{"id":211,"date":"2025-04-19T19:08:47","date_gmt":"2025-04-20T03:08:47","guid":{"rendered":"https:\/\/attrisight.com\/?p=211"},"modified":"2025-05-11T18:08:05","modified_gmt":"2025-05-12T02:08:05","slug":"%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85","status":"publish","type":"post","link":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/","title":{"rendered":"\ub9c8\ucf00\ud305 \uadc0\uc18d \ubaa8\ub378 \uc124\uba85: \uc5b4\ub5a4 \ubaa8\ub378\uc774 \uadc0\ud558\uc758 \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\ud569\ud560\uae4c\uc694?"},"content":{"rendered":"<p>\uc624\ub298\ub0a0\uc758 \ubcf5\uc7a1\ud55c \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c \uc801\uc808\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc740 \ub9c8\ucf00\ud305 ROI\ub97c \ucd5c\ub300 33%\uae4c\uc9c0 \ub192\uc77c \uc218 \uc788\uc73c\uba70, 67%\uc758 \uace0\uc131\uacfc \uae30\uc5c5\ub4e4\uc774 \uba40\ud2f0\ud130\uce58 \ubc29\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 54%\uc758 \ub9c8\ucf00\ud130\ub4e4\uc740 \uc5ec\uc804\ud788 \uc790\uc0ac\uc758 \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc5d0 \ub9de\ub294 \ucd5c\uc801\uc758 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 \uae30\ubcf8\uc801\uc778 \uc2f1\uae00\ud130\uce58 \ubc29\uc2dd\ubd80\ud130 \uc815\uad50\ud55c AI \uae30\ubc18 \uc194\ub8e8\uc158\uae4c\uc9c0, 2025\ub144 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 7\uac00\uc9c0 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \ubd84\uc11d\ud558\uace0, \uc5c5\uc885, \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 \ubc0f \ub370\uc774\ud130 \uc131\uc219\ub3c4\uc5d0 \ub530\ub978 \uba85\ud655\ud55c \uc758\uc0ac \uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. AttriSight\uc640 \uac19\uc740 \ud50c\ub7ab\ud3fc\uc774 \uce21\uc815 \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \uc9c4\ud654\ud558\ub294 \uc720\uc5f0\ud55c \ubaa8\ub378\ub9c1 \uae30\ub2a5\uc744 \ud1b5\ud574 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uc5b4\ub5bb\uac8c \ud601\uc2e0\ud558\uace0 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uc138\uc694. \uc774\ub7ec\ud55c \uae30\ub2a5\uc740 \uc624\ub298\ub0a0 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uac00 \uc81c\ud55c\uc801\uc778 \ud658\uacbd\uc5d0\uc11c\ub3c4 \uc815\ud655\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ube44\ub140\uc7a5<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#The_Attribution_Model_Dilemma_Why_Your_Choice_Matters\" >\uadc0\uc18d \ubaa8\ub378 \ub51c\ub808\ub9c8: \uadc0\ud558\uc758 \uc120\ud0dd\uc774 \uc911\uc694\ud55c \uc774\uc720<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#The_Impact_of_Model_Selection_By_the_Numbers\" >\ubaa8\ub378 \uc120\ud0dd\uc758 \uc601\ud5a5: \uc22b\uc790\ub85c \ubcf4\uae30<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#The_Complete_Attribution_Model_Spectrum_for_2025\" >2025\ub144\uc744 \uc704\ud55c \uc644\uc804\ud55c \uadc0\uc18d \ubaa8\ub378 \uc2a4\ud399\ud2b8\ub7fc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Single-Touch_Attribution_Models\" >\ub2e8\uc77c \ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378<\/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%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#1_First-Touch_Attribution\" >1. \uccab \ubc88\uc9f8 \uc811\ucd09 \uadc0\uc18d<\/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%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#2_Last-Touch_Attribution\" >2. \ub9c8\uc9c0\ub9c9 \uc811\ucd09 \uc18d\uc131<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Multi-Touch_Attribution_Models\" >\uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#3_Linear_Attribution\" >3. \uc120\ud615 \uadc0\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#4_Time-Decay_Attribution\" >4. \uc2dc\uac04 \uac10\uc1e0 \uadc0\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#5_Position-Based_U-Shaped_Attribution\" >5. \uc704\uce58 \uae30\ubc18(U\uc790\ud615) \uadc0\uc18d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Advanced_Attribution_Models\" >\uace0\uae09 \uc18d\uc131 \ubaa8\ub378<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#6_Algorithmic_Data-Driven_Attribution\" >6. \uc54c\uace0\ub9ac\uc998 \uae30\ubc18(\ub370\uc774\ud130 \uae30\ubc18) \uadc0\uc18d<\/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%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#7_AI-Enhanced_Probabilistic_Attribution\" >7. AI \uac15\ud654 \ud655\ub960\uc801 \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-14\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Attribution_Model_Decision_Framework\" >\uadc0\uc18d \ubaa8\ub378 \uacb0\uc815 \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-15\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Step_1_Assess_Your_Customer_Journey_Complexity\" >1\ub2e8\uacc4: \uace0\uac1d \uc5ec\uc815 \ubcf5\uc7a1\uc131 \ud3c9\uac00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Step_2_Evaluate_Your_Data_Maturity\" >2\ub2e8\uacc4: \ub370\uc774\ud130 \uc131\uc219\ub3c4 \ud3c9\uac00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Step_3_Consider_Your_Business_Model\" >3\ub2e8\uacc4: \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 \uace0\ub824\ud558\uae30<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#The_Privacy_Challenge_and_Attribution_Model_Selection\" >\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uacfc\uc81c \ubc0f \uadc0\uc18d \ubaa8\ub378 \uc120\ud0dd<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Impact_by_Attribution_Type\" >\uadc0\uc18d \uc720\ud615\ubcc4 \uc601\ud5a5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Industry-Specific_Attribution_Considerations\" >\uc0b0\uc5c5\ubcc4 \uadc0\uc18d \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-21\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Retail_eCommerce\" >\uc18c\ub9e4 \ubc0f \uc804\uc790\uc0c1\uac70\ub798<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#B2B_Services_Technology\" >B2B \uc11c\ube44\uc2a4 \ubc0f \uae30\uc220<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Financial_Services\" >\uae08\uc735 \uc11c\ube44\uc2a4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Implementation_Considerations_by_Model_Type\" >\ubaa8\ub378 \uc720\ud615\ubcc4 \uad6c\ud604 \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-25\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Single-Touch_Models\" >\uc2f1\uae00\ud130\uce58 \ubaa8\ub378<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Rule-Based_Multi-Touch_Models\" >\uaddc\uce59 \uae30\ubc18 \uba40\ud2f0\ud130\uce58 \ubaa8\ub378<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Algorithmic_Models\" >\uc54c\uace0\ub9ac\uc998 \ubaa8\ub378<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#AI-Enhanced_Probabilistic_Models\" >AI \uac15\ud654 \ud655\ub960 \ubaa8\ub378<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Example_Model_Comparison_Case_Study_Retail_Brand_Attribution_Analysis\" >\uc608\uc2dc \ubaa8\ub378 \ube44\uad50 \uc0ac\ub840 \uc5f0\uad6c: \uc18c\ub9e4 \ube0c\ub79c\ub4dc \uadc0\uc18d \ubd84\uc11d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Future-Proofing_Your_Attribution_Approach\" >\uadc0\uc0ac\uc758 \uadc0\uc18d \uc811\uadfc \ubc29\uc2dd\uc744 \ubbf8\ub798\uc5d0 \ub300\ube44\ud558\uae30<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#1_Model_Flexibility\" >1. \ubaa8\ub378 \uc720\uc5f0\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#2_Privacy-First_Design\" >2. \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \ub514\uc790\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#3_Incrementality_Testing\" >3. \uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#4_Cross-Channel_Integration\" >4. \ud06c\ub85c\uc2a4 \ucc44\ub110 \ud1b5\ud569<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#5_Continuous_Improvement\" >5. \uc9c0\uc18d\uc801\uc778 \uac1c\uc120<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Making_the_Transition_Implementation_Roadmap\" >\uc804\ud658\ud558\uae30: \uad6c\ud604 \ub85c\ub4dc\ub9f5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Phase_1_Foundations_1-4_weeks\" >1\ub2e8\uacc4: \uae30\ucd08(1~4\uc8fc)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Phase_2_Implementation_2-12_weeks\" >2\ub2e8\uacc4: \uad6c\ud604(2~12\uc8fc)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Phase_3_Optimization_Ongoing\" >3\ub2e8\uacc4: \ucd5c\uc801\ud654(\uc9c4\ud589 \uc911)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Conclusion_Beyond_Models_to_Marketing_Transformation\" >\uacb0\ub860: \ubaa8\ub378\uc744 \ub118\uc5b4 \ub9c8\ucf00\ud305 \ud601\uc2e0\uc73c\ub85c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%ec%84%a4%eb%aa%85\/#Academic_References\" >\ud559\uc220 \ucc38\uace0\ubb38\ud5cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_Attribution_Model_Dilemma_Why_Your_Choice_Matters\"><\/span><b>\uadc0\uc18d \ubaa8\ub378 \ub51c\ub808\ub9c8: \uadc0\ud558\uc758 \uc120\ud0dd\uc774 \uc911\uc694\ud55c \uc774\uc720<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc120\ud0dd\ud558\ub294 \uae30\uc5ec \ubaa8\ub378\uc740 \ub9c8\ucf00\ud305 \uc131\uacfc, \uc608\uc0b0 \ubc30\ubd84 \uacb0\uc815, \uadf8\ub9ac\uace0 \uad81\uadf9\uc801\uc73c\ub85c \ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5 \uc7a0\uc7ac\ub825\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \uadfc\ubcf8\uc801\uc73c\ub85c \ud615\uc131\ud569\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud55c \ud559\ubb38\uc801 \ud0d0\uad6c\uac00 \uc544\ub2c8\ub77c, \uc0c1\ub2f9\ud55c \uc7ac\uc815\uc801 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc804\ub7b5\uc801 \uc120\ud0dd\uc785\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_Impact_of_Model_Selection_By_the_Numbers\"><\/span><b>\ubaa8\ub378 \uc120\ud0dd\uc758 \uc601\ud5a5: \uc22b\uc790\ub85c \ubcf4\uae30<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\"><b>\ub9c8\ucf00\ud130 76%<\/b> \uadc0\uc18d \ubaa8\ub378 \uc120\ud0dd\uc774 \uc608\uc0b0 \ubc30\ubd84 \uacb0\uc815\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\ucce4\ub2e4\uace0 \ubcf4\uace0\ud569\ub2c8\ub2e4(Marketing Evolution, 2024).<\/li>\n<li aria-level=\"1\">\uc798\ubabb\ub41c \uadc0\uc18d \ubaa8\ub378\uc744 \uc120\ud0dd\ud55c \uc870\uc9c1\uc740 \ud3c9\uade0\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ubb38\uc81c\ub97c \uacbd\ud5d8\ud569\ub2c8\ub2e4. <b>32% \uc804\ud658 \uac00\uce58\uc758 \uc798\ubabb\ub41c \uadc0\uc18d<\/b> (\uac00\ud2b8\ub108, 2023)<\/li>\n<li aria-level=\"1\">\ub9e4\ub144 \uadc0\uc18d \ubaa8\ub378\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ud68c\uc0ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. <b>27% \ub354 \ub192\uc740 \ub9c8\ucf00\ud305 ROI<\/b> \uc815\uc801 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 (Forrester, 2024)<\/li>\n<li aria-level=\"1\"><b>\ub9c8\ucf00\ud130\uc758 31%\ub9cc<\/b> \ud604\uc7ac\uc758 \uadc0\uc18d \ubaa8\ub378(Ascend2, 2024)\uc744 \uc0ac\uc6a9\ud558\ub294 \uc774\uc720\ub97c \uc790\uc2e0 \uc788\uac8c \uc124\uba85\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uc790\uc0ac\uc758 \ud2b9\uc815 \uace0\uac1d \uc5ec\uc815\uc5d0 \ub9de\ucdb0 \uc18d\uc131 \ubaa8\ub378\uc744 \uc77c\uce58\uc2dc\ud0a4\ub294 \uae30\uc5c5\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uacb0\uacfc\ub97c \uc5bb\uc2b5\ub2c8\ub2e4. <b>42% \uac1c\uc120<\/b> \ub9c8\ucf00\ud305 \ud6a8\uacfc\uc131(McKinsey, 2024)<\/li>\n<\/ul>\n<p>NP Digital\uc758 \uc124\ub9bd\uc790 \ub2d0 \ud30c\ud154\uc740 &quot;\uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ud604\ub300 \ub9c8\ucf00\ud305 \ub9ac\ub354\uac00 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uac00\uc7a5 \uc911\uc694\ud55c \uacb0\uc815 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \uc124\uba85\ud569\ub2c8\ub2e4. &quot;\ub2e8\uc21c\ud788 \uce21\uc815\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \ube44\uc988\ub2c8\uc2a4\ub97c \uc5b4\ub5bb\uac8c \uc774\ud574\ud558\uace0 \uc218\ubc31\ub9cc \ub2ec\ub7ec \uaddc\ubaa8\uc758 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294\uc9c0\uac00 \uc911\uc694\ud569\ub2c8\ub2e4.