uc778 \ud55c\uacc4\ub97c \uacf5\uc720\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"43-47\">\n<li data-source-line=\"43-43\">\uadf8\ub4e4\uc740 \ub9e5\ub77d\uc5d0 \uad00\uacc4\uc5c6\uc774 \ubaa8\ub4e0 \uace0\uac1d \uc5ec\uc815\uc5d0 \ub3d9\uc77c\ud55c \uc5c4\uaca9\ud55c \uaddc\uce59\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"44-44\">\uadf8\ub4e4\uc740 \ubcc0\ud654\ud558\ub294 \uace0\uac1d \ud589\ub3d9\uc774\ub098 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \uc801\uc751\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"45-45\">\uadf8\ub4e4\uc740 \uc5b4\ub5a4 \ud130\uce58\ud3ec\uc778\ud2b8\uac00 \uac00\uc7a5 \uc911\uc694\ud55c\uc9c0\uc5d0 \ub300\ud55c \uc778\uac04\uc758 \uac00\uc815\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"46-47\">\uadf8\ub4e4\uc740 \ub370\uc774\ud130 \uaca9\ucc28\uc640 \uae30\uae30 \uac04 \uc5ec\uc815\uc758 \ub2e8\ud3b8\ud654\ub85c \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc5d0\uc11c \ub17c\uc758\ub41c \ubc14\uc640 \uac19\uc774\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%eb%a9%80%ed%8b%b0%ed%84%b0%ec%b9%98-%ec%86%8d%ec%84%b1-%ec%9d%b4%ed%95%b4%eb%a1%9c-%ea%b3%a0%ea%b0%9d-%ec%97%ac%ec%a0%95-%ec%99%84%eb%a3%8c\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158: \uace0\uac1d \uc5ec\uc815 \uc804\uccb4 \uc774\ud574<\/a>\uc774\ub7ec\ud55c \uae30\uc874 \ubaa8\ub378\uc740 \uc720\uc6a9\ud55c \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uacf5\ud558\uc9c0\ub9cc \ud604\ub300 \uad6c\ub9e4 \uacb0\uc815\uc758 \uc9c4\uc815\ud55c \ubcf5\uc7a1\uc131\uc744 \ud3ec\ucc29\ud558\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.\n<h3 id=\"growing-complexity-in-modern-marketing\" tabindex=\"-1\" data-source-line=\"50-50\"><span class=\"ez-toc-section\" id=\"Growing_Complexity_in_Modern_Marketing\"><\/span>\ud604\ub300 \ub9c8\ucf00\ud305\uc758 \ubcf5\uc7a1\uc131 \uc99d\uac00<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uc694\uc18c\ub85c \uc778\ud574 \uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc5d0\uc11c\ub294 \uadc0\uc18d\uc774 \uc810\uc810 \ub354 \uc5b4\ub824\uc6cc\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<h4 id=\"journey-complexity\" tabindex=\"-1\" data-source-line=\"54-54\"><span class=\"ez-toc-section\" id=\"Journey_Complexity\"><\/span>\uc5ec\uc815\uc758 \ubcf5\uc7a1\uc131<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"56-60\">\n<li data-source-line=\"56-56\"><strong>\ud130\uce58\ud3ec\uc778\ud2b8 \ud655\uc0b0<\/strong>: \ud3c9\uade0 \uace0\uac1d \uc5ec\uc815\uc5d0\ub294 \uc774\uc81c 20\uac1c \uc774\uc0c1\uc758 \ud130\uce58\ud3ec\uc778\ud2b8\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"57-57\"><strong>\ub2e4\uc911 \uae30\uae30 \uc0c1\ud638 \uc791\uc6a9<\/strong>: \uace0\uac1d\ub4e4\uc740 3\uac1c \uc774\uc0c1\uc758 \uae30\uae30\ub97c \uc815\uae30\uc801\uc73c\ub85c \uc804\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"58-58\"><strong>\uc628\ub77c\uc778-\uc624\ud504\ub77c\uc778 \ube14\ub80c\ub529<\/strong>: \uc5ec\uc815\uc740 \ub514\uc9c0\ud138\uacfc \ubb3c\ub9ac\uc801 \ud658\uacbd\uc744 \ub118\ub098\ub4ed\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"59-60\"><strong>\ud655\uc7a5\ub41c \uc2dc\uac04 \ud504\ub808\uc784<\/strong>: \uba87 \uc8fc \ub610\ub294 \uba87 \ub2ec\uc5d0 \uac78\uccd0 \uace0\ub824 \uae30\uac04\uc774 \ub298\uc5b4\ub0a8<\/li>\n<\/ul>\n\uc628\ub77c\uc778 \ubc0f \uc624\ud504\ub77c\uc778 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \uc5f0\uacb0\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ec%98%a8%eb%9d%bc%ec%9d%b8-%eb%b0%8f-%ec%98%a4%ed%94%84%eb%9d%bc%ec%9d%b8-%ec%b1%84%eb%84%90%ec%97%90%ec%84%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b8%b0%ec%97%ac%eb%8f%84%eb%a5%bc-%ec%b8%a1%ec%a0%95\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc628\ub77c\uc778 \ubc0f \uc624\ud504\ub77c\uc778 \ucc44\ub110\uc5d0\uc11c \ub9c8\ucf00\ud305 \uae30\uc5ec\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95<\/a>\u00a0\uc774\ub7ec\ud55c \ubcf5\uc7a1\ud55c \uc5ec\uc815\uc744 \ucc98\ub9ac\ud558\uace0 \uc5f0\uacb0\ud558\uae30 \uc704\ud574 AI\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4\uac00 \uc810\uc810 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<h4 id=\"data-fragmentation\" tabindex=\"-1\" data-source-line=\"63-63\"><span class=\"ez-toc-section\" id=\"Data_Fragmentation\"><\/span>\ub370\uc774\ud130 \uc870\uac01\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"65-69\">\n<li data-source-line=\"65-65\"><strong>\ubcbd\uc73c\ub85c \ub458\ub7ec\uc2f8\uc778 \uc815\uc6d0<\/strong>: \ub370\uc774\ud130 \uc811\uadfc \ubc0f \uacf5\uc720\ub97c \uc81c\ud55c\ud558\ub294 \uc8fc\uc694 \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"66-66\"><strong>\uc870\uc9c1 \uc0ac\uc77c\ub85c<\/strong>: \uc5f0\uacb0\uc774 \ub04a\uae34 \ub370\uc774\ud130\ub85c \ub2e4\uc591\ud55c \ucc44\ub110\uc744 \uad00\ub9ac\ud558\ub294 \ubcc4\ub3c4\uc758 \ud300<\/li>\n<li data-source-line=\"67-67\"><strong>\uae30\uc220 \ub2e8\ud3b8\ud654<\/strong>: \uace0\uac1d \uc5ec\uc815\uc758 \ub2e4\uc591\ud55c \ubd80\ubd84\uc744 \ud3ec\ucc29\ud558\ub294 \uc5ec\ub7ec \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"68-69\"><strong>\uc815\uccb4\uc131 \ubb38\uc81c<\/strong>: \ud130\uce58\ud3ec\uc778\ud2b8 \uc804\ubc18\uc5d0 \uac78\uccd0 \ub3d9\uc77c\ud55c \uc0ac\uc6a9\uc790\ub97c \uc5f0\uacb0\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uacfc\uc81c\ub294 \ub17c\uc758\ub41c \uacfc\uc81c\uc640 \uc720\uc0ac\ud569\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ed%81%ac%eb%a1%9c%ec%8a%a4-%ec%b1%84%eb%84%90-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9c%bc%eb%a1%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%82%ac%ec%9d%bc%eb%a1%9c-%ed%95%b4%ec%86%8c\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ud06c\ub85c\uc2a4\ucc44\ub110 \ub9c8\ucf00\ud305 \uc18d\uc131: \ub370\uc774\ud130 \uc0ac\uc77c\ub85c \ud574\uccb4<\/a>AI\ub294 \uc774\uc804\uc5d0\ub294 \uace0\ub9bd\ub418\uc5b4 \uc788\ub358 \ub370\uc774\ud130\ub97c \uc5f0\uacb0\ud558\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<h4 id=\"privacy-evolution\" tabindex=\"-1\" data-source-line=\"72-72\"><span class=\"ez-toc-section\" id=\"Privacy_Evolution\"><\/span>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uc758 \uc9c4\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"74-78\">\n<li data-source-line=\"74-74\"><strong>\ud0c0\uc0ac \ucfe0\ud0a4 \uc0ac\uc6a9 \uc911\ub2e8<\/strong>: \uc0ac\uc774\ud2b8 \uac04 \ucd94\uc801 \uae30\ub2a5 \uc190\uc2e4<\/li>\n<li data-source-line=\"75-75\"><strong>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815<\/strong>: GDPR, CCPA \ubc0f \uae30\ud0c0 \ub370\uc774\ud130 \uc218\uc9d1\uc744 \uc81c\ud55c\ud558\ub294 \ubc95\ub960<\/li>\n<li data-source-line=\"76-76\"><strong>\ud50c\ub7ab\ud3fc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc870\uce58<\/strong>: Apple\uc758 \uc571 \ucd94\uc801 \ud22c\uba85\uc131 \ubc0f \uc720\uc0ac \uae30\ub2a5<\/li>\n<li data-source-line=\"77-78\"><strong>\ub3d9\uc758 \uc694\uad6c \uc0ac\ud56d<\/strong>: \ucd94\uc801 \uc804 \uba85\uc2dc\uc801 \ud5c8\uac00 \ud544\uc694<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \ubcc0\uacbd \uc0ac\ud56d\uc740 \ub2e4\uc74c\uc5d0\uc11c \uad11\ubc94\uc704\ud558\uac8c \ub2e4\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ec%bf%a0%ed%82%a4-%ec%8b%9c%eb%8c%80-%ec%9d%b4%ed%9b%84-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ec%a0%84%eb%9e%b5-2025\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ucfe0\ud0a4 \uc774\ud6c4 \uc2dc\ub300\uc758 \ub9c8\ucf00\ud305 \uc18d\uc131: 2025\ub144\uc744 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc804\ub7b5<\/a>, \uc81c\ud55c\ub41c \ucd94\uc801 \uae30\ub2a5\uc73c\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud560 \uc218 \uc788\ub294 AI \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ud544\uc694\uc131\uc774 \ub354\uc6b1 \ucee4\uc84c\uc2b5\ub2c8\ub2e4.\n<h3 id=\"the-measurement-gap\" tabindex=\"-1\" data-source-line=\"81-81\"><span class=\"ez-toc-section\" id=\"The_Measurement_Gap\"><\/span>\uce21\uc815 \uaca9\ucc28<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc774\ub7ec\ud55c \uacfc\uc81c\ub294 \uae30\uc874 \uadc0\uc18d\uc5d0 \uc758\uc874\ud558\ub294 \uc870\uc9c1\uc5d0 \uc0c1\ub2f9\ud55c \uce21\uc815 \uaca9\ucc28\ub97c \ubc1c\uc0dd\uc2dc\ud0b5\ub2c8\ub2e4.\n<ul data-source-line=\"85-90\">\n<li data-source-line=\"85-85\"><strong>\uc800\ud3c9\uac00\ub41c \uc0c1\uc704 \ud37c\ub110 \ud65c\ub3d9<\/strong>: \uc0c1\uc704 \ud37c\ub110 \ud130\uce58\ud3ec\uc778\ud2b8\ub294 \uc885\uc885 \uc801\uc808\ud55c \ud06c\ub808\ub527\uc744 \ubc1b\uc9c0 \ubabb\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"86-86\"><strong>\ubd88\uc644\uc804\ud55c \uc5ec\uc815 \uac00\uc2dc\uc131<\/strong>: \uace0\uac1d \uc5ec\uc815\uc758 \uc0c1\ub2f9 \ubd80\ubd84\uc740 \uc5ec\uc804\ud788 \ub208\uc5d0 \ub744\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"87-87\"><strong>\ubd80\uc815\ud655\ud55c \ucc44\ub110 \ud3c9\uac00<\/strong>: \ucc44\ub110\uc740 \ubd80\ubd84\uc801\uc778 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc798\ubabb \ud3c9\uac00\ub429\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"88-88\"><strong>\ub290\ub9b0 \uc801\uc751<\/strong>: \ubaa8\ub378\uc774 \uae09\ubcc0\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \uc801\uc751\ud558\uc9c0 \ubabb\ud568<\/li>\n<li data-source-line=\"89-90\"><strong>\ucd5c\uc801\ud654 \uae30\ud68c \uc190\uc2e4<\/strong>: \uc9c4\uc815\ud55c \uc131\uacfc \ub3d9\uc778\uc744 \uc2dd\ubcc4\ud560 \uc218 \uc5c6\uc74c<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uce21\uc815 \uaca9\ucc28\ub294 \ub3c4\uc804\uc774\uc790 \uae30\ud68c\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub97c \uadf9\ubcf5\ud558\ub294 \uae30\uc5c5\uc740 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc778 \ub9c8\ucf00\ud305 \uc790\uc6d0 \ubc30\ubd84 \ubc0f \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \uc0c1\ub2f9\ud55c \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<h2 id=\"how-ai-transforms-attribution\" tabindex=\"-1\" data-source-line=\"93-93\"><span class=\"ez-toc-section\" id=\"How_AI_Transforms_Attribution\"><\/span>AI\uac00 \uc18d\uc131\uc744 \uc5b4\ub5bb\uac8c \ubcc0\ud654\uc2dc\ud0a4\ub294\uac00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc778\uacf5 \uc9c0\ub2a5\uc740 \uae30\uc874 \ubaa8\ub378\uacfc\ub294 \uadfc\ubcf8\uc801\uc73c\ub85c \ub2e4\ub974\uac8c \uc18d\uc131\uc5d0 \uc811\uadfc\ud558\uc5ec \uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc758 \ub9ce\uc740 \ubcf8\uc9c8\uc801\uc778 \ud55c\uacc4\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.\n<h3 id=\"core-ai-capabilities-transforming-attribution\" tabindex=\"-1\" data-source-line=\"97-97\"><span class=\"ez-toc-section\" id=\"Core_AI_Capabilities_Transforming_Attribution\"><\/span>\uc18d\uc131\uc744 \ud601\uc2e0\ud558\ub294 \ud575\uc2ec AI \uae30\ub2a5<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \ud575\uc2ec \uae30\ub2a5\uc744 \ud1b5\ud574 \uc18d\uc131 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc801\ud569\ud569\ub2c8\ub2e4.\n<h4 id=\"pattern-recognition-beyond-human-perception\" tabindex=\"-1\" data-source-line=\"101-101\"><span class=\"ez-toc-section\" id=\"Pattern_Recognition_Beyond_Human_Perception\"><\/span>\uc778\uac04\uc758 \uc778\uc2dd\uc744 \ub118\uc5b4\uc11c\ub294 \ud328\ud134 \uc778\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI\ub294 \uc778\uac04 \ubd84\uc11d\uac00\uac00 \uacb0\ucf54 \ubc1c\uacac\ud558\uc9c0 \ubabb\ud560 \ub9c8\ucf00\ud305 \ub370\uc774\ud130\uc758 \ubbf8\ubb18\ud55c \ud328\ud134\uacfc \uad00\uacc4\ub97c \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"105-109\">\n<li data-source-line=\"105-105\"><strong>\ubcf5\uc7a1\ud55c \uc0c1\ud638\uc791\uc6a9 \ud6a8\uacfc<\/strong>: \ucc44\ub110\uc774 \ubd84\ub9ac\ub418\uc5b4 \uc788\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \ud568\uaed8 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd \uc774\ud574<\/li>\n<li data-source-line=\"106-106\"><strong>\ube44\uc120\ud615 \uad00\uacc4<\/strong>: \uac10\uc18c \uc218\uc775 \ubc0f \uc784\uacc4\uac12 \ud6a8\uacfc \uc2dd\ubcc4<\/li>\n<li data-source-line=\"107-107\"><strong>\uc2dc\uac04\uc801 \ud328\ud134<\/strong>: \ud0c0\uc774\ubc0d\uc774 \ud130\uce58\ud3ec\uc778\ud2b8 \ud6a8\uacfc\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \uc778\uc2dd<\/li>\n<li data-source-line=\"108-109\"><strong>\uc2dc\ud000\uc2a4 \uc911\uc694\ub3c4<\/strong>: \ud130\uce58\ud3ec\uc778\ud2b8\uc758 \uc874\uc7ac \uc5ec\ubd80\ubcf4\ub2e4 \ud130\uce58\ud3ec\uc778\ud2b8\uc758 \uc21c\uc11c\uac00 \ub354 \uc911\uc694\ud55c \uacbd\uc6b0 \uacb0\uc815<\/li>\n<\/ul>\n<h4 id=\"dynamic-model-adaptation\" tabindex=\"-1\" data-source-line=\"110-110\"><span class=\"ez-toc-section\" id=\"Dynamic_Model_Adaptation\"><\/span>\ub3d9\uc801 \ubaa8\ub378 \uc801\uc751<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc815\uc801 \uaddc\uce59 \uae30\ubc18 \ubaa8\ub378\uacfc \ub2ec\ub9ac AI \uc18d\uc131\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \uc9c4\ud654\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"114-118\">\n<li data-source-line=\"114-114\"><strong>\uc790\ub3d9 \uc7ac\uad50\uc721<\/strong>: \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \uc81c\uacf5\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \ubaa8\ub378<\/li>\n<li data-source-line=\"115-115\"><strong>\uc2dc\uc7a5 \uc0c1\ud669 \uc801\uc751<\/strong>: \uacbd\uc7c1 \ud658\uacbd \ubcc0\ud654\uc5d0 \ub530\ub978 \uc870\uc815<\/li>\n<li data-source-line=\"116-116\"><strong>\uacc4\uc808\uc131 \uc778\uc2dd<\/strong>: \uadc0\uc18d \ud328\ud134\uc774 \uc77c\ub144 \ub0b4\ub0b4 \uc5b4\ub5bb\uac8c \ubcc0\ud654\ud558\ub294\uc9c0 \uc778\uc2dd<\/li>\n<li data-source-line=\"117-118\"><strong>\ucea0\ud398\uc778 \ud559\uc2b5<\/strong>: \uc0c8\ub85c\uc6b4 \ucea0\ud398\uc778 \uc131\uacfc \ub370\uc774\ud130\uc758 \ube60\ub978 \ud1b5\ud569<\/li>\n<\/ul>\n<h4 id=\"causality-assessment\" tabindex=\"-1\" data-source-line=\"119-119\"><span class=\"ez-toc-section\" id=\"Causality_Assessment\"><\/span>\uc778\uacfc\uad00\uacc4 \ud3c9\uac00<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uace0\uae09 AI \uc811\uadfc \ubc29\uc2dd\uc740 \uc0c1\uad00\uad00\uacc4\ub97c \ub118\uc5b4 \uc778\uacfc\uad00\uacc4\ub97c \uc774\ud574\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"123-127\">\n<li data-source-line=\"123-123\"><strong>\ubc18\uc0ac\uc2e4\uc801 \ubd84\uc11d<\/strong>: \ud2b9\uc815 \uc811\uc810\uc774 \uc5c6\ub2e4\uba74 \ubb34\uc2a8 \uc77c\uc774 \uc77c\uc5b4\ub0a0\uc9c0 \uc870\uc0ac\ud558\ub294 &quot;\ub9cc\uc57d&quot; \uc2dc\ub098\ub9ac\uc624<\/li>\n<li data-source-line=\"124-124\"><strong>\uc790\uc5f0 \uc2e4\ud5d8<\/strong>: \ub9c8\ucf00\ud305 \ub178\ucd9c\uc758 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ubcc0\ud654 \uc2dd\ubcc4 \ubc0f \ubd84\uc11d<\/li>\n<li data-source-line=\"125-125\"><strong>\uc900\uc2e4\ud5d8\uc801 \uc124\uacc4<\/strong>: \ud1b5\uacc4 \uae30\ubc95\uc744 \uc801\uc6a9\ud558\uc5ec \uc778\uacfc \ud6a8\uacfc\ub97c \ubd84\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"126-127\"><strong>\uc99d\ubd84 \ub9ac\ud504\ud2b8 \uce21\uc815<\/strong>: \uae30\uc900 \uc804\ud658\uc744 \ub118\uc5b4\uc11c\ub294 \uc9c4\uc815\ud55c \uc99d\ubd84 \uc601\ud5a5 \uacb0\uc815<\/li>\n<\/ul>\n<h4 id=\"comprehensive-data-integration\" tabindex=\"-1\" data-source-line=\"128-128\"><span class=\"ez-toc-section\" id=\"Comprehensive_Data_Integration\"><\/span>\ud3ec\uad04\uc801\uc778 \ub370\uc774\ud130 \ud1b5\ud569<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud1b5\ud569\ud558\ub294 \ub370 \ud0c1\uc6d4\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"132-136\">\n<li data-source-line=\"132-132\"><strong>\ud06c\ub85c\uc2a4 \ud50c\ub7ab\ud3fc \uc5f0\uacb0<\/strong>: \ud3d0\uc1c4\ud615 \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \ub370\uc774\ud130 \uc5f0\uacb0<\/li>\n<li data-source-line=\"133-133\"><strong>\uc628\ub77c\uc778-\uc624\ud504\ub77c\uc778 \ud1b5\ud569<\/strong>: \ub514\uc9c0\ud138 \ubc0f \ubb3c\ub9ac\uc801 \ud130\uce58\ud3ec\uc778\ud2b8 \uc5f0\uacb0<\/li>\n<li data-source-line=\"134-134\"><strong>ID \ud655\uc778<\/strong>: \uc5ec\ub7ec \uae30\uae30\uc640 \uc138\uc158\uc5d0\uc11c \ub3d9\uc77c\ud55c \uace0\uac1d \uc778\uc2dd<\/li>\n<li data-source-line=\"135-136\"><strong>\uc2e0\ud638 \uac15\ud654<\/strong>: \ucd94\uac00 \ucee8\ud14d\uc2a4\ud2b8\ub97c \ud1b5\ud574 \ud76c\uc18c \ub370\uc774\ud130 \ud5a5\uc0c1<\/li>\n<\/ul>\n<h3 id=\"key-ai-attribution-technologies\" tabindex=\"-1\" data-source-line=\"137-137\"><span class=\"ez-toc-section\" id=\"Key_AI_Attribution_Technologies\"><\/span>\uc8fc\uc694 AI \uc18d\uc131 \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ub2e4\uc74c\uacfc \uac19\uc740 \ud575\uc2ec AI \uae30\uc220\uc774 \uc774\ub7ec\ud55c \uc18d\uc131 \uae30\ub2a5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.\n<h4 id=\"machine-learning-algorithms\" tabindex=\"-1\" data-source-line=\"141-141\"><span class=\"ez-toc-section\" id=\"Machine_Learning_Algorithms\"><\/span>\uba38\uc2e0 \ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc774 \ub2e4\uc591\ud55c \uadc0\uc18d \uacfc\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"145-149\">\n<li data-source-line=\"145-145\"><strong>\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8<\/strong>: \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc911\uc694\ud55c \ubcc0\uc218 \ubc0f \uc0c1\ud638 \uc791\uc6a9 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"146-146\"><strong>\uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \uba38\uc2e0<\/strong>: \uc5ec\ub7ec \uc57d\ud55c \ubaa8\ub378\ub85c\ubd80\ud130 \uc815\ud655\ub3c4 \ub192\uc740 \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95<\/li>\n<li data-source-line=\"147-147\"><strong>\uc2e0\uacbd\ub9dd<\/strong>: \uace0\uac1d \uc5ec\uc815 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd<\/li>\n<li data-source-line=\"148-149\"><strong>\ub9c8\ub974\ucf54\ud504 \uccb4\uc778 \ubaa8\ub378<\/strong>: \uacbd\ub85c \uc758\uc874\uc801 \uace0\uac1d \uc5ec\uc815\uc744 \ubd84\uc11d\ud558\ub294 \ud655\ub960\uc801 \ubaa8\ub378<\/li>\n<\/ul>\n<h4 id=\"natural-language-processing-(nlp)\" tabindex=\"-1\" data-source-line=\"150-150\"><span class=\"ez-toc-section\" id=\"Natural_Language_Processing_NLP\"><\/span>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)<span class=\"ez-toc-section-end\"><\/span><\/h4>\nNLP\ub97c \uc0ac\uc6a9\ud558\uba74 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\ub294 \uc18d\uc131\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.\n<ul data-source-line=\"154-158\">\n<li data-source-line=\"154-154\"><strong>\ucf58\ud150\uce20 \ubd84\uc11d<\/strong>: \ucf58\ud150\uce20 \uc8fc\uc81c\uac00 \uc804\ud658 \uacbd\ub85c\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0 \uc774\ud574\ud558\uae30<\/li>\n<li data-source-line=\"155-155\"><strong>\uac10\uc815 \ucd94\ucd9c<\/strong>: \uac10\uc815\uc801 \ubc18\uc751\uc774 \uadc0\uc778\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \uce21\uc815<\/li>\n<li data-source-line=\"156-156\"><strong>\uc758\ub3c4 \ubd84\ub958<\/strong>: \ud14d\uc2a4\ud2b8 \uc0c1\ud638\uc791\uc6a9\uc5d0\uc11c \uad6c\ub9e4 \uc758\ub3c4 \uc2e0\ud638 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"157-158\"><strong>\ub9e5\ub77d \ud3c9\uac00<\/strong>: \ub9c8\ucf00\ud305\uc774 \ub098\ud0c0\ub098\ub294 \ud658\uacbd \ud3c9\uac00<\/li>\n<\/ul>\n<h4 id=\"computer-vision\" tabindex=\"-1\" data-source-line=\"159-159\"><span class=\"ez-toc-section\" id=\"Computer_Vision\"><\/span>\ucef4\ud4e8\ud130 \ube44\uc804<span class=\"ez-toc-section-end\"><\/span><\/h4>\nVisual AI\ub294 \uc2dc\uac01\uc801 \ub9c8\ucf00\ud305\uc5d0 \ub300\ud55c \uc18d\uc131\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"163-167\">\n<li data-source-line=\"163-163\"><strong>\ucc3d\uc758\uc801 \uc694\uc18c \ubd84\uc11d<\/strong>: \uc131\uacfc\ub97c \uc88c\uc6b0\ud558\ub294 \uc2dc\uac01\uc801 \uc694\uc18c \uacb0\uc815<\/li>\n<li data-source-line=\"164-164\"><strong>\ubc30\uce58 \uc778\uc2dd<\/strong>: \uad11\uace0 \uc704\uce58 \ubc0f \ucee8\ud14d\uc2a4\ud2b8\uc758 \uc601\ud5a5 \ud3c9\uac00<\/li>\n<li data-source-line=\"165-165\"><strong>\ube0c\ub79c\ub4dc \uc548\uc804\uc131 \uac80\uc99d<\/strong>: \uc801\uc808\ud55c \ucf58\ud150\uce20 \uc778\uc811\uc131 \ud655\uc778<\/li>\n<li data-source-line=\"166-167\"><strong>\ube44\ub514\uc624 \ucc38\uc5ec \ubd84\uc11d<\/strong>: \ube44\ub514\uc624\uc5d0\uc11c \uc804\ud658 \ud589\ub3d9\uc744 \uc8fc\ub3c4\ud558\ub294 \uc21c\uac04 \uc2dd\ubcc4<\/li>\n<\/ul>\n<h4 id=\"automated-machine-learning-(automl)\" tabindex=\"-1\" data-source-line=\"168-168\"><span class=\"ez-toc-section\" id=\"Automated_Machine_Learning_AutoML\"><\/span>\uc790\ub3d9\ud654\ub41c \uba38\uc2e0 \ub7ec\ub2dd(AutoML)<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAutoML\uc744 \uc0ac\uc6a9\ud558\uba74 \ub354 \ub9ce\uc740 \uc870\uc9c1\uc5d0\uc11c \uc815\uad50\ud55c \uc18d\uc131\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"172-176\">\n<li data-source-line=\"172-172\"><strong>\uc790\ub3d9\ud654\ub41c \uae30\ub2a5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/strong>: \uadc0\uc18d \ubaa8\ub378\uc5d0 \uac00\uc7a5 \uad00\ub828\uc131 \uc788\ub294 \ubcc0\uc218 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"173-173\"><strong>\ubaa8\ub378 \uc120\ud0dd<\/strong>: \ud2b9\uc815 \uadc0\uc18d \uc9c8\ubb38\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998 \uacb0\uc815<\/li>\n<li data-source-line=\"174-174\"><strong>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/strong>: \ucd5c\uc0c1\uc758 \uc131\ub2a5\uc744 \uc704\ud55c \ubaa8\ub378 \uc124\uc815 \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"175-176\"><strong>\uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654<\/strong>: \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \uc81c\uacf5\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \ubaa8\ub378\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3 id=\"the-benefits-of-ai-powered-attribution\" tabindex=\"-1\" data-source-line=\"177-177\"><span class=\"ez-toc-section\" id=\"The_Benefits_of_AI-Powered_Attribution\"><\/span>AI \uae30\ubc18 \uc18d\uc131\uc758 \uc774\uc810<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc18d\uc131\uc744 \uad6c\ud604\ud558\ub294 \uc870\uc9c1\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc911\uc694\ud55c \uc774\uc810\uc744 \uc2e4\ud604\ud569\ub2c8\ub2e4.\n<h4 id=\"more-accurate-channel-valuation\" tabindex=\"-1\" data-source-line=\"181-181\"><span class=\"ez-toc-section\" id=\"More_Accurate_Channel_Valuation\"><\/span>\ub354\uc6b1 \uc815\ud655\ud55c \ucc44\ub110 \ud3c9\uac00<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI\ub294 \uac01 \ucc44\ub110\uc758 \uae30\uc5ec\ub3c4\ub97c \ub354\uc6b1 \uc815\ud655\ud558\uac8c \uc774\ud574\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"185-189\">\n<li data-source-line=\"185-185\"><strong>\uc9c4\uc815\ud55c \uc99d\ubd84\uc801 \uc601\ud5a5<\/strong>: \uac01 \ucc44\ub110\uc774 \uae30\uc900\uc120\uc744 \ub118\uc5b4 \uc2e4\uc81c\ub85c \ucd94\uac00\ud558\ub294 \uac83\uc744 \uce21\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"186-186\"><strong>\ud06c\ub85c\uc2a4\ucc44\ub110 \uc601\ud5a5<\/strong>: \ucc44\ub110\uc774 \uace0\ub9bd\ub418\uc5b4 \uc788\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \ud568\uaed8 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd \uc774\ud574<\/li>\n<li data-source-line=\"187-187\"><strong>\uc804\uccb4 \ud37c\ub110 \ubcf4\uae30<\/strong>: \uc0c1\uc704 \ubc0f \ud558\uc704 \ud37c\ub110 \ud65c\ub3d9 \ubaa8\ub450\uc5d0 \uc801\uc808\ud55c \ud06c\ub808\ub527 \uc81c\uacf5<\/li>\n<li data-source-line=\"188-189\"><strong>\ud3b8\ud5a5 \uac10\uc18c<\/strong>: \ub9c8\uc9c0\ub9c9 \ud130\uce58 \ub514\uc9c0\ud138 \ucc44\ub110\uc744 \uacfc\ub300\ud3c9\uac00\ud558\ub294 \uacbd\ud5a5 \uac10\uc18c<\/li>\n<\/ul>\n<h4 id=\"predictive-optimization\" tabindex=\"-1\" data-source-line=\"190-190\"><span class=\"ez-toc-section\" id=\"Predictive_Optimization\"><\/span>\uc608\uce21 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI\ub294 \uadc0\uc18d\uc744 \uacfc\uac70 \uc9c0\ud5a5\uc801\uc5d0\uc11c \ubbf8\ub798 \uc9c0\ud5a5\uc801\uc73c\ub85c \uc804\ud658\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"194-198\">\n<li data-source-line=\"194-194\"><strong>\uc608\uc0b0 \ucd5c\uc801\ud654<\/strong>: \ucd5c\uc801 \uc9c0\ucd9c \ubc30\ubd84\uc5d0 \ub300\ud55c \uc608\uce21 \uc9c0\uce68<\/li>\n<li data-source-line=\"195-195\"><strong>\uc131\uacfc \uc608\uce21<\/strong>: \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \uc608\uc0c1\ub418\ub294 \uc131\ub2a5\uc5d0 \ub300\ud55c \uc608\uce21<\/li>\n<li data-source-line=\"196-196\"><strong>\uac10\uc18c \uc218\uc775 \uc2dd\ubcc4<\/strong>: \ucd94\uac00 \uc9c0\ucd9c\ub85c \uc778\ud574 \uac00\uce58\uac00 \uac10\uc18c\ud558\ub294 \uacbd\uc6b0 \uc778\uc2dd<\/li>\n<li data-source-line=\"197-198\"><strong>\uae30\ud68c \ubc1c\uacac<\/strong>: \uc131\uc7a5 \uc7a0\uc7ac\ub825\uc774 \uc788\ub294 \ud65c\uc6a9\ub3c4\uac00 \ub0ae\uc740 \ucc44\ub110 \uc2dd\ubcc4<\/li>\n<\/ul>\n<h4 id=\"personalized-attribution\" tabindex=\"-1\" data-source-line=\"199-199\"><span class=\"ez-toc-section\" id=\"Personalized_Attribution\"><\/span>\uac1c\uc778\ud654\ub41c \uc18d\uc131<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI\ub294 \uc138\uadf8\uba3c\ud2b8 \ub610\ub294 \uac1c\uc778 \uc218\uc900\uc5d0\uc11c \uc18d\uc131\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"203-207\">\n<li data-source-line=\"203-203\"><strong>\uc138\uadf8\uba3c\ud2b8\ubcc4 \ud1b5\ucc30\ub825<\/strong>: \uace0\uac1d \uadf8\ub8f9\ubcc4\ub85c \uadc0\uc18d\uc774 \uc5b4\ub5bb\uac8c \ub2ec\ub77c\uc9c0\ub294\uc9c0 \uc774\ud574<\/li>\n<li data-source-line=\"204-204\"><strong>\uac1c\uc778\ud654\ub41c \uc5ec\uc815 \ucd5c\uc801\ud654<\/strong>: \uac1c\ubcc4 \uc751\ub2f5 \ud328\ud134\uc5d0 \ub530\ub978 \ud130\uce58\ud3ec\uc778\ud2b8 \ub9de\ucda4\ud654<\/li>\n<li data-source-line=\"205-205\"><strong>\ud3c9\uc0dd \uac00\uce58 \uc5f0\uacb0<\/strong>: \ucd08\uae30 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \uc7a5\uae30\uc801\uc778 \uace0\uac1d \uac00\uce58\uc5d0 \uc5f0\uacb0<\/li>\n<li data-source-line=\"206-207\"><strong>\ub9c8\uc774\ud06c\ub85c \uc138\uadf8\uba3c\ud2b8 \ubc1c\uacac<\/strong>: \uace0\uc720\ud55c \uadc0\uc778 \ud328\ud134\uc744 \uac00\uc9c4 \ud2b9\uc815 \uace0\uac1d \uadf8\ub8f9 \uc2dd\ubcc4<\/li>\n<\/ul>\n<h4 id=\"continuous-improvement\" tabindex=\"-1\" data-source-line=\"208-208\"><span class=\"ez-toc-section\" id=\"Continuous_Improvement\"><\/span>\uc9c0\uc18d\uc801\uc778 \uac1c\uc120<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI \uc18d\uc131 \uc2dc\uc2a4\ud15c\uc740 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ub354\uc6b1 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.