&quot;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Complete_Attribution_Model_Spectrum_for_2025\"><\/span><b>2025\ub144\uc744 \uc704\ud55c \uc644\uc804\ud55c \uadc0\uc18d \ubaa8\ub378 \uc2a4\ud399\ud2b8\ub7fc<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uae30\uc5ec \ubaa8\ub378\uc740 \uac00\uc7a5 \ub2e8\uc21c\ud55c \uac83\ubd80\ud130 \uac00\uc7a5 \uc815\uad50\ud55c \uac83\uae4c\uc9c0 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uac01 \ubaa8\ub378\uc740 \uc11c\ub85c \ub2e4\ub978 \uac15\uc810, \ud55c\uacc4, \uadf8\ub9ac\uace0 \ud65c\uc6a9 \uc0ac\ub840\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Single-Touch_Attribution_Models\"><\/span><b>\ub2e8\uc77c \ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_First-Touch_Attribution\"><\/span><b>1. \uccab \ubc88\uc9f8 \uc811\ucd09 \uadc0\uc18d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \uace0\uac1d\uc774 \uc811\ud558\ub294 \uccab \ubc88\uc9f8 \ub9c8\ucf00\ud305 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0 100%\uc758 \uc804\ud658 \ud06c\ub808\ub527\uc774 \ud560\ub2f9\ub429\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d\uc774 Facebook \uad11\uace0(100% \ud06c\ub808\ub527)\ub97c \ubd05\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">Google \uac80\uc0c9\uc744 \ud1b5\ud55c \ud6c4\uc18d \ubc29\ubb38<\/li>\n<li aria-level=\"1\">\uc774\uba54\uc77c \ub274\uc2a4\ub808\ud130\ub97c \ubc1b\uc2b5\ub2c8\ub2e4<\/li>\n<li aria-level=\"1\">\ub9ac\ud0c0\uac9f\ud305 \uad11\uace0\ub97c \ud074\ub9ad\ud55c \ud6c4 \uc804\ud658<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d \uc720\uc9c0\ubcf4\ub2e4 \uace0\uac1d \ud655\ubcf4\uc5d0 \uc9d1\uc911\ud558\ub294 \uae30\uc5c5<\/li>\n<li aria-level=\"1\">\uad6c\ub9e4 \uc5ec\uc815\uc774 \uc9e7\uace0 \uac04\ub2e8\ud55c \ud68c\uc0ac<\/li>\n<li aria-level=\"1\">\uc81c\ud55c\ub41c \uadc0\uc18d \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\ub294 \uc870\uc9c1<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uccab \ubc88\uc9f8 \ud130\uce58 \uadc0\uc18d\uc740 \ub2e4\uc911 \ud130\uce58 \ubaa8\ub378\uacfc \ube44\uad50\ud588\uc744 \ub54c \ud3c9\uade0 31%\ub9cc\ud07c \uc0c1\uc704 \ud37c\ub110 \ud65c\ub3d9\uc744 \uacfc\ub300\ud3c9\uac00\ud569\ub2c8\ub2e4(DMA, 2024).<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Last-Touch_Attribution\"><\/span><b>2. \ub9c8\uc9c0\ub9c9 \uc811\ucd09 \uc18d\uc131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \uc804\ud658 \uc804 \ucd5c\uc885 \ud130\uce58\ud3ec\uc778\ud2b8\uc5d0\ub294 100%\uc758 \uc804\ud658 \ud06c\ub808\ub527\uc774 \ud560\ub2f9\ub429\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d\uc774 Facebook \uad11\uace0\ub97c \ubd05\ub2c8\ub2e4<\/li>\n<li aria-level=\"1\">Google \uac80\uc0c9\uc744 \ud1b5\ud55c \ud6c4\uc18d \ubc29\ubb38<\/li>\n<li aria-level=\"1\">\uc774\uba54\uc77c \ub274\uc2a4\ub808\ud130\ub97c \ubc1b\uc2b5\ub2c8\ub2e4<\/li>\n<li aria-level=\"1\">\ub9ac\ud0c0\uac9f\ud305 \uad11\uace0 \ud074\ub9ad \ud6c4 \uc804\ud658(100% \ud06c\ub808\ub527)<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ucda9\ub3d9\uad6c\ub9e4 \uc0c1\ud488\uc744 \ucde8\uae09\ud558\ub294 \uae30\uc5c5<\/li>\n<li aria-level=\"1\">\uc81c\ud55c\ub41c \uadc0\uc18d \uae30\uc220\uc744 \ubcf4\uc720\ud55c \ud68c\uc0ac<\/li>\n<li aria-level=\"1\">\uc989\uac01\uc801\uc778 \uc804\ud658 \uc804\ub7b5\uc5d0 \uc9d1\uc911\ud558\ub294 \uc870\uc9c1<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \ub9c8\uc9c0\ub9c9 \uc811\uc810 \uadc0\uc18d\uc740 \uba40\ud2f0\ud130\uce58 \ubaa8\ub378\uacfc \ube44\uad50\ud588\uc744 \ub54c \ud3c9\uade0 38%\ub9cc\ud07c \ud37c\ub110 \ud558\ub2e8 \ud65c\ub3d9\uc744 \uacfc\ub300\ud3c9\uac00\ud569\ub2c8\ub2e4(Inside Advertising, 2024).