\n<ul data-source-line=\"212-216\">\n<li data-source-line=\"212-212\"><strong>\uc790\ub3d9 \ubaa8\ub378 \uc5c5\ub370\uc774\ud2b8<\/strong>: \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \uc81c\uacf5\ub428\uc5d0 \ub530\ub77c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ub428<\/li>\n<li data-source-line=\"213-213\"><strong>A\/B \ud14c\uc2a4\ud2b8 \ud1b5\ud569<\/strong>: \uc2e4\ud5d8 \uacb0\uacfc\ub97c \uadc0\uc18d \ubaa8\ub378\uc5d0 \ud1b5\ud569<\/li>\n<li data-source-line=\"214-214\"><strong>\ud559\uc2b5 \uac00\uc18d<\/strong>: \ubcc0\ud654\ud558\ub294 \uc18d\uc131 \ud328\ud134\uc744 \ub354 \ube60\ub974\uac8c \uc2dd\ubcc4<\/li>\n<li data-source-line=\"215-216\"><strong>\uc9c0\uc2dd \ucd95\uc801<\/strong>: \uc0c8\ub85c\uc6b4 \uac83\uc744 \uc2dc\uc791\ud558\uae30\ubcf4\ub2e4\ub294 \uc774\uc804\uc758 \ud1b5\ucc30\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \uad6c\ucd95<\/li>\n<\/ul>\n<h2 id=\"ai-attribution-in-action%3A-real-world-applications\" tabindex=\"-1\" data-source-line=\"217-217\"><span class=\"ez-toc-section\" id=\"AI_Attribution_in_Action_Real-World_Applications\"><\/span>AI \uc18d\uc131 \uc801\uc6a9 \uc0ac\ub840: \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840<span class=\"ez-toc-section-end\"><\/span><\/h2>\nAI \uadc0\uc18d\uc758 \uc774\ub860\uc801 \uc774\uc810\uc740 \uc124\ub4dd\ub825\uc774 \uc788\uc9c0\ub9cc, \uc870\uc9c1\uc5d0\uc11c\ub294 \ud2b9\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud1b5\ud574 \uc2e4\uc9c8\uc801\uc778 \uacb0\uacfc\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<h3 id=\"marketing-mix-optimization\" tabindex=\"-1\" data-source-line=\"221-221\"><span class=\"ez-toc-section\" id=\"Marketing_Mix_Optimization\"><\/span>\ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc18d\uc131\uc744 \uc0ac\uc6a9\ud558\uba74 \uc5ec\ub7ec \ucc44\ub110\uc5d0\uc11c \ub9ac\uc18c\uc2a4\ub97c \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ud560\ub2f9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<h4 id=\"granular-budget-allocation\" tabindex=\"-1\" data-source-line=\"225-225\"><span class=\"ez-toc-section\" id=\"Granular_Budget_Allocation\"><\/span>\uc138\ubd84\ud654\ub41c \uc608\uc0b0 \ud560\ub2f9<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"227-231\">\n<li data-source-line=\"227-227\"><strong>\ucc44\ub110 \uc218\uc900 \ucd5c\uc801\ud654<\/strong>: \ucc44\ub110 \uc804\ubc18\uc5d0 \uac78\uce5c \uc815\ud655\ud55c \uc608\uc0b0 \ud560\ub2f9<\/li>\n<li data-source-line=\"228-228\"><strong>\ucea0\ud398\uc778 \uc218\uc900 \uac1c\uc120<\/strong>: \ucea0\ud398\uc778 \uc804\ubc18\uc5d0 \uac78\uce5c \ucc44\ub110 \ub0b4 \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"229-229\"><strong>\uc2dc\uac04\uc801 \uc548\ub0b4<\/strong>: \ud2b9\uc815 \ucc44\ub110\uc5d0\uc11c \uc9c0\ucd9c\uc744 \ub298\ub9ac\uac70\ub098 \uc904\uc5ec\uc57c \ud558\ub294 \uacbd\uc6b0<\/li>\n<li data-source-line=\"230-231\"><strong>\uccad\uc911 \ud0c0\uac9f\ud305 \ucd5c\uc801\ud654<\/strong>: \ub2e4\uc591\ud55c \uace0\uac1d \uc138\uadf8\uba3c\ud2b8\uc5d0 \ub300\ud55c \ud560\ub2f9<\/li>\n<\/ul>\n<h4 id=\"performance-scenario-planning\" tabindex=\"-1\" data-source-line=\"232-232\"><span class=\"ez-toc-section\" id=\"Performance_Scenario_Planning\"><\/span>\uc131\uacfc \uc2dc\ub098\ub9ac\uc624 \uacc4\ud68d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"234-238\">\n<li data-source-line=\"234-234\"><strong>&quot;\uac00\uc815&quot; \ubd84\uc11d<\/strong>: \ub2e4\uc591\ud55c \uc608\uc0b0 \ubc30\ubd84\uc758 \uacb0\uacfc \uc608\uce21<\/li>\n<li data-source-line=\"235-235\"><strong>\uc81c\uc57d \uc870\uac74 \ubaa8\ub378\ub9c1<\/strong>: \ud2b9\uc815 \uc608\uc0b0 \uc81c\uc57d \ub0b4\uc5d0\uc11c \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"236-236\"><strong>\uc704\ud5d8\uc131 \ud3c9\uac00<\/strong>: \uc131\uacfc \uc608\uce21\uc758 \ubd88\ud655\uc2e4\uc131 \uc774\ud574<\/li>\n<li data-source-line=\"237-238\"><strong>\uae30\ud68c\ube44\uc6a9 \ubd84\uc11d<\/strong>: \ub2e4\uc591\ud55c \ud560\ub2f9 \uc804\ub7b5 \uac04\uc758 \uc0c1\ucda9 \uad00\uacc4 \ud3c9\uac00<\/li>\n<\/ul>\n<h4 id=\"case-example%3A-retail-brand's-ai-driven-budget-optimization\" tabindex=\"-1\" data-source-line=\"239-239\"><span class=\"ez-toc-section\" id=\"Case_Example_Retail_Brands_AI-Driven_Budget_Optimization\"><\/span>\uc0ac\ub840: \uc18c\ub9e4 \ube0c\ub79c\ub4dc\uc758 AI \uae30\ubc18 \uc608\uc0b0 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ub2e4\uc591\ud55c \uce74\ud14c\uace0\ub9ac\ub97c \ubcf4\uc720\ud55c \uc18c\ub9e4\uc5c5\uccb4\uac00 \uc5f0\uac04 1\uc870 4\ucc9c\uc5b5 \uc6d0 \uaddc\ubaa8\uc758 \ub9c8\ucf00\ud305 \uc608\uc0b0\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 AI \uc18d\uc131\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.\n<ol data-source-line=\"243-247\">\n<li data-source-line=\"243-243\">\uc628\ub77c\uc778 \ubc0f \uc624\ud504\ub77c\uc778 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \ubaa8\ub450 \ud1b5\ud569\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uc18d\uc131 \ubc30\ud3ec<\/li>\n<li data-source-line=\"244-244\">\ub2e4\uc591\ud55c \ud560\ub2f9 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \uc131\uacfc\ub97c \uc608\uce21\ud558\uae30 \uc704\ud55c \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95<\/li>\n<li data-source-line=\"245-245\">\uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \ucd5c\uc801\ud654 \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"246-247\">\ucc44\ub110\ubcc4 \uac10\uc18c \uc218\uc775 \uace1\uc120\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c \uc0ac\ud56d\uc744 \ubc1d\ud600\ub0c8\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"249-253\">\n<li data-source-line=\"249-249\">\uc720\ub8cc \uac80\uc0c9\uc740 \uc2e4\uc81c \uc99d\uac00 \uac00\uce58\ub97c \uae30\uc900\uc73c\ub85c 35%\uc758 \uc608\uc0b0\uc744 \ub108\ubb34 \ub9ce\uc774 \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"250-250\">\uc18c\uc15c \ub514\uc2a4\ud50c\ub808\uc774 \uad11\uace0\ub294 \ub9c8\uc9c0\ub9c9 \ud074\ub9ad \uadc0\uc18d\uc73c\ub85c \uc778\ud574 \uc0c1\ub2f9\ud788 \uacfc\uc18c\ud3c9\uac00\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"251-251\">\uae30\uc874 \ubbf8\ub514\uc5b4\ub294 \uc774\uc804\uc5d0 \uc778\uc2dd\ub418\uc5c8\ub358 \uac83\ubcf4\ub2e4 \ub514\uc9c0\ud138 \uc804\ud658\uc5d0 2.8\ubc30 \ub354 \ub9ce\uc740 \uc601\ud5a5\uc744 \ubbf8\ucce4\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"252-253\">\ud2b9\uc815 \ucc44\ub110 \uc870\ud569\uc740 \ubd84\ub9ac\ub41c \ucc44\ub110\ubcf4\ub2e4 40%\ub9cc\ud07c \ub354 \ud070 \uc2dc\ub108\uc9c0 \ud6a8\uacfc\ub97c \ub0c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\nAI\uac00 \ucd94\ucc9c\ud558\ub294 \uc7ac\ud560\ub2f9\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368 \uc18c\ub9e4\uc5c5\uccb4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"255-259\">\n<li data-source-line=\"255-255\">\uc804\ubc18\uc801\uc778 \ub9c8\ucf00\ud305 ROI\uac00 24% \uac1c\uc120\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"256-256\">\uc2e0\uaddc \uace0\uac1d \ud655\ubcf4 18% \uc99d\uac00<\/li>\n<li data-source-line=\"257-257\">31% \ub514\uc9c0\ud138 \ucc44\ub110\uc758 \uad11\uace0 \uc9c0\ucd9c \uc218\uc775\ub960 \uc99d\uac00<\/li>\n<li data-source-line=\"258-259\">\uc778\uc218\ub2f9 \ube44\uc6a9 15% \uac10\uc18c<\/li>\n<\/ul>\n<h3 id=\"customer-journey-optimization\" tabindex=\"-1\" data-source-line=\"260-260\"><span class=\"ez-toc-section\" id=\"Customer_Journey_Optimization\"><\/span>\uace0\uac1d \uc5ec\uc815 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ucc44\ub110 \ud560\ub2f9\uc744 \ub118\uc5b4 AI \uc18d\uc131\uc740 \uc5ec\uc815 \uc218\uc900 \ucd5c\uc801\ud654\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.\n<h4 id=\"sequence-optimization\" tabindex=\"-1\" data-source-line=\"264-264\"><span class=\"ez-toc-section\" id=\"Sequence_Optimization\"><\/span>\uc2dc\ud000\uc2a4 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"266-270\">\n<li data-source-line=\"266-266\"><strong>\uacbd\ub85c \ubd84\uc11d<\/strong>: \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ud130\uce58\ud3ec\uc778\ud2b8 \uc2dc\ud000\uc2a4 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"267-267\"><strong>\ud0c0\uc774\ubc0d \ucd5c\uc801\ud654<\/strong>: \ud130\uce58\ud3ec\uc778\ud2b8 \uac04 \uc774\uc0c1\uc801\uc778 \ud0c0\uc774\ubc0d \uacb0\uc815<\/li>\n<li data-source-line=\"268-268\"><strong>\ud06c\ub85c\uc2a4 \ucc44\ub110 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/strong>: \ucc44\ub110 \uac04 \uba54\uc2dc\uc9c0 \uc870\uc815<\/li>\n<li data-source-line=\"269-270\"><strong>\uc21c\uac04 \uc2dd\ubcc4<\/strong>: \uace0\uac1d \uc5ec\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uacb0\uc815 \uc9c0\uc810 \uc778\uc2dd<\/li>\n<\/ul>\n<h4 id=\"content-personalization\" tabindex=\"-1\" data-source-line=\"271-271\"><span class=\"ez-toc-section\" id=\"Content_Personalization\"><\/span>\ucf58\ud150\uce20 \uac1c\uc778\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"273-277\">\n<li data-source-line=\"273-273\"><strong>\ucf58\ud150\uce20 \uc601\ud5a5 \ud3c9\uac00<\/strong>: \ub2e4\uc591\ud55c \ucf58\ud150\uce20 \uc720\ud615\uc774 \uc804\ud658\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \uce21\uc815<\/li>\n<li data-source-line=\"274-274\"><strong>\uac1c\uc778\ud654\ub41c \ucf58\ud150\uce20 \uc2dc\ud000\uc2f1<\/strong>: \uac1c\uc778 \uc120\ud638\ub3c4\uc5d0 \ub9de\ucdb0 \ucf58\ud150\uce20 \uc5ec\uc815 \ub9de\ucda4\ud654<\/li>\n<li data-source-line=\"275-275\"><strong>\ud615\uc2dd \ud6a8\uacfc<\/strong>: \uc9c4\ud589\uc744 \uc8fc\ub3c4\ud558\ub294 \ucf58\ud150\uce20 \ud615\uc2dd \uc774\ud574<\/li>\n<li data-source-line=\"276-277\"><strong>\uc8fc\uc81c\uc758 \uc601\ud5a5<\/strong>: \uad6c\ub9e4 \uacb0\uc815\uc5d0 \uac00\uc7a5 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc8fc\uc81c\ub97c \uc778\uc2dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4 id=\"case-example%3A-b2b-technology-company's-journey-optimization\" tabindex=\"-1\" data-source-line=\"278-278\"><span class=\"ez-toc-section\" id=\"Case_Example_B2B_Technology_Companys_Journey_Optimization\"><\/span>\uc0ac\ub840: B2B \uae30\uc220 \ud68c\uc0ac\uc758 \uc5ec\uc815 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ud3c9\uade0 \ud310\ub9e4 \uc8fc\uae30\uac00 9\uac1c\uc6d4\uc778 B2B \uae30\uc220 \uacf5\uae09\uc5c5\uccb4\uac00 AI \uae30\ubc18 \uc5ec\uc815 \ucd5c\uc801\ud654\ub97c \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.\n<ol data-source-line=\"282-286\">\n<li data-source-line=\"282-282\">\ub9c8\ucf00\ud305 \ubc0f \uc601\uc5c5 \uc811\uc810\uc744 \ud1b5\ud569\ud55c \uba38\uc2e0 \ub7ec\ub2dd \uc18d\uc131 \ubc30\ud3ec<\/li>\n<li data-source-line=\"283-283\">\uc218\ucc9c \uac74\uc758 \uc131\uacf5\uc801\uc778 \uac70\ub798 \uc5ec\uc815\uc744 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \ud328\ud134\uc744 \uc2dd\ubcc4\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"284-284\">\uc608\uce21 \uac00\ub2a5\ud55c \ucc28\uc120\ucc45 \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"285-286\">\ub2e4\uc591\ud55c \uad6c\ub9e4 \uc704\uc6d0\ud68c \uad6c\uc131\uc6d0\uc744 \uc704\ud574 \uc5ed\ud560\ubcc4 \ucf58\ud150\uce20 \uc5ec\uc815\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ub2e4\uc74c\uc774 \ubc1c\uacac\ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"288-292\">\n<li data-source-line=\"288-288\">\ud2b9\uc815 \ucf58\ud150\uce20 \uc2dc\ud000\uc2a4\ub294 \uc804\ud658 \ud655\ub960\uc744 45%\ub9cc\ud07c \uc99d\uac00\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"289-289\">\uae30\uc220 \uc774\ud574 \uad00\uacc4\uc790\ub4e4\uc740 \uc774\uc804\uc5d0 \uc0dd\uac01\ud588\ub358 \uac83\ubcf4\ub2e4 3\ubc30 \ub354 \ub9ce\uc740 \uc811\uc810\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"290-290\">\ud2b9\uc815 \ud130\uce58\ud3ec\uc778\ud2b8 \uac04\uc758 \ud0c0\uc774\ubc0d\uc740 \ud130\uce58\ud3ec\uc778\ud2b8 \uc790\uccb4\ubcf4\ub2e4 \ub354 \uc911\uc694\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"291-292\">\ucd08\uae30 \ucf58\ud150\uce20 \uad00\uc2ec\uc0ac\uc5d0 \ub530\ub978 \uac1c\uc778\ud654\ub41c \uc5ec\uc815\uc73c\ub85c \uc804\ud658\uc728\uc774 37% \uc99d\uac00\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uc5ec\uc815\uc744 \ucd5c\uc801\ud654\ud568\uc73c\ub85c\uc368 \ud68c\uc0ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"294-298\">\n<li data-source-line=\"294-294\">\ud3c9\uade0 \ud310\ub9e4 \uc8fc\uae30 \uae38\uc774\uac00 32% \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"295-295\">28% \uae30\ud68c-\uc885\ub8cc\uc728 \uac1c\uc120<\/li>\n<li data-source-line=\"296-296\">\ud3c9\uade0 \uac70\ub798 \uaddc\ubaa8 41% \uc99d\uac00<\/li>\n<li data-source-line=\"297-298\">23% \ub354 \ub192\uc740 \ub9c8\ucf00\ud305 \uc18c\uc2a4 \ud30c\uc774\ud504\ub77c\uc778<\/li>\n<\/ul>\n<h3 id=\"incrementality-measurement\" tabindex=\"-1\" data-source-line=\"299-299\"><span class=\"ez-toc-section\" id=\"Incrementality_Measurement\"><\/span>\uc99d\ubd84\uc131 \uce21\uc815<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI\ub294 \ub9c8\ucf00\ud305\uc758 \uc2e4\uc81c \uc99d\ubd84\uc801 \uc601\ud5a5\uc744 \ubcf4\ub2e4 \uc815\ud655\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.\n<h4 id=\"controlled-experimentation\" tabindex=\"-1\" data-source-line=\"303-303\"><span class=\"ez-toc-section\" id=\"Controlled_Experimentation\"><\/span>\ud1b5\uc81c\ub41c \uc2e4\ud5d8<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"305-309\">\n<li data-source-line=\"305-305\"><strong>\ud14c\uc2a4\ud2b8 \uc124\uacc4 \uc790\ub3d9\ud654<\/strong>: AI \ucd5c\uc801\ud654 \uc2e4\ud5d8 \uc124\uacc4<\/li>\n<li data-source-line=\"306-306\"><strong>\uccad\uc911 \ub9e4\uce6d<\/strong>: \ud14c\uc2a4\ud2b8 \uadf8\ub8f9\uacfc \ub300\uc870\uad70\uc758 \uc815\uad50\ud55c \ub9e4\uce6d<\/li>\n<li data-source-line=\"307-307\"><strong>\uacb0\uacfc \ubd84\uc11d<\/strong>: \ud14c\uc2a4\ud2b8 \uacb0\uacfc\uc5d0 \ub300\ud55c \uace0\uae09 \ud1b5\uacc4 \ubd84\uc11d<\/li>\n<li data-source-line=\"308-309\"><strong>\uc9c0\uc18d\uc801\uc778 \ud14c\uc2a4\ud2b8<\/strong>: \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc744 \uc704\ud55c \uc9c0\uc18d\uc801\uc778 \uc2e4\ud5d8<\/li>\n<\/ul>\n<h4 id=\"synthetic-control-modeling\" tabindex=\"-1\" data-source-line=\"310-310\"><span class=\"ez-toc-section\" id=\"Synthetic_Control_Modeling\"><\/span>\ud569\uc131 \uc81c\uc5b4 \ubaa8\ub378\ub9c1<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"312-316\">\n<li data-source-line=\"312-312\"><strong>\ud1b5\uacc4\uc801 \uc30d\ub465\uc774<\/strong>: \uc2e4\uc81c \ubcf4\ub958 \uc5c6\uc774 \uc77c\uce58\ud558\ub294 \ud1b5\uc81c \uadf8\ub8f9 \uc0dd\uc131<\/li>\n<li data-source-line=\"313-313\"><strong>\uc778\uacfc \ucd94\ub860<\/strong>: \uc778\uacfc\uad00\uacc4 \ud3c9\uac00\ub97c \uc704\ud55c \uace0\uae09 \uae30\uc220<\/li>\n<li data-source-line=\"314-314\"><strong>\uae30\uc900\uc120 \ubaa8\ub378\ub9c1<\/strong>: \uc608\uc0c1 \uacb0\uacfc\uc5d0 \ub300\ud55c \uc815\uad50\ud55c \uc608\uce21<\/li>\n<li data-source-line=\"315-316\"><strong>\uc9c0\uc624 \uc2e4\ud5d8<\/strong>: \uc704\uce58 \uae30\ubc18 \uc900\uc2e4\ud5d8\uc801 \uc811\uadfc \ubc29\uc2dd<\/li>\n<\/ul>\n<h4 id=\"case-example%3A-financial-services-firm's-incrementality-framework\" tabindex=\"-1\" data-source-line=\"317-317\"><span class=\"ez-toc-section\" id=\"Case_Example_Financial_Services_Firms_Incrementality_Framework\"><\/span>\uc0ac\ub840 \uc5f0\uad6c: \uae08\uc735 \uc11c\ube44\uc2a4 \ud68c\uc0ac\uc758 \uc99d\ubd84\uc131 \ud504\ub808\uc784\uc6cc\ud06c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc18c\ube44\uc790 \uae08\uc735 \uc11c\ube44\uc2a4 \ud68c\uc0ac\uac00 AI \uae30\ubc18 \uc99d\ubd84\uc131 \uce21\uc815\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.\n<ol data-source-line=\"321-325\">\n<li data-source-line=\"321-321\">\ub9c8\ucf00\ud305\uc758 \uc9c4\uc815\ud55c \uc99d\ubd84\uc801 \uc601\ud5a5\uc744 \ud30c\uc545\ud558\uae30 \uc704\ud574 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"322-322\">\uc27d\uac8c \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc5c6\ub294 \ucc44\ub110\uc5d0 \ub300\ud574 \uc815\uad50\ud55c \ud569\uc131 \uc81c\uc5b4 \uadf8\ub8f9\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"323-323\">\ucc44\ub110 \ubc0f \ucea0\ud398\uc778 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc9c0\uc18d\uc801\uc778 \ud14c\uc2a4\ud2b8\ub97c \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"324-325\">\uc99d\ubd84\uc131 \uc911\uc2ec\uc758 \uadc0\uc18d \ubaa8\ub378 \uad6c\ucd95<\/li>\n<\/ol>\n\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c \uc0ac\ud56d\uc744 \ubc1d\ud600\ub0c8\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"327-331\">\n<li data-source-line=\"327-327\">\ub514\uc2a4\ud50c\ub808\uc774 \uad11\uace0\ub294 \uc774\uc804\uc5d0 \ud560\ub2f9\ub41c \uac83\ubcf4\ub2e4 65% \uc801\uc740 \uc99d\ubd84 \uac00\uce58\ub97c \ucc3d\ucd9c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"328-328\">\uc774\uba54\uc77c \ub9c8\ucf00\ud305\uc740 \ub9c8\uc9c0\ub9c9 \ud074\ub9ad\ubcf4\ub2e4 2.3\ubc30 \ub354 \ub9ce\uc740 \uc99d\ubd84 \uac00\uce58\ub97c \ucc3d\ucd9c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"329-329\">\ud2b9\uc815 \uccad\uc911 \uc138\uadf8\uba3c\ud2b8\ub294 \ub2e4\ub978 \uc138\uadf8\uba3c\ud2b8\ubcf4\ub2e4 4\ubc30 \ub354 \ub192\uc740 \uc99d\uac00 \ubc18\uc751\uc744 \ubcf4\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"330-331\">\ube0c\ub79c\ub4dc \ub9c8\ucf00\ud305\uc740 \uc778\uc2dd\ub41c \uac83\ubcf4\ub2e4 \uc9c1\uc811 \ubc18\uc751\uc5d0 \ud6e8\uc52c \ub354 \ud070 \uc601\ud5a5\uc744 \ubbf8\ucce4\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\ud68c\uc0ac\ub294 \uc2e4\uc81c \uc99d\uac00 \uac00\uce58\uc5d0 \ub530\ub77c \uc790\uc6d0\uc744 \uc7ac\ubd84\ubc30\ud568\uc73c\ub85c\uc368 \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"333-337\">\n<li data-source-line=\"333-333\">29% \ub9c8\ucf00\ud305 ROI \uac1c\uc120<\/li>\n<li data-source-line=\"334-334\">18% \uace0\uac1d \ud68d\ub4dd \ube44\uc6a9 \uac10\uc18c<\/li>\n<li data-source-line=\"335-335\">34% \ub354 \ub192\uc740 \uc804\ud658\uc728<\/li>\n<li data-source-line=\"336-337\">\ub9c8\ucf00\ud305\uc73c\ub85c \uc778\ud55c \ub9e4\ucd9c 22% \uc99d\uac00<\/li>\n<\/ul>\n<h3 id=\"personalization-optimization\" tabindex=\"-1\" data-source-line=\"338-338\"><span class=\"ez-toc-section\" id=\"Personalization_Optimization\"><\/span>\uac1c\uc778\ud654 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc18d\uc131\uc740 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uac1c\uc778\ud654\ub97c \uc704\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<h4 id=\"individual-level-attribution\" tabindex=\"-1\" data-source-line=\"342-342\"><span class=\"ez-toc-section\" id=\"Individual-Level_Attribution\"><\/span>\uac1c\uc778 \uc218\uc900 \uadc0\uc18d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"344-348\">\n<li data-source-line=\"344-344\"><strong>\uc751\ub2f5 \ud328\ud134 \uc2dd\ubcc4<\/strong>: \uac1c\uc778\uc774 \ub9c8\ucf00\ud305\uc5d0 \uc5b4\ub5bb\uac8c \ubc18\uc751\ud558\ub294\uc9c0 \uc774\ud574\ud558\uae30<\/li>\n<li data-source-line=\"345-345\"><strong>\uac1c\uc778 \ucc44\ub110 \uc120\ud638\ub3c4<\/strong>: \uace0\uac1d\ubcc4 \uc120\ud638 \ucc44\ub110 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"346-346\"><strong>\ucd5c\uc801 \uc8fc\ud30c\uc218 \uacb0\uc815<\/strong>: \uac01 \uac1c\uc778\uc5d0\uac8c \ub9de\ub294 \uc5f0\ub77d \ube48\ub3c4 \ucc3e\uae30<\/li>\n<li data-source-line=\"347-348\"><strong>\uac1c\uc778\ud654\ub41c \uc18d\uc131 \ubaa8\ub378<\/strong>: \ub2e4\uc591\ud55c \uace0\uac1d \uc138\uadf8\uba3c\ud2b8\ub97c \uc704\ud55c \ub9de\ucda4\ud615 \ubaa8\ub378<\/li>\n<\/ul>\n<h4 id=\"next-best-action-recommendations\" tabindex=\"-1\" data-source-line=\"349-349\"><span class=\"ez-toc-section\" id=\"Next-Best-Action_Recommendations\"><\/span>\ub2e4\uc74c \ucd5c\uc120\uc758 \uc870\uce58 \uad8c\uc7a5 \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"351-355\">\n<li data-source-line=\"351-351\"><strong>\uc791\uc5c5 \uc6b0\uc120\uc21c\uc704<\/strong>: \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ub2e4\uc74c \ub9c8\ucf00\ud305 \ud65c\ub3d9 \uacb0\uc815<\/li>\n<li data-source-line=\"352-352\"><strong>\ucc44\ub110 \uc120\ud0dd<\/strong>: \uac01 \uc0c1\ud638\uc791\uc6a9\uc5d0 \ub300\ud55c \ucd5c\uc801\uc758 \ucc44\ub110 \uc120\ud0dd<\/li>\n<li data-source-line=\"353-353\"><strong>\ud0c0\uc774\ubc0d \ucd5c\uc801\ud654<\/strong>: \uc758\uc0ac\uc18c\ud1b5\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uc2dc\uac04 \ud30c\uc545<\/li>\n<li data-source-line=\"354-355\"><strong>\ub9e4\uce6d \uc81c\uc548<\/strong>: \uadc0\uc18d \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \uac00\uc7a5 \uad00\ub828\uc131 \uc788\ub294 \uc81c\uc548 \uc120\ud0dd<\/li>\n<\/ul>\n<h4 id=\"case-example%3A-telecom-provider's-personalized-attribution\" tabindex=\"-1\" data-source-line=\"356-356\"><span class=\"ez-toc-section\" id=\"Case_Example_Telecom_Providers_Personalized_Attribution\"><\/span>\uc0ac\ub840: \ud1b5\uc2e0\uc0ac \uc81c\uacf5\uc5c5\uccb4\uc758 \uac1c\uc778\ud654\ub41c \uc18d\uc131<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ud1b5\uc2e0 \ud68c\uc0ac\uac00 AI \uae30\ubc18 \uac1c\uc778\ud654 \uc18d\uc131\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.\n<ol data-source-line=\"360-364\">\n<li data-source-line=\"360-360\">\uc138\uadf8\uba3c\ud2b8\ubcc4 \uc751\ub2f5 \ud328\ud134\uc744 \ubd84\uc11d\ud558\ub294 \uace0\uac1d \uc218\uc900 \uadc0\uc18d \ubaa8\ub378 \uad6c\ucd95<\/li>\n<li data-source-line=\"361-361\">\ub2e4\uc591\ud55c \ucc44\ub110\uc5d0 \ub300\ud55c \uac1c\ubcc4 \ubc18\uc751\uc744 \uc608\uce21\ud558\ub294 \uacbd\ud5a5 \ubaa8\ub378\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"362-362\">\uadc0\uc18d \ud1b5\ucc30\ub825\uc744 \ud1b5\ud569\ud55c \ucc28\uc120\ucc45 \uc5d4\uc9c4 \uad6c\ud604<\/li>\n<li data-source-line=\"363-364\">\uac1c\uc778\ubcc4 \uadc0\uc18d \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \uac1c\uc778\ud654\ub41c \uc5ec\uc815 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0ac\uc2e4\uc774 \ubc1d\ud600\uc84c\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"366-370\">\n<li data-source-line=\"366-366\">\uace0\uac1d \uc138\uadf8\uba3c\ud2b8 \uc804\uccb4\uc5d0\uc11c \ucc44\ub110\uc5d0 \ub300\ud55c \uac1c\ubcc4 \uc751\ub2f5\uc740 \ucd5c\ub300 500%\uae4c\uc9c0 \ub2e4\uc591\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"367-367\">\uace0\uac1d\uc5d0 \ub530\ub77c \ucd5c\uc801\uc758 \uc5f0\ub77d \ube48\ub3c4\ub294 \uc8fc \ub2e8\uc704\uc5d0\uc11c \ubd84\uae30 \ub2e8\uc704\ub85c \ub2e4\uc591\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"368-368\">\ud2b9\uc815 \uace0\uac1d\uc740 \ud2b9\uc815 \ucf58\ud150\uce20 \ubc94\uc8fc\uc5d0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc751\ub2f5\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"369-370\">\ucd08\uae30 \ub300\uc751 \ud328\ud134\uc740 \uc7a5\uae30\uc801 \uac00\uce58 \uc7a0\uc7ac\ub825\uc744 \uac15\ub825\ud558\uac8c \uc608\uce21\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \ud1b5\ucc30\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \uac1c\uc778\ud654\ub41c \uace0\uac1d \uc5ec\uc815\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368 \ud68c\uc0ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\uacfc\ub97c \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"372-376\">\n<li data-source-line=\"372-372\">43% \ucea0\ud398\uc778 \uc751\ub2f5\ub960 \uac1c\uc120<\/li>\n<li data-source-line=\"373-373\">\uace0\uac1d \uc774\ud0c8\ub960 27% \uac10\uc18c<\/li>\n<li data-source-line=\"374-374\">36% \uad50\ucc28 \ud310\ub9e4\/\uc0c1\ud5a5 \ud310\ub9e4 \uc131\uacf5\ub960 \uc99d\uac00<\/li>\n<li data-source-line=\"375-376\">19% \ub354 \ub192\uc740 \uace0\uac1d \uc0dd\uc560 \uac00\uce58<\/li>\n<\/ul>\n<h2 id=\"implementing-ai-attribution%3A-a-practical-framework\" tabindex=\"-1\" data-source-line=\"377-377\"><span class=\"ez-toc-section\" id=\"Implementing_AI_Attribution_A_Practical_Framework\"><\/span>AI \uc18d\uc131 \uad6c\ud604: \uc2e4\uc6a9\uc801\uc778 \ud504\ub808\uc784\uc6cc\ud06c<span class=\"ez-toc-section-end\"><\/span><\/h2>\nAI \uc18d\uc131 \ubd84\uc11d\uc758 \uc7a0\uc7ac\ub825\uc740 \ub9e4\ub825\uc801\uc774\uc9c0\ub9cc, \uc774\ub97c \uad6c\ud604\ud558\ub824\uba74 \uc2e0\uc911\ud55c \uacc4\ud68d\uacfc \uc2e4\ud589\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc18d\uc131 \ubd84\uc11d \uc131\uc219\ub3c4\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \uc218\uc900\uc758 \uc870\uc9c1\uc744 \uc704\ud55c \uc2e4\uc6a9\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n<h3 id=\"phase-1%3A-foundation-building\" tabindex=\"-1\" data-source-line=\"381-381\"><span class=\"ez-toc-section\" id=\"Phase_1_Foundation_Building\"><\/span>1\ub2e8\uacc4: \uae30\ucd08 \uad6c\ucd95<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"data-infrastructure-assessment\" tabindex=\"-1\" data-source-line=\"383-383\"><span class=\"ez-toc-section\" id=\"Data_Infrastructure_Assessment\"><\/span>\ub370\uc774\ud130 \uc778\ud504\ub77c \ud3c9\uac00<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI \uc18d\uc131\uc744 \uad6c\ud604\ud558\uae30 \uc804\uc5d0 \ud604\uc7ac \uc5ed\ub7c9\uc744 \ud3c9\uac00\ud558\uc138\uc694.\n<ul data-source-line=\"387-391\">\n<li data-source-line=\"387-387\"><strong>\ub370\uc774\ud130 \uc778\ubca4\ud1a0\ub9ac<\/strong>: \ub9c8\ucf00\ud305, \uc601\uc5c5 \ubc0f \uace0\uac1d \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0 \uac78\uccd0 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub370\uc774\ud130 \uce74\ud0c8\ub85c\uadf8\ud654<\/li>\n<li data-source-line=\"388-388\"><strong>ID \ud655\uc778<\/strong>: \ud130\uce58\ud3ec\uc778\ud2b8 \uc804\ubc18\uc5d0 \uac78\uccd0 \uace0\uac1d\uc744 \uc778\uc2dd\ud558\ub294 \uc5ed\ub7c9 \ud3c9\uac00<\/li>\n<li data-source-line=\"389-389\"><strong>\ud1b5\ud569 \ud3c9\uac00<\/strong>: \ud604\uc7ac \ub370\uc774\ud130 \uc18c\uc2a4\uac00 \uc5bc\ub9c8\ub098 \uc798 \uc5f0\uacb0\ub418\uc5b4 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694.<\/li>\n<li data-source-line=\"390-391\"><strong>\ud488\uc9c8 \ud3c9\uac00<\/strong>: \ub370\uc774\ud130 \uc815\ud655\uc131, \uc644\uc804\uc131 \ubc0f \uc77c\uad00\uc131 \ud3c9\uac00<\/li>\n<\/ul>\n<h4 id=\"key-implementation-steps\" tabindex=\"-1\" data-source-line=\"392-392\"><span class=\"ez-toc-section\" id=\"Key_Implementation_Steps\"><\/span>\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"394-398\">\n<li data-source-line=\"394-394\"><strong>\ub370\uc774\ud130 \uae30\ubc18<\/strong>: \uc911\uc694 \ub370\uc774\ud130 \uc18c\uc2a4 \uac04 \uc5f0\uacb0 \uc124\uc815<\/li>\n<li data-source-line=\"395-395\"><strong>\ucd94\uc801 \uac15\ud654<\/strong>: \ud3ec\uad04\uc801\uc778 \uc774\ubca4\ud2b8 \ucd94\uc801 \uad6c\ud604<\/li>\n<li data-source-line=\"396-396\"><strong>\uc544\uc774\ub374\ud2f0\ud2f0 \ud504\ub808\uc784\uc6cc\ud06c<\/strong>: \uc77c\uad00\ub41c \uace0\uac1d \uc2dd\ubcc4\uc744 \uc704\ud55c \uc811\uadfc \ubc29\uc2dd \uac1c\ubc1c<\/li>\n<li data-source-line=\"397-398\"><strong>\ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4<\/strong>: \ub370\uc774\ud130 \ud488\uc9c8 \ubc0f \uc561\uc138\uc2a4 \uc81c\uc5b4\ub97c \uc704\ud55c \ud504\ub85c\uc138\uc2a4 \uc0dd\uc131<\/li>\n<\/ul>\n<h4 id=\"success-metrics\" tabindex=\"-1\" data-source-line=\"399-399\"><span class=\"ez-toc-section\" id=\"Success_Metrics\"><\/span>\uc131\uacf5 \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"401-405\">\n<li data-source-line=\"401-401\">\uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc18d\uc131 \ub370\uc774\ud130\uc758 \uc804\uccb4 \uc778\ubca4\ud1a0\ub9ac<\/li>\n<li data-source-line=\"402-402\">80%+ \uc8fc\uc694 \ub9c8\ucf00\ud305 \ub370\uc774\ud130 \uc18c\uc2a4 \uc5f0\uacb0<\/li>\n<li data-source-line=\"403-403\">60%+\uc758 \uace0\uac1d \uc5ec\uc815\uc5d0 \ub300\ud55c ID \ud655\uc778<\/li>\n<li data-source-line=\"404-405\">\uc8fc\uc694 \ucc44\ub110 \uc804\ubc18\uc5d0 \uac78\uce5c \uc77c\uad00\ub41c \ucd94\uc801 \uad6c\ud604<\/li>\n<\/ul>\n<h3 id=\"phase-2%3A-initial-ai-implementation\" tabindex=\"-1\" data-source-line=\"406-406\"><span class=\"ez-toc-section\" id=\"Phase_2_Initial_AI_Implementation\"><\/span>2\ub2e8\uacc4: \ucd08\uae30 AI \uad6c\ud604<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"starting-with-focused-use-cases\" tabindex=\"-1\" data-source-line=\"408-408\"><span class=\"ez-toc-section\" id=\"Starting_With_Focused_Use_Cases\"><\/span>\uc9d1\uc911\ub41c \uc0ac\uc6a9 \uc0ac\ub840\ub85c \uc2dc\uc791\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uad6c\uccb4\uc801\uc778 \uace0\uac00\uce58 \uadc0\uc18d \uc9c8\ubb38\uc73c\ub85c \uc2dc\uc791\ud558\uc138\uc694.