<\/p>\n<p><b>\uc2e4\uc81c \uc0ac\ub840:<\/b> \ub9c8\uc9c0\ub9c9 \uc811\uc810 \uae30\uc5ec(Last Touch Attribution)\ub97c \uc0ac\uc6a9\ud558\ub294 \uace0\uae09 \ud328\uc158 \uc18c\ub9e4\uc5c5\uccb4\ub294 \uc774\uba54\uc77c \ucea0\ud398\uc778\uc744 \ud1b5\ud574 60%\uc758 \ub9e4\ucd9c\uc744 \ucc3d\ucd9c\ud55c \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \uba40\ud2f0\ud130\uce58 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc18c\uc15c \ubbf8\ub514\uc5b4\uac00 \uc2e4\uc81c\ub85c 45%\uc758 \uace0\uac1d \uc5ec\uc815\uc744 \uc2dc\uc791\ud558\ub294 \ubc18\uba74, \uc774\uba54\uc77c\uc740 \ub2e4\ub978 \uacf3\uc5d0\uc11c \uc2dc\uc791\ub41c \ud310\ub9e4\ub97c \uc131\uc0ac\uc2dc\ud0a4\ub294 \uc5ed\ud560\uc744 \ud55c\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ucc30\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c \ucc44\ub110 \ud22c\uc790\ub97c \uc7ac\uc870\uc815\ud558\uc5ec ROAS\ub97c 28% \uc99d\uac00\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Multi-Touch_Attribution_Models\"><\/span><b>\uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"3_Linear_Attribution\"><\/span><b>3. \uc120\ud615 \uadc0\uc778<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \uace0\uac1d \uc5ec\uc815\uc758 \ubaa8\ub4e0 \uc811\uc810\uc5d0 \ub3d9\uc77c\ud55c \ud06c\ub808\ub527\uc774 \ubd84\ubc30\ub429\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d\uc774 Facebook \uad11\uace0\ub97c \ubd05\ub2c8\ub2e4(25% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\uc774\ud6c4 Google \uac80\uc0c9\uc744 \ud1b5\ud55c \ubc29\ubb38(25% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\uc774\uba54\uc77c \ub274\uc2a4\ub808\ud130 \uc218\uc2e0(25% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\ub9ac\ud0c0\uac9f\ud305 \uad11\uace0 \ud074\ub9ad \ud6c4 \uc804\ud658(25% \ud06c\ub808\ub527)<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ucc98\uc74c \uc811\ud558\ub294 \uc870\uc9c1<\/li>\n<li aria-level=\"1\">\ud611\ub825\uc801\uc778 \ub9c8\ucf00\ud305 \ud300\uc744 \uac16\ucd98 \uae30\uc5c5<\/li>\n<li aria-level=\"1\">\ucc44\ub110 \uc0ac\uc77c\ub85c\ub97c \ud53c\ud558\ub824\ub294 \ud68c\uc0ac<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uc120\ud615 \uadc0\uc18d\uc740 \ub2e8\uc77c \ud130\uce58 \ubaa8\ub378\uacfc \ube44\uad50\ud588\uc744 \ub54c \ub9c8\ucf00\ud305 ROI\ub97c \ud3c9\uade0 18%\ub9cc\ud07c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4(MarketingSherpa, 2024).<\/p>\n<h4><span class=\"ez-toc-section\" id=\"4_Time-Decay_Attribution\"><\/span><b>4. \uc2dc\uac04 \uac10\uc1e0 \uadc0\uc778<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \uc804\ud658\uc5d0 \uac00\uae4c\uc6b4 \ud130\uce58\ud3ec\uc778\ud2b8\ub294 \uc774\uc804 \ud130\uce58\ud3ec\uc778\ud2b8\ubcf4\ub2e4 \ub354 \ub9ce\uc740 \ud06c\ub808\ub527\uc744 \ubc1b\uc2b5\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d\uc774 Facebook \uad11\uace0\ub97c \ubd05\ub2c8\ub2e4(10% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\uc774\ud6c4 Google \uac80\uc0c9\uc744 \ud1b5\ud55c \ubc29\ubb38(20% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\uc774\uba54\uc77c \ub274\uc2a4\ub808\ud130 \uc218\uc2e0(30% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\ub9ac\ud0c0\uac9f\ud305 \uad11\uace0 \ud074\ub9ad \ud6c4 \uc804\ud658(40% \ud06c\ub808\ub527)<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\ub824 \uc8fc\uae30\uac00 \ub354 \uae34 \uc81c\ud488<\/li>\n<li aria-level=\"1\">\ud655\uc7a5\ub41c \ud310\ub9e4 \ud504\ub85c\uc138\uc2a4\ub97c \uac16\ucd98 B2B \uae30\uc5c5<\/li>\n<li aria-level=\"1\">\uac15\ub825\ud55c \ub9ac\ub9c8\ucf00\ud305 \ud504\ub85c\uadf8\ub7a8\uc744 \uac16\ucd98 \ud68c\uc0ac<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uc2dc\uac04 \uac10\uc18c \ubaa8\ub378\uc740 \uc120\ud615 \uadc0\uc778\uacfc \ube44\uad50\ud588\uc744 \ub54c \uc804\ud658\uc744 \ucd09\uc9c4\ud558\ub294 \ucc44\ub110\uc5d0 \ub300\ud55c \uc9d1\uc911\ub3c4\ub97c \ud3c9\uade0 35%\ub9cc\ud07c \ub192\uc785\ub2c8\ub2e4(Deloitte Digital, 2024).