\n<ul data-source-line=\"412-416\">\n<li data-source-line=\"412-412\"><strong>\ucc44\ub110 \ud560\ub2f9<\/strong>: \uc5b4\ub5a4 \ucc44\ub110\uc774 \uac00\uc7a5 \ub192\uc740 \uc99d\ubd84 \uac00\uce58\ub97c \uc81c\uacf5\ud569\ub2c8\uae4c?<\/li>\n<li data-source-line=\"413-413\"><strong>\ucf58\ud150\uce20 \uc601\ud5a5<\/strong>: \uc5b4\ub5a4 \ucf58\ud150\uce20\uac00 \uc804\ud658 \uacb0\uc815\uc5d0 \uac00\uc7a5 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ub098\uc694?<\/li>\n<li data-source-line=\"414-414\"><strong>\uc5ec\ud589 \ud328\ud134<\/strong>: \uc5b4\ub5a4 \uace0\uac1d \uc5ec\uc815 \uc2dc\ud000\uc2a4\uac00 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc77c\uae4c\uc694?<\/li>\n<li data-source-line=\"415-416\"><strong>\uccad\uc911 \ubc18\uc751<\/strong>: \uace0\uac1d \uc138\uadf8\uba3c\ud2b8\uc5d0 \ub530\ub77c \uadc0\uc18d \ud328\ud134\uc740 \uc5b4\ub5bb\uac8c \ub2e4\ub985\ub2c8\uae4c?<\/li>\n<\/ul>\n<h4 id=\"key-implementation-steps-1\" tabindex=\"-1\" data-source-line=\"417-417\"><span class=\"ez-toc-section\" id=\"Key_Implementation_Steps-2\"><\/span>\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"419-423\">\n<li data-source-line=\"419-419\"><strong>\ubaa8\ub378 \uc120\ud0dd<\/strong>: \ucd08\uae30 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\uc138\uc694<\/li>\n<li data-source-line=\"420-420\"><strong>\uc2dc\ubc94 \uad6c\ud604<\/strong>: \ud2b9\uc815 \uace0\uac00\uce58 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ubaa8\ub378 \ubc30\ud3ec<\/li>\n<li data-source-line=\"421-421\"><strong>\uac80\uc99d \ud504\ub808\uc784\uc6cc\ud06c<\/strong>: \ubaa8\ub378 \uc815\ud655\ub3c4\ub97c \uac80\uc99d\ud558\ub294 \ubc29\ubc95 \uc218\ub9bd<\/li>\n<li data-source-line=\"422-423\"><strong>\uc778\uc0ac\uc774\ud2b8 \ubc88\uc5ed<\/strong>: \ubaa8\ub378 \ucd9c\ub825\uc744 \uc791\uc5c5\uc73c\ub85c \uc804\ud658\ud558\ub294 \ud504\ub85c\uc138\uc2a4 \uc0dd\uc131<\/li>\n<\/ul>\n<h4 id=\"success-metrics-1\" tabindex=\"-1\" data-source-line=\"424-424\"><span class=\"ez-toc-section\" id=\"Success_Metrics-2\"><\/span>\uc131\uacf5 \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"426-430\">\n<li data-source-line=\"426-426\">30%+\ub85c \uae30\uc874 \uadc0\uc18d \ubc29\uc2dd\uc744 \ub2a5\uac00\ud558\ub294 \ubaa8\ub378 \uc815\ud655\ub3c4<\/li>\n<li data-source-line=\"427-427\">\ucd08\uae30 \ubaa8\ub378\uc758 \ud2b9\uc815 \ucd5c\uc801\ud654 \uad8c\uc7a5 \uc0ac\ud56d<\/li>\n<li data-source-line=\"428-428\">\uc2dc\ubc94 \uc9c0\uc5ed\uc5d0\uc11c \uce21\uc815 \uac00\ub2a5\ud55c \uc131\uacfc \uac1c\uc120<\/li>\n<li data-source-line=\"429-430\">\ucd08\uae30 AI \uacb0\uacfc\uc5d0 \ub300\ud55c \uc774\ud574 \uad00\uacc4\uc790\uc758 \uc2e0\ub8b0<\/li>\n<\/ul>\n<h3 id=\"phase-3%3A-expansion-and-integration\" tabindex=\"-1\" data-source-line=\"431-431\"><span class=\"ez-toc-section\" id=\"Phase_3_Expansion_and_Integration\"><\/span>3\ub2e8\uacc4: \ud655\uc7a5 \ubc0f \ud1b5\ud569<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"broadening-ai-attribution-scope\" tabindex=\"-1\" data-source-line=\"433-433\"><span class=\"ez-toc-section\" id=\"Broadening_AI_Attribution_Scope\"><\/span>AI \uc18d\uc131 \ubc94\uc704 \ud655\ub300<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc870\uc9c1 \uc804\uccb4\uc5d0 AI \uc18d\uc131\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"437-441\">\n<li data-source-line=\"437-437\"><strong>\ud06c\ub85c\uc2a4\ucc44\ub110 \ud655\uc7a5<\/strong>: \ubaa8\ub4e0 \uc8fc\uc694 \ub9c8\ucf00\ud305 \ucc44\ub110\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"438-438\"><strong>\uace0\uac1d \uc218\uba85 \uc8fc\uae30 \ubc94\uc704<\/strong>: \uc778\uc218\ub97c \ub118\uc5b4 \uc720\uc9c0 \ubc0f \uc131\uc7a5\uc73c\ub85c \ud655\uc7a5<\/li>\n<li data-source-line=\"439-439\"><strong>\uc6b4\uc601 \ud1b5\ud569<\/strong>: \uc77c\uc77c \uc6cc\ud06c\ud50c\ub85c\uc5d0 \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \ub0b4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"440-441\"><strong>\ud53c\ub4dc\ubc31 \ub8e8\ud504<\/strong>: \uacb0\uacfc\ub97c \ubbf8\ub798 \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud558\uae30 \uc704\ud55c \uba54\ucee4\ub2c8\uc998\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4 id=\"key-implementation-steps-2\" tabindex=\"-1\" data-source-line=\"442-442\"><span class=\"ez-toc-section\" id=\"Key_Implementation_Steps-3\"><\/span>\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"444-448\">\n<li data-source-line=\"444-444\"><strong>\uc885\ud569 \ubaa8\ub378<\/strong>: \ubaa8\ub4e0 \uc8fc\uc694 \ub9c8\ucf00\ud305 \ud65c\ub3d9\uc5d0 \ub300\ud55c \uadc0\uc18d\uc131 \ud655\uc7a5<\/li>\n<li data-source-line=\"445-445\"><strong>\uc790\ub3d9\ud654 \uac1c\ubc1c<\/strong>: \uc790\ub3d9\ud654\ub41c \uc778\uc0ac\uc774\ud2b8 \uc0dd\uc131 \ubc0f \ubc30\ud3ec<\/li>\n<li data-source-line=\"446-446\"><strong>\uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0 \ub3c4\uad6c<\/strong>: \ub9c8\ucf00\ud305 \ud300\uc774 \ud1b5\ucc30\ub825\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub294 \uc778\ud130\ud398\uc774\uc2a4 \uad6c\ucd95<\/li>\n<li data-source-line=\"447-448\"><strong>\ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4<\/strong>: \uadc0\uc18d \uacb0\uacfc\uc5d0 \ub530\ub77c \uc815\uae30\uc801\uc778 \ucd5c\uc801\ud654\ub97c \uc218\ub9bd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h4 id=\"success-metrics-2\" tabindex=\"-1\" data-source-line=\"449-449\"><span class=\"ez-toc-section\" id=\"Success_Metrics-3\"><\/span>\uc131\uacf5 \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"451-455\">\n<li data-source-line=\"451-451\">90%+ \ub9c8\ucf00\ud305 \ud22c\uc790\uc5d0 \ub300\ud55c \uadc0\uc18d \uc801\uc6a9 \ubc94\uc704<\/li>\n<li data-source-line=\"452-452\">\uc815\uae30\uc801\uc778 \uc790\ub3d9 \ucd5c\uc801\ud654 \uad8c\uc7a5 \uc0ac\ud56d<\/li>\n<li data-source-line=\"453-453\">\ubaa8\ub4e0 \ub9c8\ucf00\ud305 \uc774\ud574 \uad00\uacc4\uc790\uac00 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \uc18d\uc131 \ud1b5\ucc30\ub825<\/li>\n<li data-source-line=\"454-455\">\ucc44\ub110 \uc804\ubc18\uc5d0 \uac78\uccd0 \uce21\uc815 \uac00\ub2a5\ud55c \ub9c8\ucf00\ud305 \uc131\uacfc \uac1c\uc120<\/li>\n<\/ul>\n<h3 id=\"phase-4%3A-advanced-capabilities\" tabindex=\"-1\" data-source-line=\"456-456\"><span class=\"ez-toc-section\" id=\"Phase_4_Advanced_Capabilities\"><\/span>4\ub2e8\uacc4: \uace0\uae09 \uae30\ub2a5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"pushing-the-attribution-frontier\" tabindex=\"-1\" data-source-line=\"458-458\"><span class=\"ez-toc-section\" id=\"Pushing_the_Attribution_Frontier\"><\/span>\uadc0\uc18d\uc758 \uacbd\uacc4\ub97c \ub113\ud788\ub2e4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ucd5c\ucca8\ub2e8 AI \uc18d\uc131 \uae30\ub2a5 \uad6c\ud604:\n<ul data-source-line=\"462-466\">\n<li data-source-line=\"462-462\"><strong>\uc608\uce21\uc801 \uadc0\uc18d<\/strong>: \ubbf8\ub798 \uc9c0\ud5a5\uc801 \uadc0\uc18d \uc608\uce21<\/li>\n<li data-source-line=\"463-463\"><strong>\ucc98\ubc29\uc801 \uad8c\uc7a5 \uc0ac\ud56d<\/strong>: \uc790\ub3d9\ud654\ub41c \ucd5c\uc801\ud654 \uc81c\uc548<\/li>\n<li data-source-line=\"464-464\"><strong>\ud1b5\ud569 \uce21\uc815<\/strong>: \ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ubaa8\ub378\ub9c1\uacfc \uadc0\uc18d\uc131 \ud1b5\ud569<\/li>\n<li data-source-line=\"465-466\"><strong>\uc2e4\uc2dc\uac04 \uadc0\uc18d<\/strong>: \ubbfc\ucca9\ud55c \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uac70\uc758 \uc989\uac01\uc801\uc778 \uc18d\uc131 \ud1b5\ucc30\ub825<\/li>\n<\/ul>\n<h4 id=\"key-implementation-steps-3\" tabindex=\"-1\" data-source-line=\"467-467\"><span class=\"ez-toc-section\" id=\"Key_Implementation_Steps-4\"><\/span>\uc8fc\uc694 \uad6c\ud604 \ub2e8\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"469-473\">\n<li data-source-line=\"469-469\"><strong>\uace0\uae09 \uc54c\uace0\ub9ac\uc998 \ubc30\ud3ec<\/strong>: \uc815\uad50\ud55c \uc18d\uc131 \uae30\uc220 \uad6c\ud604<\/li>\n<li data-source-line=\"470-470\"><strong>\ud1b5\ud569 \uce21\uc815 \ud504\ub808\uc784\uc6cc\ud06c<\/strong>: \uadc0\uc18d\uc744 \ub2e4\ub978 \uce21\uc815 \uc811\uadfc \ubc29\uc2dd\uacfc \uc5f0\uacb0<\/li>\n<li data-source-line=\"471-471\"><strong>\uc790\ub3d9\ud654\ub41c \ucd5c\uc801\ud654<\/strong>: \uc790\ub3d9 \uc608\uc0b0 \uc870\uc815\uc744 \uc704\ud55c \uc2dc\uc2a4\ud15c \uac1c\ubc1c<\/li>\n<li data-source-line=\"472-473\"><strong>\uc9c0\uc18d\uc801\uc778 \ud559\uc2b5 \ubaa8\ub378<\/strong>: \uc790\uccb4 \uac1c\uc120 \uadc0\uc18d \uc2dc\uc2a4\ud15c \uad6c\ud604<\/li>\n<\/ul>\n<h4 id=\"success-metrics-3\" tabindex=\"-1\" data-source-line=\"474-474\"><span class=\"ez-toc-section\" id=\"Success_Metrics-4\"><\/span>\uc131\uacf5 \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"476-480\">\n<li data-source-line=\"476-476\">\uadc0\uc18d \uc608\uce21\uc744 \uc704\ud55c 80%+\uc758 \uc608\uce21 \uc815\ud655\ub3c4<\/li>\n<li data-source-line=\"477-477\">\uc644\uc804 \uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \ucd5c\uc801\ud654 \uad8c\uc7a5 \uc0ac\ud56d<\/li>\n<li data-source-line=\"478-478\">\uc804\uc220\uc801 \ubc0f \uc804\ub7b5\uc801 \uce21\uc815\uc5d0 \ub300\ud55c \ud1b5\ud569\ub41c \uad00\uc810<\/li>\n<li data-source-line=\"479-480\">\uc5c5\uacc4 \ubca4\uce58\ub9c8\ud06c\ub97c \ub6f0\uc5b4\ub118\ub294 \ub9c8\ucf00\ud305 \uc131\uacfc \uac1c\uc120<\/li>\n<\/ul>\n<h3 id=\"technology-considerations\" tabindex=\"-1\" data-source-line=\"481-481\"><span class=\"ez-toc-section\" id=\"Technology_Considerations\"><\/span>\uae30\uc220 \uace0\ub824 \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc18d\uc131\uc744 \uad6c\ud604\ud558\ub294 \uc870\uc9c1\uc740 \uc5ec\ub7ec \uae30\uc220 \uad6c\uc131 \uc694\uc18c\ub97c \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.\n<h4 id=\"data-integration-platforms\" tabindex=\"-1\" data-source-line=\"485-485\"><span class=\"ez-toc-section\" id=\"Data_Integration_Platforms\"><\/span>\ub370\uc774\ud130 \ud1b5\ud569 \ud50c\ub7ab\ud3fc<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc5f0\uacb0\ud558\ub294 \ub370 \uc911\uc694:\n<ul data-source-line=\"489-493\">\n<li data-source-line=\"489-489\"><strong>\uace0\uac1d \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc(CDP)<\/strong>: \uace0\uac1d \ub370\uc774\ud130 \ud1b5\ud569\uc744 \uc704\ud574 \uc124\uacc4\ub41c \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"490-490\"><strong>\ub370\uc774\ud130\uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uc194\ub8e8\uc158<\/strong>: \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc800\uc7a5\ud558\uace0 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"491-491\"><strong>ETL\/ELT \ub3c4\uad6c<\/strong>: \ub370\uc774\ud130 \ucd94\ucd9c, \ubcc0\ud658, \ub85c\ub529 \uae30\uc220<\/li>\n<li data-source-line=\"492-493\"><strong>API \ud1b5\ud569 \ud50c\ub7ab\ud3fc<\/strong>: \ub2e4\uc591\ud55c \ub9c8\ucf00\ud305 \uae30\uc220\uc744 \uc5f0\uacb0\ud558\ub294 \uc2dc\uc2a4\ud15c<\/li>\n<\/ul>\n<h4 id=\"analysis-and-modeling-tools\" tabindex=\"-1\" data-source-line=\"494-494\"><span class=\"ez-toc-section\" id=\"Analysis_and_Modeling_Tools\"><\/span>\ubd84\uc11d \ubc0f \ubaa8\ub378\ub9c1 \ub3c4\uad6c<span class=\"ez-toc-section-end\"><\/span><\/h4>\nAI \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ubc30\ud3ec\ud558\uae30 \uc704\ud55c \uae30\uc220:\n<ul data-source-line=\"498-502\">\n<li data-source-line=\"498-498\"><strong>\ub9c8\ucf00\ud305 \ubd84\uc11d \ud50c\ub7ab\ud3fc<\/strong>: \ub9c8\ucf00\ud305 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \uc804\ubb38 \ub3c4\uad6c<\/li>\n<li data-source-line=\"499-499\"><strong>\uba38\uc2e0 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c<\/strong>: \uc0ac\uc6a9\uc790 \uc815\uc758 \ubaa8\ub378\uc744 \uc704\ud55c \uac1c\ubc1c \ud658\uacbd<\/li>\n<li data-source-line=\"500-500\"><strong>AutoML \ud50c\ub7ab\ud3fc<\/strong>: \ubaa8\ub378 \uc0dd\uc131 \ubc0f \ubc30\ud3ec\ub97c \uc704\ud55c \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"501-502\"><strong>\uc2dc\uac01\ud654 \ub3c4\uad6c<\/strong>: \uc18d\uc131 \ud1b5\ucc30\ub825 \uc804\ub2ec\uc744 \uc704\ud55c \uc194\ub8e8\uc158<\/li>\n<\/ul>\n<h4 id=\"implementation-partners\" tabindex=\"-1\" data-source-line=\"503-503\"><span class=\"ez-toc-section\" id=\"Implementation_Partners\"><\/span>\uad6c\ud604 \ud30c\ud2b8\ub108<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ub9ce\uc740 \uc870\uc9c1\uc774 \uc678\ubd80 \uc804\ubb38 \uc9c0\uc2dd\uc73c\ub85c\ubd80\ud130 \uc774\uc775\uc744 \uc5bb\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"507-511\">\n<li data-source-line=\"507-507\"><strong>\uadc0\uc18d \uc804\ubb38\uac00<\/strong>: \uc18d\uc131 \uc194\ub8e8\uc158\uc5d0 \ud2b9\ud654\ub41c \ud68c\uc0ac<\/li>\n<li data-source-line=\"508-508\"><strong>\ub9c8\ucf00\ud305 \ubd84\uc11d \uae30\uad00<\/strong>: \ub354 \uad11\ubc94\uc704\ud55c \ubd84\uc11d \uae30\ub2a5\uc744 \uac16\ucd98 \ud30c\ud2b8\ub108<\/li>\n<li data-source-line=\"509-509\"><strong>\uae30\uc220 \uacf5\uae09\uc5c5\uccb4<\/strong>: \uc804\ubb38\ud654\ub41c \uc18d\uc131 \ud50c\ub7ab\ud3fc\uc744 \uc81c\uacf5\ud558\ub294 \ud68c\uc0ac<\/li>\n<li data-source-line=\"510-511\"><strong>\uacbd\uc601 \ucee8\uc124\ud134\ud2b8<\/strong>: \ub354 \uad11\ubc94\uc704\ud55c \ubcc0\ud601 \ub178\ub825\uc744 \ub3d5\ub294 \ud68c\uc0ac<\/li>\n<\/ul>\n\uc99d\ubd84 \uac00\uce58 \uc804\ub2ec\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uc774 \uad6c\ud604 \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ec%a0%81%ec%a0%88%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ed%98%84%ec%9d%84-%ec%9c%84%ed%95%9c-roi\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc801\uc808\ud55c \ub9c8\ucf00\ud305 \uc18d\uc131 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc758 ROI<\/a>\u00a0\uac01 \ub2e8\uacc4\uac00 \uce21\uc815 \uac00\ub2a5\ud55c \ube44\uc988\ub2c8\uc2a4 \uc774\uc810\uc744 \uc81c\uacf5\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud568\uc73c\ub85c\uc368.