<\/p>\n<h4><span class=\"ez-toc-section\" id=\"5_Position-Based_U-Shaped_Attribution\"><\/span><b>5. \uc704\uce58 \uae30\ubc18(U\uc790\ud615) \uadc0\uc18d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \uc77c\ubc18\uc801\uc73c\ub85c \uccab \ubc88\uc9f8 \ud130\uce58\uc5d0 40% \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud558\uace0, \ub9c8\uc9c0\ub9c9 \ud130\uce58\uc5d0 40%\ub97c \ud560\ub2f9\ud558\uace0, \uc911\uac04 \ud130\uce58 \ud3ec\uc778\ud2b8\uc5d0 20%\ub97c \ubd84\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d\uc774 Facebook \uad11\uace0\ub97c \ubd05\ub2c8\ub2e4(40% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\uc774\ud6c4 Google \uac80\uc0c9\uc744 \ud1b5\ud55c \ubc29\ubb38(10% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\uc774\uba54\uc77c \ub274\uc2a4\ub808\ud130 \uc218\uc2e0(10% \ud06c\ub808\ub527)<\/li>\n<li aria-level=\"1\">\ub9ac\ud0c0\uac9f\ud305 \uad11\uace0 \ud074\ub9ad \ud6c4 \uc804\ud658(40% \ud06c\ub808\ub527)<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ubc1c\uacac\uacfc \uacb0\uc815\uc758 \uc21c\uac04\uc744 \ubaa8\ub450 \uc911\uc2dc\ud558\ub294 \uae30\uc5c5<\/li>\n<li aria-level=\"1\">\uba85\ud655\ud558\uac8c \uc815\uc758\ub41c \ud37c\ub110 \ub2e8\uacc4\ub97c \uac16\ucd98 \ud68c\uc0ac<\/li>\n<li aria-level=\"1\">\uc778\uc218 \ubc0f \uc804\ud658 \ubaa9\ud45c\uc758 \uade0\ud615\uc744 \ub9de\ucd94\ub294 \uc870\uc9c1<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> U\uc790\ud615 \uadc0\uc18d \ubaa8\ub378\uc740 \ub2e8\uc77c \ud130\uce58 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc2e4\uc81c \uace0\uac1d \uad6c\ub9e4 \uacb0\uc815\uacfc \ucd5c\ub300 67%\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \uac16\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4(Forrester, 2023).<\/p>\n<p>&quot;\ub2e8\uc77c \ud130\uce58\uc5d0\uc11c \uba40\ud2f0 \ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc73c\ub85c \uc804\ud658\ud558\uba74 \ub9c8\ucf00\ud305 \ud6a8\uacfc\uc758 40~60%\uac00 \ub208\uc5d0 \ub744\uc9c0 \uc54a\uac8c \ub429\ub2c8\ub2e4.&quot;\ub77c\uace0 \uc640\ud2bc \uc2a4\ucfe8\uc758 \ub9c8\ucf00\ud305 \uad50\uc218\uc778 \uc870\ub098 \ubc84\uac70 \ubc15\uc0ac\ub294 \ub9d0\ud569\ub2c8\ub2e4. &quot;\ub9c8\uce58 \uc804\uc5d0\ub294 \ubcfc \uc218 \uc5c6\uc5c8\ub358 \uc0c9\uae54\uc744 \uac11\uc790\uae30 \ubcfc \uc218 \uc788\uac8c \ub41c \uac83\uacfc \uac19\uc2b5\ub2c8\ub2e4.&quot;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Advanced_Attribution_Models\"><\/span><b>\uace0\uae09 \uc18d\uc131 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"6_Algorithmic_Data-Driven_Attribution\"><\/span><b>6. \uc54c\uace0\ub9ac\uc998 \uae30\ubc18(\ub370\uc774\ud130 \uae30\ubc18) \uadc0\uc18d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \ud1b5\uacc4\uc801 \ubaa8\ub378\ub9c1\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac01 \ud130\uce58\ud3ec\uc778\ud2b8\uac00 \uc804\ud658\uc5d0 \ubbf8\uce58\ub294 \uc2e4\uc81c \uc601\ud5a5\uc744 \uae30\ubc18\uc73c\ub85c \ub3d9\uc801\uc73c\ub85c \ud06c\ub808\ub527\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uba38\uc2e0 \ub7ec\ub2dd\uc740 \uc218\ucc9c \uac1c\uc758 \uc804\ud658 \uacbd\ub85c\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uc2e0\uc6a9 \ubd84\ubc30\ub294 \uac01 \uc0ac\uc5c5\uccb4\ub9c8\ub2e4 \uace0\uc720\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uac00\uc911\uce58\ub294 \uc131\ub2a5\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uc870\uc815\ub429\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\uc2dc\ud000\uc2a4, \ucc3d\uc758\uc131, \uccad\uc911\uacfc \uac19\uc740 \uc694\uc18c\ub97c \uace0\ub824\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ub370\uc774\ud130 \uc131\uc219\ub3c4\uac00 \ub192\uc740 \uc870\uc9c1<\/li>\n<li aria-level=\"1\">\uc804\ud658\uc728\uc774 \ub192\uc740 \uae30\uc5c5<\/li>\n<li aria-level=\"1\">\ub2e4\uc591\ud55c \ub9c8\ucf00\ud305 \ucc44\ub110\uc744 \ubcf4\uc720\ud55c \uae30\uc5c5<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uc54c\uace0\ub9ac\uc998 \uadc0\uc18d\uc740 \uaddc\uce59 \uae30\ubc18 \ubaa8\ub378\uacfc \ube44\uad50\ud588\uc744 \ub54c \ub9c8\ucf00\ud305 \ud6a8\uc728\uc131\uc744 \ud3c9\uade0 30%\ub9cc\ud07c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4(Google, 2024\ub144).