\n<h2 id=\"organizational-considerations-for-ai-attribution\" tabindex=\"-1\" data-source-line=\"514-514\"><span class=\"ez-toc-section\" id=\"Organizational_Considerations_for_AI_Attribution\"><\/span>AI \uc18d\uc131\uc5d0 \ub300\ud55c \uc870\uc9c1\uc801 \uace0\ub824 \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uae30\uc220\ub9cc\uc73c\ub85c\ub294 AI \uadc0\uc18d\uc758 \uc131\uacf5\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc5c6\uc73c\uba70, \uc870\uc9c1\uc801 \uc694\uc18c\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\ub85c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.\n<h3 id=\"skills-and-team-structure\" tabindex=\"-1\" data-source-line=\"518-518\"><span class=\"ez-toc-section\" id=\"Skills_and_Team_Structure\"><\/span>\uae30\uc220 \ubc0f \ud300 \uad6c\uc870<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ud6a8\uacfc\uc801\uc778 AI \uc18d\uc131\uc5d0\ub294 \ud2b9\uc815 \uae30\ub2a5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"critical-skills\" tabindex=\"-1\" data-source-line=\"522-522\"><span class=\"ez-toc-section\" id=\"Critical_Skills\"><\/span>\uc911\uc694\ud55c \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"524-529\">\n<li data-source-line=\"524-524\"><strong>\ub370\uc774\ud130 \uacfc\ud559<\/strong>: \ud1b5\uacc4 \ubaa8\ub378\ub9c1 \ubc0f \uba38\uc2e0 \ub7ec\ub2dd \uc804\ubb38\uc131<\/li>\n<li data-source-line=\"525-525\"><strong>\ub9c8\ucf00\ud305 \ubd84\uc11d<\/strong>: \ub9c8\ucf00\ud305 \uc131\uacfc \uce21\uc815\uc758 \uc774\ud574<\/li>\n<li data-source-line=\"526-526\"><strong>\ub9c8\ucf00\ud305 \uc804\ub7b5<\/strong>: \uc18d\uc131 \ud1b5\ucc30\ub825\uc774 \uc758\uc0ac \uacb0\uc815\uc744 \uc5b4\ub5bb\uac8c \ucd09\uc9c4\ud558\ub294\uc9c0\uc5d0 \ub300\ud55c \uc9c0\uc2dd<\/li>\n<li data-source-line=\"527-527\"><strong>\ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/strong>: \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f \ucc98\ub9ac \uae30\ub2a5<\/li>\n<li data-source-line=\"528-529\"><strong>\ube44\uc988\ub2c8\uc2a4 \ubc88\uc5ed<\/strong>: \uae30\uc220\uc801 \ud1b5\ucc30\ub825\uc744 \ube44\uc988\ub2c8\uc2a4 \ud65c\ub3d9\uc73c\ub85c \uc804\ud658\ud558\ub294 \ub2a5\ub825<\/li>\n<\/ul>\n<h4 id=\"team-models\" tabindex=\"-1\" data-source-line=\"530-530\"><span class=\"ez-toc-section\" id=\"Team_Models\"><\/span>\ud300 \ubaa8\ub378<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc870\uc9c1\uc5d0\uc11c\ub294 AI \uc18d\uc131 \ud300\uc5d0 \uc5ec\ub7ec \uac00\uc9c0 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"534-538\">\n<li data-source-line=\"534-534\"><strong>\uc911\uc559 \uc9d1\uc911\uc2dd \ubd84\uc11d<\/strong>: \ubaa8\ub4e0 \ub9c8\ucf00\ud305 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ub2e8\uc77c \ud300<\/li>\n<li data-source-line=\"535-535\"><strong>\uc784\ubca0\ub514\ub4dc \ubd84\uc11d\uac00<\/strong>: \uac1c\ubcc4 \ub9c8\ucf00\ud305 \ud300 \ub0b4 \uc804\ubb38\uac00<\/li>\n<li data-source-line=\"536-536\"><strong>\uc6b0\uc218\uc131\uc758 \uc911\uc2ec<\/strong>: \ub0b4\uc7a5\ub41c \ud655\uc7a5 \uae30\ub2a5\uc744 \uac16\ucd98 \ud575\uc2ec \ud300<\/li>\n<li data-source-line=\"537-538\"><strong>\ud558\uc774\ube0c\ub9ac\ub4dc \uc811\uadfc \ubc29\uc2dd<\/strong>: \uc911\uc559 \uc804\ubb38 \uc9c0\uc2dd\uacfc \ubd84\uc0b0\ub41c \uc5ed\ub7c9\uc758 \uacb0\ud569<\/li>\n<\/ul>\n\uace0\uc720\ud55c \uadc0\uc18d \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud55c B2B \uc870\uc9c1\uc758 \uacbd\uc6b0 \ub2e4\uc74c\uc5d0 \uc124\uba85\ub41c \ud2b9\uc815 \ud300 \uad6c\uc870\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-b2b-%ea%b3%a0%ec%9c%a0-%ea%b3%bc%ec%a0%9c-%ec%86%94%eb%a3%a8%ec%85%98\/\" target=\"_blank\" rel=\"noopener noreferrer\">B2B\ub97c \uc704\ud55c \ub9c8\ucf00\ud305 \uc18d\uc131: \uace0\uc720\ud55c \uacfc\uc81c\uc640 \ud574\uacb0\ucc45<\/a>\u00a0\uadc0\uc911\ud55c \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<h3 id=\"change-management\" tabindex=\"-1\" data-source-line=\"541-541\"><span class=\"ez-toc-section\" id=\"Change_Management\"><\/span>\ubcc0\ud654 \uad00\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc18d\uc131\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\ub824\uba74 \uc870\uc9c1\uc801 \uc801\uc751\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"stakeholder-alignment\" tabindex=\"-1\" data-source-line=\"545-545\"><span class=\"ez-toc-section\" id=\"Stakeholder_Alignment\"><\/span>\uc774\ud574 \uad00\uacc4\uc790 \uc815\ub82c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"547-551\">\n<li data-source-line=\"547-547\"><strong>\uc784\uc6d0 \ud6c4\uc6d0<\/strong>: AI \uc18d\uc131\uc5d0 \ub300\ud55c \ub9ac\ub354\uc2ed \uc9c0\uc6d0 \ud655\ubcf4<\/li>\n<li data-source-line=\"548-548\"><strong>\uae30\ub2a5 \uac04 \ucc38\uc5ec<\/strong>: \ub9c8\ucf00\ud305, \ubd84\uc11d, \uc7ac\ubb34 \ubc0f IT \ud300 \uc815\ub82c<\/li>\n<li data-source-line=\"549-549\"><strong>\uae30\ub300 \uc124\uc815<\/strong>: \ud604\uc2e4\uc801\uc778 \ud0c0\uc784\ub77c\uc778\uacfc \uacb0\uacfc \uc218\ub9bd<\/li>\n<li data-source-line=\"550-551\"><strong>\uac00\uce58 \uc99d\uba85<\/strong>: \ucd08\uae30 \uc2b9\ub9ac\ub97c \ud1b5\ud574 \ucd94\uc9c4\ub825\uc744 \uad6c\ucd95<\/li>\n<\/ul>\n<h4 id=\"adoption-strategies\" tabindex=\"-1\" data-source-line=\"552-552\"><span class=\"ez-toc-section\" id=\"Adoption_Strategies\"><\/span>\uc785\uc591 \uc804\ub7b5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"554-558\">\n<li data-source-line=\"554-554\"><strong>\ub2e8\uacc4\uc801 \uad6c\ud604<\/strong>: AI \uc18d\uc131 \uae30\ub2a5 \uc810\uc9c4\uc801 \ub3c4\uc785<\/li>\n<li data-source-line=\"555-555\"><strong>\ubcd1\ub82c \ubcf4\uace0<\/strong>: \uc804\ud658 \uc911\uc5d0 \uc0c8 \uc18d\uc131 \ubc29\ubc95\uacfc \uae30\uc874 \uc18d\uc131 \ubc29\ubc95\uc744 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589<\/li>\n<li data-source-line=\"556-556\"><strong>\uad50\uc721 \ubc0f \uc9c0\uc6d0<\/strong>: \uc0c8\ub85c\uc6b4 \ud1b5\ucc30\ub825\uc744 \ud65c\uc6a9\ud558\uae30 \uc704\ud55c \ud300 \uc5ed\ub7c9 \uac1c\ubc1c<\/li>\n<li data-source-line=\"557-558\"><strong>\uc131\uacf5 \ucd95\ud558<\/strong>: \ucc44\ud0dd \ubc0f \uacb0\uacfc \uc778\uc2dd \ubc0f \ubcf4\uc0c1<\/li>\n<\/ul>\n<h4 id=\"common-challenges\" tabindex=\"-1\" data-source-line=\"559-559\"><span class=\"ez-toc-section\" id=\"Common_Challenges\"><\/span>\uc77c\ubc18\uc801\uc778 \uacfc\uc81c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"561-565\">\n<li data-source-line=\"561-561\"><strong>\ube14\ub799\ubc15\uc2a4 \uc800\ud56d<\/strong>: \ub0b4\ubd80\ub97c \ubcfc \uc218 \uc5c6\ub294 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc5d0 \ub300\ud55c \ud68c\uc758\ub860<\/li>\n<li data-source-line=\"562-562\"><strong>\ud604\uc0c1 \uc720\uc9c0 \ud3b8\ud5a5<\/strong>: \uc775\uc219\ud55c \uadc0\uc18d \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \uc120\ud638\ub3c4<\/li>\n<li data-source-line=\"563-563\"><strong>\uce21\uc815 \uc815\uce58<\/strong>: \uc0c8\ub85c\uc6b4 \uadc0\uc18d\uc774 \uc778\uc2dd\ub41c \uc131\uacfc\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uc9c0\uc5d0 \ub300\ud55c \uc6b0\ub824<\/li>\n<li data-source-line=\"564-565\"><strong>\ud589\ub3d9 \ub9c8\ube44<\/strong>: \ubcf5\uc7a1\ud55c \ud1b5\ucc30\ub825\uc744 \uba85\ud655\ud55c \ud589\ub3d9\uc73c\ub85c \uc804\ud658\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0<\/li>\n<\/ul>\n<h3 id=\"governance-and-ethics\" tabindex=\"-1\" data-source-line=\"566-566\"><span class=\"ez-toc-section\" id=\"Governance_and_Ethics\"><\/span>\uac70\ubc84\ub10c\uc2a4\uc640 \uc724\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc18d\uc131\uc5d0\ub294 \uc2e0\uc911\ud55c \uac70\ubc84\ub10c\uc2a4 \uc811\uadfc \ubc29\uc2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"governance-framework\" tabindex=\"-1\" data-source-line=\"570-570\"><span class=\"ez-toc-section\" id=\"Governance_Framework\"><\/span>\uac70\ubc84\ub10c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"572-576\">\n<li data-source-line=\"572-572\"><strong>\uac10\ub3c5 \uad6c\uc870<\/strong>: \uadc0\uc18d \uac70\ubc84\ub10c\uc2a4\ub97c \ub2f4\ub2f9\ud558\ub294 \uc704\uc6d0\ud68c \ub610\ub294 \ud300<\/li>\n<li data-source-line=\"573-573\"><strong>\ubaa8\ub378 \uac80\uc99d<\/strong>: \ubaa8\ub378 \uc815\ud655\ub3c4 \ubc0f \uc2e0\ub8b0\uc131 \uac80\uc99d \ud504\ub85c\uc138\uc2a4<\/li>\n<li data-source-line=\"574-574\"><strong>\uc9c0\uc18d\uc801\uc778 \ud3c9\uac00<\/strong>: \uadc0\uc778 \ud6a8\uacfc\uc5d0 \ub300\ud55c \uc815\uae30\uc801\uc778 \ud3c9\uac00<\/li>\n<li data-source-line=\"575-576\"><strong>\ubb38\uc11c\ud654 \ud45c\uc900<\/strong>: \ubaa8\ub378 \ubb38\uc11c\ud654 \ubc0f \ud22c\uba85\uc131 \uc694\uad6c \uc0ac\ud56d<\/li>\n<\/ul>\n<h4 id=\"ethical-considerations\" tabindex=\"-1\" data-source-line=\"577-577\"><span class=\"ez-toc-section\" id=\"Ethical_Considerations\"><\/span>\uc724\ub9ac\uc801 \uace0\ub824 \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"579-583\">\n<li data-source-line=\"579-579\"><strong>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc900\uc218<\/strong>: \uadc0\uc18d\uc774 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815 \ubc0f \uc120\ud638\ub3c4\ub97c \uc874\uc911\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"580-580\"><strong>\ud3b8\uacac \uc644\ud654<\/strong>: \uadc0\uc18d \ubaa8\ub378\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud3b8\ud5a5 \ubc29\uc9c0<\/li>\n<li data-source-line=\"581-581\"><strong>\ud22c\uba85\ub3c4<\/strong>: \ubaa8\ub378\uc774 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \uac00\uc2dc\uc131 \uc81c\uacf5<\/li>\n<li data-source-line=\"582-583\"><strong>\ub370\uc774\ud130 \ucc45\uc784<\/strong>: \uace0\uac1d \ub370\uc774\ud130\ub97c \uc724\ub9ac\uc801\uc774\uace0 \ucc45\uc784\uac10 \uc788\uac8c \uc0ac\uc6a9\ud558\uae30<\/li>\n<\/ul>\n<h2 id=\"the-future-of-ai-attribution\" tabindex=\"-1\" data-source-line=\"584-584\"><span class=\"ez-toc-section\" id=\"The_Future_of_AI_Attribution\"><\/span>AI \uc18d\uc131\uc758 \ubbf8\ub798<span class=\"ez-toc-section-end\"><\/span><\/h2>\nAI\uc640 \uc18d\uc131 \uae30\uc220\uc774 \uacc4\uc18d \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uba87 \uac00\uc9c0 \uc911\uc694\ud55c \ucd94\uc138\uac00 \ub098\ud0c0\ub098\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<h3 id=\"privacy-first-attribution\" tabindex=\"-1\" data-source-line=\"588-588\"><span class=\"ez-toc-section\" id=\"Privacy-First_Attribution\"><\/span>\uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \uadc0\uc18d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uadc0\uc18d\uc758 \ubbf8\ub798\ub294 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ub97c \uac15\uc870\ud560 \uac83\uc785\ub2c8\ub2e4.\n<ul data-source-line=\"592-596\">\n<li data-source-line=\"592-592\"><strong>\uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 ML<\/strong>: \ub370\uc774\ud130\ub97c \ube44\uacf5\uac1c\ub85c \uc720\uc9c0\ud558\ub294 \uc5f0\ud569 \ud559\uc2b5\uacfc \uac19\uc740 \uae30\uc220<\/li>\n<li data-source-line=\"593-593\"><strong>\ub3d9\uc758 \uc911\uc2ec \ub514\uc790\uc778<\/strong>: \uba85\uc2dc\uc801\uc778 \uc0ac\uc6a9\uc790 \uad8c\ud55c\uc744 \uc911\uc2ec\uc73c\ub85c \uad6c\ucd95\ub41c \uc18d\uc131<\/li>\n<li data-source-line=\"594-594\"><strong>\uc9d1\uacc4 \uce21\uc815<\/strong>: \uac1c\uc778 \uc218\uc900\uc5d0\uc11c \uadf8\ub8f9 \uc218\uc900\uc73c\ub85c\uc758 \uadc0\uc18d \uc804\ud658<\/li>\n<li data-source-line=\"595-596\"><strong>\ud37c\uc2a4\ud2b8\ud30c\ud2f0 \uc911\uc2ec<\/strong>: \uc81c3\uc790 \uc18c\uc2a4\ubcf4\ub2e4\ub294 \uc790\uccb4 \ub370\uc774\ud130\uc5d0 \ub354 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c\uc5d0 \uc124\uba85\ub41c \uc804\ub7b5\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ec%bf%a0%ed%82%a4-%ec%8b%9c%eb%8c%80-%ec%9d%b4%ed%9b%84-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ec%a0%84%eb%9e%b5-2025\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ucfe0\ud0a4 \uc774\ud6c4 \uc2dc\ub300\uc758 \ub9c8\ucf00\ud305 \uc18d\uc131: 2025\ub144\uc744 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc804\ub7b5<\/a>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubcc0\ud654 \uc18d\uc5d0\uc11c \uc18d\uc131 \ubcf5\uc6d0\ub825\uc744 \uac15\uc870\ud569\ub2c8\ub2e4.\n<h3 id=\"real-time-attribution\" tabindex=\"-1\" data-source-line=\"599-599\"><span class=\"ez-toc-section\" id=\"Real-Time_Attribution\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uadc0\uc18d\uc774 \uc810\uc810 \ub354 \uc989\uac01\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"603-607\">\n<li data-source-line=\"603-603\"><strong>\uc2a4\ud2b8\ub9ac\ubc0d \uc18d\uc131<\/strong>: \uc2e4\uc2dc\uac04\uc5d0 \uac00\uae4c\uc6b4 \uc18d\uc131 \ud1b5\ucc30\ub825<\/li>\n<li data-source-line=\"604-604\"><strong>\ub3d9\uc801 \ucd5c\uc801\ud654<\/strong>: \uc989\uac01\uc801\uc778 \uc608\uc0b0 \ubc0f \ud0c0\uac9f\ud305 \uc870\uc815<\/li>\n<li data-source-line=\"605-605\"><strong>\uc9c0\uc18d\uc801\uc778 \uc2e4\ud5d8<\/strong>: \uc9c0\uc18d\uc801\uc778 \ud14c\uc2a4\ud2b8\uc640 \ud559\uc2b5<\/li>\n<li data-source-line=\"606-607\"><strong>\uc801\uc751\ud615 \ubaa8\ub378\ub9c1<\/strong>: \uc0c8\ub85c\uc6b4 \uace0\uac1d \uc0c1\ud638 \uc791\uc6a9\ub9c8\ub2e4 \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \ubaa8\ub378<\/li>\n<\/ul>\n<h3 id=\"unified-measurement\" tabindex=\"-1\" data-source-line=\"608-608\"><span class=\"ez-toc-section\" id=\"Unified_Measurement\"><\/span>\ud1b5\ud569 \uce21\uc815<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uadc0\uc18d\uc740 \ub2e4\ub978 \uce21\uc815 \uc811\uadfc \ubc29\uc2dd\uacfc \ud1b5\ud569\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"612-616\">\n<li data-source-line=\"612-612\"><strong>\uc18d\uc131 + MMM \ud1b5\ud569<\/strong>: \uc0ac\uc6a9\uc790 \uc218\uc900 \uce21\uc815\uacfc \uc9d1\uacc4 \uce21\uc815 \uacb0\ud569<\/li>\n<li data-source-line=\"613-613\"><strong>\ube0c\ub79c\ub4dc + \ud37c\ud3ec\uba3c\uc2a4 \ud1b5\ud569<\/strong>: \uc7a5\uae30 \ubc0f \ub2e8\uae30 \ub9c8\ucf00\ud305 \ud6a8\uacfc \uc5f0\uacb0<\/li>\n<li data-source-line=\"614-614\"><strong>\uc628\ub77c\uc778 + \uc624\ud504\ub77c\uc778 \ud1b5\ud569<\/strong>: \ub514\uc9c0\ud138\uacfc \ubb3c\ub9ac\uc801 \uce21\uc815\uc744 \ud1b5\ud55c \uc6d0\ud65c\ud55c \uce21\uc815<\/li>\n<li data-source-line=\"615-616\"><strong>\uace0\uac1d \uacbd\ud5d8 \uce21\uc815<\/strong>: \ub9c8\ucf00\ud305\uc744 \ub354 \uad11\ubc94\uc704\ud55c \uacbd\ud5d8 \uc9c0\ud45c\uc5d0 \uc5f0\uacb0<\/li>\n<\/ul>\n<h3 id=\"autonomous-marketing\" tabindex=\"-1\" data-source-line=\"617-617\"><span class=\"ez-toc-section\" id=\"Autonomous_Marketing\"><\/span>\uc790\uc728 \ub9c8\ucf00\ud305<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uac00\uc7a5 \uc9c4\ubcf4\ub41c AI \uc18d\uc131\uc740 \uc790\uc728\uc801 \ucd5c\uc801\ud654\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.\n<ul data-source-line=\"621-625\">\n<li data-source-line=\"621-621\"><strong>\uc790\uccb4 \ucd5c\uc801\ud654 \ucea0\ud398\uc778<\/strong>: \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uae30\ubc18\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uc870\uc815\ub418\ub294 \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"622-622\"><strong>AI \uae30\ubc18 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uc120\ud0dd<\/strong>: \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uc694\uc18c\ub97c \uc790\ub3d9\uc73c\ub85c \uc120\ud0dd<\/li>\n<li data-source-line=\"623-623\"><strong>\ub3d9\uc801 \uc5ec\uc815 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/strong>: \uc2e4\uc2dc\uac04 \uace0\uac1d \uc5ec\uc815 \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"624-625\"><strong>\uc608\uce21 \uc608\uc0b0 \ud560\ub2f9<\/strong>: \uc608\uc0c1 \uacb0\uacfc\uc5d0 \ub530\ub978 \uc790\ub3d9 \uc9c0\ucd9c \uc870\uc815<\/li>\n<\/ul>\n<h2 id=\"expert-perspectives%3A-the-future-of-ai-attribution\" tabindex=\"-1\" data-source-line=\"626-626\"><span class=\"ez-toc-section\" id=\"Expert_Perspectives_The_Future_of_AI_Attribution\"><\/span>\uc804\ubb38\uac00 \uad00\uc810: AI \uc18d\uc131\uc758 \ubbf8\ub798<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc5c5\uacc4 \ub9ac\ub354\ub4e4\uc774 AI\uac00 \uc18d\uc131 \ubd84\uc11d\uc744 \uc5b4\ub5bb\uac8c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uacac\ud574\ub97c \uacf5\uc720\ud569\ub2c8\ub2e4.\n<h3 id=\"from-measurement-to-prediction\" tabindex=\"-1\" data-source-line=\"630-630\"><span class=\"ez-toc-section\" id=\"From_Measurement_to_Prediction\"><\/span>\uce21\uc815\uc5d0\uc11c \uc608\uce21\uae4c\uc9c0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n&quot;AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ud765\ubbf8\ub85c\uc6b4 \ubc1c\uc804\uc740 \ub2e8\uc21c\ud788 \ubc1c\uc0dd\ud55c \uc77c\uc744 \ub354 \uc815\ud655\ud558\uac8c \uce21\uc815\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc55e\uc73c\ub85c \ubc1c\uc0dd\ud560 \uc77c\uc744 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \ud55c \uc720\uba85 \ub9ac\ud14c\uc77c \ube0c\ub79c\ub4dc\uc758 \ucd5c\uace0 \ubd84\uc11d \ucc45\uc784\uc790(CAO)\uc778 \ub9c8\uc774\ud074 \uccb8\uc740 \uc124\uba85\ud569\ub2c8\ub2e4. &quot;\uc6b0\ub9ac\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uacfc\uac70 \uc9c0\ud5a5\uc801\uc778 \uc131\uacfc\ud45c\uc5d0\uc11c \ubbf8\ub798 \uc9c0\ud5a5\uc801\uc778 \uc804\ub7b5 \ub3c4\uad6c\ub85c \uc804\ud658\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc608\uce21 \uae30\ub2a5\uc740 \ub9c8\ucf00\ud305\uc744 \uacc4\ud68d\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\uc2dd\uc744 \ud601\uc2e0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.&quot;\n<h3 id=\"the-end-of-channel-centric-thinking\" tabindex=\"-1\" data-source-line=\"634-634\"><span class=\"ez-toc-section\" id=\"The_End_of_Channel-Centric_Thinking\"><\/span>\ucc44\ub110 \uc911\uc2ec\uc801 \uc0ac\uace0\uc758 \uc885\ub9d0<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAttrisight\uc758 \ub9c8\ucf00\ud305 \uacfc\ud559 \ucc45\uc784\uc790\uc778 \uc0ac\ub77c \uc874\uc2a8 \ubc15\uc0ac\ub294 &quot;AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ub355\ubd84\uc5d0 \ub9c8\uce68\ub0b4 \ucc44\ub110 \uc911\uc2ec\uc801\uc778 \uc0ac\uace0\ubc29\uc2dd\uc5d0\uc11c \ubc97\uc5b4\ub0a0 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4. &quot;\uc5b4\ub5a4 \ucc44\ub110\uc774 \uacf5\uc744 \ucc28\uc9c0\ud574\uc57c \ud558\ub294\uc9c0 \ubb3b\ub294 \ub300\uc2e0, \uc774\uc81c \ubcf5\uc7a1\ud55c \uc0c1\ud638\uc791\uc6a9 \ud328\ud134\uc744 \uc774\ud574\ud558\uace0 \uc804\uccb4 \uace0\uac1d \uc5ec\uc815\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AI\ub294 \uc870\uc9c1\uc758 \uc0ac\uc77c\ub85c\uc5d0 \uc2e0\uacbd \uc4f0\uc9c0 \uc54a\uace0, \uc5b4\ub5a4 \uc811\uc810 \uc870\ud569\uc774 \ucd5c\uc0c1\uc758 \uacb0\uacfc\ub97c \uac00\uc838\uc624\ub294\uc9c0 \ud30c\uc545\ud569\ub2c8\ub2e4.&quot;\n<h3 id=\"beyond-marketing-measurement\" tabindex=\"-1\" data-source-line=\"638-638\"><span class=\"ez-toc-section\" id=\"Beyond_Marketing_Measurement\"><\/span>\ub9c8\ucf00\ud305 \uce21\uc815\uc744 \ub118\uc5b4\uc11c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n&quot;\uac00\uc7a5 \uc815\uad50\ud55c \uae30\uc5c5\ub4e4\uc740 AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ub9c8\ucf00\ud305 \uce21\uc815\uc744 \ub118\uc5b4 \ube44\uc988\ub2c8\uc2a4 \ucd5c\uc801\ud654\uae4c\uc9c0 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \uc120\ub3c4\uc801\uc778 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ucee8\uc124\ud134\ud2b8\uc778 \ub370\uc774\ube44\ub4dc \uc70c\ub9ac\uc5c4\uc2a4\ub294 \ub9d0\ud569\ub2c8\ub2e4. &quot;\uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\ud488 \uac1c\ubc1c, \uac00\uaca9 \ucc45\uc815, \uc720\ud1b5 \ubc0f \uae30\ud0c0 \ube44\uc988\ub2c8\uc2a4 \uae30\ub2a5\uc5d0 \uc5f0\uacb0\ud558\uba74 \ub9c8\ucf00\ud305\ubfd0 \uc544\ub2c8\ub77c \ube44\uc988\ub2c8\uc2a4 \uc804\uccb4\uac00 \ucd5c\uc801\ud654\ub418\uae30 \uc2dc\uc791\ud569\ub2c8\ub2e4. \ubc14\ub85c \uc5ec\uae30\uc5d0 \ud601\uc2e0\uc801\uc778 \uac00\uce58\uac00 \uc788\uc2b5\ub2c8\ub2e4.&quot;\n<h3 id=\"the-human-ai-partnership\" tabindex=\"-1\" data-source-line=\"642-642\"><span class=\"ez-toc-section\" id=\"The_Human-AI_Partnership\"><\/span>\uc778\uac04-AI \ud30c\ud2b8\ub108\uc2ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uae00\ub85c\ubc8c \ubbf8\ub514\uc5b4 \uc5d0\uc774\uc804\uc2dc\uc758 \ubd84\uc11d \ub2f4\ub2f9 \ubd80\uc0ac\uc7a5\uc778 \uc5d0\ubc00\ub9ac \ub85c\ub4dc\ub9ac\uac8c\uc2a4\ub294 &quot;\ubbf8\ub798\ub294 AI\uac00 \uc18d\uc131 \ubd84\uc11d\uc5d0\uc11c \uc778\uac04\uc758 \ud310\ub2e8\uc744 \ub300\uccb4\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, AI\uc640 \uc778\uac04 \uac04\uc758 \uac15\ub825\ud55c \ud30c\ud2b8\ub108\uc2ed\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \uac15\uc870\ud569\ub2c8\ub2e4. &quot;AI\ub294 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc5d0\uc11c \uc778\uac04\uc774 \ubc1c\uacac\ud560 \uc218 \uc5c6\ub294 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \ubc18\uba74, \uc778\uac04\uc740 \ubaa8\ub378\uc774 \uc81c\uacf5\ud558\uc9c0 \ubabb\ud558\ub294 \uc804\ub7b5\uc801 \ub9e5\ub77d\uacfc \ube44\uc988\ub2c8\uc2a4 \uc774\ud574\ub3c4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. AI\uc640 \uc778\uac04 \uc804\ubb38\uac00 \uac04\uc758 \ud6a8\uacfc\uc801\uc778 \ud611\uc5c5\uc744 \uad6c\ucd95\ud558\ub294 \uc870\uc9c1\uc740 \ucd5c\uace0\uc758 \uc131\uacfc\ub97c \ub2ec\uc131\ud560 \uac83\uc785\ub2c8\ub2e4.&quot;\n<h2 id=\"faqs\" tabindex=\"-1\" data-source-line=\"646-646\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"how-accurate-are-ai-based-attribution-models-compared-to-traditional-approaches%3F\" tabindex=\"-1\" data-source-line=\"648-648\"><span class=\"ez-toc-section\" id=\"How_accurate_are_AI-based_attribution_models_compared_to_traditional_approaches\"><\/span>AI \uae30\ubc18 \uadc0\uc18d \ubaa8\ub378\uc740 \uae30\uc874 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ube44\ud574 \uc5bc\ub9c8\ub098 \uc815\ud655\ud569\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uae30\uc5ec \ubaa8\ub378\uc740 \uc81c\ub300\ub85c \uad6c\ud604\ub420 \uacbd\uc6b0 \uc77c\ubc18\uc801\uc73c\ub85c \uae30\uc874 \uaddc\uce59 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\ubcf4\ub2e4 30~50% \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud5a5\uc0c1\ub41c \uc815\ud655\ub3c4\ub294 \ube44\uc120\ud615 \uad00\uacc4 \uc2dd\ubcc4, \ucc44\ub110 \uac04 \uc0c1\ud638\uc791\uc6a9 \ud6a8\uacfc \uac10\uc9c0, \ubcc0\ud654\ud558\ub294 \uc0c1\ud669\uc5d0 \uc801\uc751, \uadf8\ub9ac\uace0 \ud6e8\uc52c \ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8 \ud1b5\ud569 \ub2a5\ub825\uc5d0\uc11c \ube44\ub86f\ub429\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc815\ud655\ub3c4\ub294 \ub370\uc774\ud130 \ud488\uc9c8, \uad6c\ud604 \ubc29\uc2dd \ubc0f \ube44\uc988\ub2c8\uc2a4 \ub9e5\ub77d\uc5d0 \ub530\ub77c \ud06c\uac8c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uac80\uc99d\uc740 \uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c0\ub294\ub370, AI \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uae30\uc874 \ubaa8\ub378\ubcf4\ub2e4 \uc99d\ubd84 \uc131\uacfc\ub97c 40~60% \ub354 \uc815\ud655\ud558\uac8c \uc608\uce21\ud569\ub2c8\ub2e4. \uc870\uc9c1\uc740 AI \uae30\uc5ec \uacb0\uacfc\ub97c \ud1b5\uc81c\ub41c \uc2e4\ud5d8 \uacb0\uacfc\uc640 \ube44\uad50\ud558\ub294 \uac80\uc99d \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ud604\ud558\uc5ec \ubaa8\ub378 \uc815\ud655\ub3c4\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uac80\uc99d\ud558\uace0 \uac1c\uc120\ud574\uc57c \ud569\ub2c8\ub2e4.\n<h3 id=\"what-data-is-required-to-implement-ai-attribution-effectively%3F\" tabindex=\"-1\" data-source-line=\"651-651\"><span class=\"ez-toc-section\" id=\"What_data_is_required_to_implement_AI_attribution_effectively\"><\/span>AI \uc18d\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad6c\ud604\ud558\ub824\uba74 \uc5b4\ub5a4 \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ud6a8\uacfc\uc801\uc778 AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc5d0\ub294 \uc5ec\ub7ec \ub370\uc774\ud130 \ubc94\uc8fc\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. (1) \uc5ec\ub7ec \ucc44\ub110\uc5d0 \uac78\uce5c \ub178\ucd9c \ubc0f \uc0c1\ud638\uc791\uc6a9\uc744 \ucd94\uc801\ud558\ub294 \ub9c8\ucf00\ud305 \uc811\uc810 \ub370\uc774\ud130, (2) \ud37c\ub110 \uc804\uccb4\uc5d0\uc11c \uac70\uc2dc \ubc0f \ubbf8\uc2dc \uc804\ud658\uc744 \ubaa8\ub450 \ud3ec\ucc29\ud558\ub294 \uc804\ud658 \ub370\uc774\ud130, (3) \uc138\uadf8\uba3c\ud2b8 \ubc0f \ud589\ub3d9 \ub9e5\ub77d\uc744 \uc81c\uacf5\ud558\ub294 \uace0\uac1d \ud504\ub85c\ud544 \uc815\ubcf4, (4) \uacc4\uc808\uc131, \uacbd\uc7c1, \uc2dc\uc7a5 \uc0c1\ud669\uacfc \uac19\uc740 \uc678\ubd80 \uc694\uc778\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130\uac00 \ub9ce\uc744\uc218\ub85d \ubaa8\ub378 \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub418\uc9c0\ub9cc, \uae30\uc5c5\uc740 \uac00\uc6a9 \ub370\uc774\ud130\ub85c \uc2dc\uc791\ud558\uc5ec \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uc18c \uc2e4\ud589 \uac00\ub2a5 \uad6c\ud604\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc8fc\uc694 \ub9c8\ucf00\ud305 \ucc44\ub110\uc5d0\uc11c \ucd5c\uc18c 3~6\uac1c\uc6d4 \ub3d9\uc548 \uc77c\uad00\ub41c \uc811\uc810 \ubc0f \uc804\ud658 \ub370\uc774\ud130\uac00 \ud544\uc694\ud558\uba70, \ud1b5\uacc4\uc801 \uc720\uc758\uc131\uc744 \uc704\ud574\uc11c\ub294 \uc218\ucc9c \uac74\uc758 \uc804\ud658 \uc774\ubca4\ud2b8\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\ubcf4\ub2e4 \ud488\uc9c8\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc18c\uc218\uc758 \ucc44\ub110\uc5d0\uc11c \uc815\ud655\ud558\uace0 \uc77c\uad00\ub41c \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \ucc44\ub110\uc5d0\uc11c \ubd88\uc644\uc804\ud55c \ub370\uc774\ud130\ubcf4\ub2e4 \uc6b0\uc218\ud55c \uc131\uacfc\ub97c \ubcf4\uc774\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.\n<h3 id=\"how-long-does-it-take-to-implement-ai-attribution%3F\" tabindex=\"-1\" data-source-line=\"654-654\"><span class=\"ez-toc-section\" id=\"How_long_does_it_take_to_implement_AI_attribution\"><\/span>AI \uc18d\uc131\uc744 \uad6c\ud604\ud558\ub294 \ub370 \uc5bc\ub9c8\ub098 \uac78\ub9ac\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uad6c\ud604 \uc77c\uc815\uc740 \ub370\uc774\ud130 \uc900\ube44 \uc0c1\ud0dc, \uc870\uc9c1\uc758 \ubcf5\uc7a1\uc131, \uad6c\ud604 \ubc29\uc2dd\uc5d0 \ub530\ub77c \ub2e4\ub974\uc9c0\ub9cc, \ub300\ubd80\ubd84\uc758 \uc870\uc9c1\uc740 4~12\uac1c\uc6d4\uc5d0 \uac78\uccd0 \ub2e8\uacc4\uc801 \ucd9c\uc2dc\ub97c \uacc4\ud68d\ud574\uc57c \ud569\ub2c8\ub2e4. \ucd08\uae30 \uae30\ubc18 \uad6c\ucd95\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f \uc900\ube44\uc5d0 1~3\uac1c\uc6d4\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4. \uccab \ubc88\uc9f8 AI \ubaa8\ub378 \ubc30\ud3ec\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc6b0\uc120\uc21c\uc704\uac00 \ub192\uc740 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uc9d1\uc911\ud558\uc5ec 2~3\uac1c\uc6d4\uc774 \ub354 \uc18c\uc694\ub429\ub2c8\ub2e4. \ubaa8\ub4e0 \ucc44\ub110\uacfc \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud55c \uc644\uc804\ud55c \uad6c\ud604\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c 6~12\uac1c\uc6d4\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4. \uc131\uc219\ud55c \ub370\uc774\ud130 \uc778\ud504\ub77c, \uba85\ud655\ud55c \uc0ac\uc6a9 \uc0ac\ub840, \uadf8\ub9ac\uace0 \uac15\ub825\ud55c \ubd84\uc11d \uc5ed\ub7c9\uc744 \uac16\ucd98 \uc870\uc9c1\uc740 \uc774 \uc77c\uc815\uc744 \ub2e8\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. &quot;\ube45\ubc45&quot; \ubc30\ud3ec\ub97c \uae30\ub2e4\ub9ac\ub294 \uac83\ubcf4\ub2e4 \uad6c\ud604 \uacfc\uc815 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc810\uc9c4\uc801\uc778 \uac00\uce58\ub97c \uc81c\uacf5\ud558\ub294 \ub2e8\uacc4\uc801 \uc811\uadfc \ubc29\uc2dd\uc774 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.\n<h3 id=\"how-do-you-validate-ai-attribution-models-are-working-correctly%3F\" tabindex=\"-1\" data-source-line=\"657-657\"><span class=\"ez-toc-section\" id=\"How_do_you_validate_AI_attribution_models_are_working_correctly\"><\/span>AI \uc18d\uc131 \ubaa8\ub378\uc774 \uc62c\ubc14\ub974\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc5b4\ub5bb\uac8c \uac80\uc99d\ud558\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uac80\uc99d\uc5d0\ub294 \uc5ec\ub7ec \ubcf4\uc644\uc801 \uc811\uadfc \ubc29\uc2dd\uc774 \uc0ac\uc6a9\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. (1) \ub9c8\ucf00\ud305\uc774 \ubcf4\ub958\ub41c \uacbd\uc6b0 \ubaa8\ub378 \uc608\uce21\uacfc \uc2e4\uc81c \uacb0\uacfc\ub97c \ube44\uad50\ud558\ub294 \ud640\ub4dc\uc544\uc6c3 \ud14c\uc2a4\ud2b8, (2) \uae30\uc5ec \uae30\ubc18 \ucd5c\uc801\ud654 \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uac80\uc99d\ud558\ub294 A\/B \ud14c\uc2a4\ud2b8, (3) \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ub418\uc9c0 \uc54a\uc740 \uacfc\uac70 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ubc31\ud14c\uc2a4\ud305, (4) \ub2e4\uc591\ud55c \ubaa8\ub378\ub9c1 \uc811\uadfc \ubc29\uc2dd\uc744 \ube44\uad50\ud558\ub294 \uad50\ucc28 \uac80\uc99d, \uadf8\ub9ac\uace0 (5) \uacb0\uacfc\uac00 \uae30\ubcf8\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc774\ud574\uc640 \uc77c\uce58\ud558\ub294\uc9c0 \ud655\uc778\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ub85c\uc9c1 \uac80\uc99d. \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uac80\uc99d \ubc29\uc2dd\uc740 \ud1b5\uc81c\ub41c \uc2e4\ud5d8\uc744 \ud1b5\ud574 \uc778\uacfc \uad00\uacc4\ub97c \uc9c1\uc811 \uce21\uc815\ud558\ub294 \uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8\uc785\ub2c8\ub2e4. \uc870\uc9c1\uc740 \uac80\uc99d\uc744 \uc77c\ud68c\uc131 \uc774\ubca4\ud2b8\ub85c \ucde8\uae09\ud558\ub294 \ub300\uc2e0, \ubaa8\ub378 \uc608\uce21\uacfc \uc2e4\uc81c \uacb0\uacfc\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ube44\uad50\ud558\uc5ec \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc815\ud655\ub3c4\ub97c \uac1c\uc120\ud558\ub294 \uc9c0\uc18d\uc801\uc778 \uac80\uc99d \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.\n<h3 id=\"what's-the-relationship-between-ai-attribution-and-marketing-mix-modeling%3F\" tabindex=\"-1\" data-source-line=\"660-660\"><span class=\"ez-toc-section\" id=\"Whats_the_relationship_between_AI_attribution_and_marketing_mix_modeling\"><\/span>AI \uc18d\uc131\uacfc \ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ubaa8\ub378\ub9c1\uc758 \uad00\uacc4\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h3>\nAI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uacfc \ub9c8\ucf00\ud305 \ubbf9\uc2a4 \ubaa8\ub378\ub9c1(MMM)\uc740 \uc0c1\ud638 \ubcf4\uc644\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c, \ud1b5\ud569 \uce21\uc815 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \uc810\uc810 \ub354 \ud1b5\ud569\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc874 MMM\uc740 \uc7a5\uae30\uc801\uc778 \uad00\uc810\uc5d0\uc11c \uad11\ubc94\uc704\ud55c \ucc44\ub110 \ud6a8\uacfc\uc5d0 \ub300\ud55c \uc804\ub7b5\uc801\uc774\uace0 \ud558\ud5a5\uc2dd \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ubc18\uba74, AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \uace0\uac1d \uc218\uc900\uc5d0\uc11c \ud2b9\uc815 \uc811\uc810\uc5d0 \ub300\ud55c \uc804\uc220\uc801\uc774\uace0 \uc0c1\ud5a5\uc2dd \ubd84\uc11d\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc120\uc9c4 \uae30\uc5c5\ub4e4\uc740 AI\ub97c \ud65c\uc6a9\ud558\uc5ec \ub450 \uac00\uc9c0 \ubaa8\ub450\ub97c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uba38\uc2e0 \ub7ec\ub2dd\uc744 \uad6c\ud604\ud558\uc5ec \ub354\uc6b1 \uc815\uad50\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub3d9\uc2dc\uc5d0 AI\ub97c \ud65c\uc6a9\ud558\uc5ec \ub354\uc6b1 \uc138\ubc00\ud558\uace0 \ube60\ub978 \ucc98\ub9ac \uc18d\ub3c4\ub85c MMM\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4. \ucd5c\uadfc \ub5a0\uc624\ub974\ub294 \ubaa8\ubc94 \uc0ac\ub840\ub294 \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \uacb0\ud569\ud55c &quot;\ud1b5\ud569 \uce21\uc815&quot;\uc73c\ub85c, AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud1b5\ud574 \uc804\uc220\uc801 \ucd5c\uc801\ud654\ub97c \uc218\ud589\ud558\uace0 AI \uae30\ubc18 MMM\uc740 \uc804\ub7b5\uc801 \uc9c0\uce68\uacfc \uac80\uc99d\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ud569\uc740 \ub450 \uc811\uadfc \ubc29\uc2dd\uc744 \ub2e8\ub3c5\uc73c\ub85c \uc0ac\uc6a9\ud560 \ub54c\ubcf4\ub2e4 \ub354\uc6b1 \ud3ec\uad04\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<h2 id=\"conclusion\" tabindex=\"-1\" data-source-line=\"663-663\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\uacb0\ub860<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc778\uacf5\uc9c0\ub2a5\uc740 \ub9c8\ucf00\ud305 \uae30\uc5ec\ub3c4\ub97c \uadfc\ubcf8\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc73c\uba70, \uce21\uc815 \uc815\ud655\ub3c4\uc640 \uc2e4\ud589 \uac00\ub2a5\uc131\uc774 \uc81c\ud55c\uc801\uc778 \uc624\ub79c \uacfc\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. AI \uae30\uc5ec\ub3c4\ub294 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uaddc\uce59\uc744 \ub118\uc5b4 \uc5ed\ub3d9\uc801\uc778 \ub370\uc774\ud130 \uae30\ubc18 \ubaa8\ub378\ub85c \uc804\ud658\ud568\uc73c\ub85c\uc368 \ub9c8\ucf00\ud305 \uc131\uacfc\ub97c \uc9c4\uc815\uc73c\ub85c \uc88c\uc6b0\ud558\ub294 \uc694\uc778\uc744 \ub354\uc6b1 \uc815\ud655\ud558\uac8c \ud30c\uc545\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0\uc758 \uc774\uc810\uc740 \uae30\uc874 \uae30\uc5ec\ub3c4 \uc811\uadfc \ubc29\uc2dd\uc758 \uc810\uc9c4\uc801 \uac1c\uc120\uc744 \ud6e8\uc52c \ub6f0\uc5b4\ub118\uc2b5\ub2c8\ub2e4. AI\ub294 \ubbf8\ub798 \uc131\uacfc \uc608\uce21, \ubcf5\uc7a1\ud55c \uace0\uac1d \uc5ec\uc815 \ucd5c\uc801\ud654, \uac1c\ubcc4 \uc751\ub2f5 \ud328\ud134\uc5d0 \ub530\ub978 \uce21\uc815 \uac1c\uc778\ud654, \uadf8\ub9ac\uace0 \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \uc801\uc751 \ub4f1 \uc644\uc804\ud788 \uc0c8\ub85c\uc6b4 \uc5ed\ub7c9\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. AI \uae30\uc5ec\ub3c4\ub97c \uad6c\ud604\ud558\ub294 \uc870\uc9c1\uc740 \uc0c1\ub2f9\ud55c \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<ol data-source-line=\"671-676\">\n<li data-source-line=\"671-671\"><strong>\uc6b0\uc218\ud55c \uc790\uc6d0 \ubc30\ubd84<\/strong>: \ucc44\ub110 \uac00\uce58\uc5d0 \ub300\ud55c \ubcf4\ub2e4 \uc815\ud655\ud55c \uc774\ud574\ub97c \ud1b5\ud574 \ub354 \ub098\uc740 \uc608\uc0b0 \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"672-672\"><strong>\ud5a5\uc0c1\ub41c \uace0\uac1d \uacbd\ud5d8<\/strong>: \uc5ec\uc815 \uc218\uc900\uc758 \ud1b5\ucc30\ub825\uc740 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uace0\uac1d \ucc38\uc5ec\ub97c \ucd09\uc9c4\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"673-673\"><strong>\ub354 \ud070 \ub9c8\ucf00\ud305 \ubbfc\ucca9\uc131<\/strong>: \uc608\uce21 \uae30\ub2a5\uc740 \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub354 \ube60\ub974\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"674-674\"><strong>\ub9c8\ucf00\ud305 ROI \uc99d\uac00<\/strong>: \ub354\uc6b1 \uc815\ud655\ud55c \ucd5c\uc801\ud654\ub85c \ub9c8\ucf00\ud305 \ud22c\uc790 \uc218\uc775\ub960 \ud5a5\uc0c1<\/li>\n<li data-source-line=\"675-676\"><strong>\uc9c0\uc18d \uac00\ub2a5\ud55c \uacbd\uc7c1 \uc6b0\uc704<\/strong>: \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ub418\ub294 \uc18d\uc131 \uae30\ub2a5<\/li>\n<\/ol>\n\uadf8\ub7ec\ub098 \uc131\uacf5\uc801\uc778 \uad6c\ud604\uc5d0\ub294 \uae30\uc220 \uadf8 \uc774\uc0c1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc870\uc9c1\uc740 \uc801\uc808\ud55c \ub370\uc774\ud130 \uae30\ubc18\uc744 \uad6c\ucd95\ud558\uace0, \uc801\uc808\ud55c \uae30\uc220\uc744 \uac1c\ubc1c\ud558\uace0, \ubcc0\ud654\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0, AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc758 \uc724\ub9ac\uc801\uc774\uace0 \ucc45\uc784\uac10 \uc788\ub294 \uc0ac\uc6a9\uc744 \ubcf4\uc7a5\ud558\ub294 \uac70\ubc84\ub10c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4. AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud5a5\ud55c \uc5ec\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ud601\uc2e0\uc801\uc774\uae30\ubcf4\ub2e4\ub294 \uc9c4\ud654\uc801\uc785\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \uc870\uc9c1\uc740 \ud2b9\uc815 \uace0\ubd80\uac00\uac00\uce58 \uc9c8\ubb38\uc744 \ud574\uacb0\ud558\ub294 \ub370 \uc9d1\uc911\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c \uc2dc\uc791\ud558\uc5ec, \uac00\uce58\ub97c \uc785\uc99d\ud558\uace0 \uc5ed\ub7c9\uc744 \uad6c\ucd95\ud558\uba74\uc11c \uc810\ucc28 \ubc94\uc704\uc640 \uc815\uad50\ud568\uc744 \ud655\uc7a5\ud569\ub2c8\ub2e4. \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc774 \uc9c4\ud654\ud558\uace0 \uace0\uac1d \uc5ec\uc815\uc774 \uc810\uc810 \ub354 \ubcf5\uc7a1\ud574\uc9d0\uc5d0 \ub530\ub77c AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \ud6a8\uacfc\uc801\uc778 \ub9c8\ucf00\ud305 \uce21\uc815\uc5d0 \ub2e8\uc21c\ud788 \uc720\ub9ac\ud55c \uac83\uc774 \uc544\ub2c8\ub77c \ud544\uc218\uc801\uc778 \uc694\uc18c\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc9c0\uae08 \uc774\ub7ec\ud55c \uc5ed\ub7c9\uc5d0 \ud22c\uc790\ud558\ub294 \uc870\uc9c1\uc740 \uce21\uc815 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub3d9\uc2dc\uc5d0 \ub9c8\ucf00\ud305 \ud6a8\uacfc\uc5d0 \ub300\ud55c \uadf8 \uc5b4\ub290 \ub54c\ubcf4\ub2e4 \uc2ec\uce35\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uc744 \uc218 \uc788\ub294 \uc720\ub9ac\ud55c \uc704\uce58\uc5d0 \uc11c\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \uad11\uace0\uc758 \uc808\ubc18\uc774 \uc5b4\ub5a4 \uc131\uacfc\ub97c \ub0b4\ub294\uc9c0\ub77c\ub294 \uadfc\ubcf8\uc801\uc778 \uc9c8\ubb38\uc73c\ub85c \uc624\ub7ab\ub3d9\uc548 \uace0\ubbfc\ud574 \uc628 \ub9c8\ucf00\ud130\ub4e4\uc5d0\uac8c AI \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \ub9c8\uce68\ub0b4 \uba85\ud655\ud55c \ud574\ub2f5\uc744 \uc81c\uc2dc\ud558\uba70, \uc774\ub7ec\ud55c \uc774\ud574\ub97c \ubc14\ud0d5\uc73c\ub85c \uc131\uacfc\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc744 \ud1b5\ud574 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc5ed\ub7c9\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0\uc790 \ud558\ub294 \uc870\uc9c1\uc5d0\uac8c,\u00a0<a href=\"https:\/\/attrisight.com\/ko\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc560\ud2b8\ub9ac\uc0ac\uc774\ud2b8<\/a>\u00a0\uba38\uc2e0 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud574 \uace0\uac1d \uc5ec\uc815 \uc804\uccb4\uc5d0 \uac78\uccd0 \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \uc804\ubb38 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5\uc740 \uae30\uc874 \ubaa8\ub378\uc774 \uc624\ub7ab\ub3d9\uc548 \ud574\uacb0\ud574 \uc628 \uacfc\uc81c\ub4e4\uc744 \ud574\uacb0\ud568\uc73c\ub85c\uc368 \ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\uc5d0\uc11c\ub294 AI \uae30\ubc18 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc774 \ud328\ud134 \uc778\uc2dd, \uc608\uce21 \ubd84\uc11d, \uc790\ub3d9 \ucd5c\uc801\ud654 \ubd84\uc57c\uc758 \uace0\uae09 \uae30\ub2a5\uc744 \ud1b5\ud574 \uae30\uc874 \ubc29\uc2dd\uc744 \uc5b4\ub5bb\uac8c \ub6f0\uc5b4\ub118\ub294\uc9c0 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\uc5ec \uc9c4\uc815\ud55c \ub9c8\ucf00\ud305 \ud6a8\uacfc\ub97c \ud30c\uc545\ud558\uace0, \ub370\uc774\ud130 \uc0ac\uc77c\ub85c\ub97c \uadf9\ubcf5\ud558\uba70, \uc9c0\uc18d\uc801\uc73c\ub85c \uc131\uacfc\ub97c \ucc3d\ucd9c\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694.<\/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-303","post","type-post","status-publish","format-standard","hentry","category-attribution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Role of AI in Solving Complex Marketing Attribution Challenges - AttriSight<\/title>\n<meta name=\"description\" content=\"Discover how artificial intelligence is revolutionizing marketing attribution by solving complex measurement challenges. 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