<\/p>\n<h4><span class=\"ez-toc-section\" id=\"7_AI-Enhanced_Probabilistic_Attribution\"><\/span><b>7. AI \uac15\ud654 \ud655\ub960\uc801 \uc18d\uc131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><b>\uc791\ub3d9 \uc6d0\ub9ac:<\/b> \uc644\uc804\ud55c \ucd94\uc801 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc5c6\ub294 \uacbd\uc6b0 \uc778\uacf5 \uc9c0\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad00\ucc30\ub41c \ub370\uc774\ud130\uc640 \uc9c0\ub2a5\ud615 \ucd94\ub860\uc744 \uacb0\ud569\ud558\uc5ec \uac00\ub2a5\ud55c \uace0\uac1d \uc5ec\uc815\uc744 \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4.<\/p>\n<p><b>\uc2ec\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc790\uc0ac \ub370\uc774\ud130\ub97c \ucea1\ucc98\ud569\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">AI\ub294 \uace0\uac1d \uc5ec\uc815\uc758 \uaca9\ucc28\ub97c \uba54\uc6b4\ub2e4<\/li>\n<li aria-level=\"1\">\uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc81c\ud55c\uc5d0 \ub300\ud55c \uc124\uba85<\/li>\n<li aria-level=\"1\">\ubcc0\ud654\ud558\ub294 \uc18c\ube44\uc790 \ud589\ub3d9\uc5d0 \uc801\uc751\ud569\ub2c8\ub2e4<\/li>\n<\/ul>\n<p><b>\uac00\uc7a5 \uc801\ud569\ud55c \ub300\uc0c1:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uac1c\uc778\uc815\ubcf4\ubcf4\ud638\ub97c \uc911\uc2dc\ud558\ub294 \uc0b0\uc5c5<\/li>\n<li aria-level=\"1\">\ucd94\uc801 \uc81c\ud55c\uc73c\ub85c \uc778\ud574 \uc601\ud5a5\uc744 \ubc1b\ub294 \uc870\uc9c1<\/li>\n<li aria-level=\"1\">\ubbf8\ub798\uc9c0\ud5a5\uc801\uc778 \ub9c8\ucf00\ud305 \ud300<\/li>\n<\/ul>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \ucd94\uc801 \uc81c\ud55c\uc774 \uc2ec\uac01\ud55c \ud658\uacbd\uc5d0\uc11c AI \uac15\ud654 \uc18d\uc131\uc740 \uc774\uc804\uc5d0\ub294 \uc18d\uc131\ud654\ud560 \uc218 \uc5c6\uc5c8\ub358 \ud3c9\uade0 35-45%\uc758 \uc804\ud658\uc5d0 \ub300\ud55c \uac00\uc2dc\uc131\uc744 \ud68c\ubcf5\ud569\ub2c8\ub2e4(Gartner, 2024).<\/p>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \uc774 \ud50c\ub7ab\ud3fc\uc740 \ub3c5\uc810\uc801\uc778 AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc81c\ud55c\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub85c\ub3c4 \uc644\uc804\ud55c \uadc0\uc18d \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uc88b\uc740 \uc608\uc785\ub2c8\ub2e4. \uc774\ub294 \uc624\ub298\ub0a0 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ub97c \uc6b0\uc120\uc2dc\ud558\ub294 \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc7a5\uc810\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Attribution_Model_Decision_Framework\"><\/span><b>\uadc0\uc18d \ubaa8\ub378 \uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ucd5c\uc801\uc758 \uadc0\uc778 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub824\uba74 \uc5ec\ub7ec \uc694\uc18c\ub97c \uc2e0\uc911\ud558\uac8c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud558\uc5ec \uacb0\uc815\uc744 \ub0b4\ub9ac\uc138\uc694.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_1_Assess_Your_Customer_Journey_Complexity\"><\/span><b>1\ub2e8\uacc4: \uace0\uac1d \uc5ec\uc815 \ubcf5\uc7a1\uc131 \ud3c9\uac00<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc2ec\ud50c \uc800\ub2c8(1~3\uac1c \ud130\uce58\ud3ec\uc778\ud2b8)<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ucd94\ucc9c \ubaa8\ub378: First-touch, Last-touch \ub610\ub294 Linear<\/li>\n<li aria-level=\"1\">\uc608\uc2dc \uc0ac\uc5c5: \ucda9\ub3d9\uad6c\ub9e4, \uac04\ub2e8\ud55c \uc804\uc790\uc0c1\uac70\ub798<\/li>\n<\/ul>\n<p><b>\uc911\uac04 \uc5ec\uc815(4~10\uac1c \uc811\uc810)<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uad8c\uc7a5 \ubaa8\ub378: \uc2dc\uac04 \uac10\uc18c \ub610\ub294 \uc704\uce58 \uae30\ubc18<\/li>\n<li aria-level=\"1\">\uc608\uc2dc \uc0ac\uc5c5: \uc18c\ube44\uc790 \uad6c\ub9e4, \uac04\ub2e8\ud55c B2B<\/li>\n<\/ul>\n<p><b>\ubcf5\uc7a1\ud55c \uc5ec\uc815(10\uac1c \uc774\uc0c1\uc758 \ud130\uce58\ud3ec\uc778\ud2b8)<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ucd94\ucc9c \ubaa8\ub378: \uc54c\uace0\ub9ac\uc998 \ub610\ub294 AI \uac15\ud654<\/li>\n<li aria-level=\"1\">\uc608\uc2dc \uc0ac\uc5c5: \uae30\uc5c5 B2B, \uace0\uac00 \uc18c\ube44\uc790 \uad6c\ub9e4<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Step_2_Evaluate_Your_Data_Maturity\"><\/span><b>2\ub2e8\uacc4: \ub370\uc774\ud130 \uc131\uc219\ub3c4 \ud3c9\uac00<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\ub808\ubca8 1: \uae30\ubcf8<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub370\uc774\ud130: \ucc44\ub110 \uc218\uc900 \uc131\uacfc, \uae30\ubcf8 \uc804\ud658 \ucd94\uc801<\/li>\n<li aria-level=\"1\">\uad8c\uc7a5 \ubaa8\ub378: \ub2e8\uc77c \ud130\uce58 \ub610\ub294 \uc120\ud615 \uadc0\uc18d<\/li>\n<li aria-level=\"1\">\ud544\uc694\ud55c \ub370\uc774\ud130 \uc778\ud504\ub77c: \uae30\ubcf8 \ubd84\uc11d \uad6c\ud604<\/li>\n<\/ul>\n<p><b>\ub808\ubca8 2: \uc911\uae09<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub370\uc774\ud130: \uc0ac\uc6a9\uc790 \uc218\uc900 \ucd94\uc801, \uc815\uc758\ub41c \uc804\ud658 \uacbd\ub85c<\/li>\n<li aria-level=\"1\">\ucd94\ucc9c \ubaa8\ub378: \uc704\uce58 \uae30\ubc18 \ub610\ub294 \uc2dc\uac04 \uae30\ubc18<\/li>\n<li aria-level=\"1\">\ud544\uc694\ud55c \ub370\uc774\ud130 \uc778\ud504\ub77c: \uace0\uac1d \uc5ec\uc815 \ucd94\uc801<\/li>\n<\/ul>\n<p><b>\ub808\ubca8 3: \uace0\uae09<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub370\uc774\ud130: \ud06c\ub85c\uc2a4 \ub514\ubc14\uc774\uc2a4, \uc628\ub77c\uc778\/\uc624\ud504\ub77c\uc778 \ud1b5\ud569<\/li>\n<li aria-level=\"1\">\ucd94\ucc9c \ubaa8\ub378: \uc54c\uace0\ub9ac\uc998 \uadc0\uc18d<\/li>\n<li aria-level=\"1\">\ud544\uc694\ud55c \ub370\uc774\ud130 \uc778\ud504\ub77c: \ub370\uc774\ud130\uc6e8\uc5b4\ud558\uc6b0\uc2a4, ID \ud655\uc778<\/li>\n<\/ul>\n<p><b>\ub808\ubca8 4: \uc120\ub450<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub370\uc774\ud130: \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc81c\uc57d\uc774 \uc788\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc804\ub7b5<\/li>\n<li aria-level=\"1\">\ucd94\ucc9c \ubaa8\ub378: AI \uac15\ud654 \ud655\ub960\ub860<\/li>\n<li aria-level=\"1\">\ud544\uc694\ud55c \ub370\uc774\ud130 \uc778\ud504\ub77c: AI \uae30\ub2a5, \ud1b5\ud569 \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \uc870\uc9c1\uc758 \uc131\uc219\ub3c4\uc5d0 \uad00\uacc4\uc5c6\uc774 \ubaa8\ub4e0 \uc870\uc9c1\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc73c\uba70, \uce21\uc815 \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ud655\uc7a5 \uac00\ub2a5\ud55c \uc720\uc5f0\ud55c \ubaa8\ub378 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_3_Consider_Your_Business_Model\"><\/span><b>3\ub2e8\uacc4: \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 \uace0\ub824\ud558\uae30<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc804\uc790\uc0c1\uac70\ub798<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc8fc\uc694 \ucd08\uc810: \uad6c\ub9e4 \uc5ec\uc815 \uc644\ub8cc<\/li>\n<li aria-level=\"1\">\uad8c\uc7a5 \ubaa8\ub378: \uc2dc\uac04 \uac10\uc18c \ub610\ub294 \uc54c\uace0\ub9ac\uc998<\/li>\n<li aria-level=\"1\">\uc911\uc694 \uc694\uc18c: \uc7a5\ubc14\uad6c\ub2c8 \ud3ec\uae30, \uc81c\ud488 \ubc1c\uacac<\/li>\n<\/ul>\n<p><b>\ub9ac\ub4dc \uc0dd\uc131<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc8fc\uc694 \ucd08\uc810: \ub9ac\ub4dc \ud488\uc9c8 \ubc0f \ud310\ub9e4 \uc815\ub82c<\/li>\n<li aria-level=\"1\">\ucd94\ucc9c \ubaa8\ub378: \uc704\uce58 \uae30\ubc18 \ub610\ub294 \uc54c\uace0\ub9ac\uc998 \uae30\ubc18<\/li>\n<li aria-level=\"1\">\uc911\uc694 \uc694\uc18c: \ub9ac\ub4dc \uc2a4\ucf54\uc5b4\ub9c1, \uc624\ud504\ub77c\uc778 \uc804\ud658<\/li>\n<\/ul>\n<p><b>\uc2e0\uccad<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc8fc\uc694 \ucd08\uc810: \ucd08\uae30 \uc804\ud658 \ubc0f \uc720\uc9c0<\/li>\n<li aria-level=\"1\">\uad8c\uc7a5 \ubaa8\ub378: \uc2dc\uac04 \uac10\uc18c \ub610\ub294 \uc54c\uace0\ub9ac\uc998<\/li>\n<li aria-level=\"1\">\uc911\uc694 \uc694\uc18c: \uace0\uac1d \uc0dd\uc560 \uac00\uce58, \uc774\ud0c8 \uc2e0\ud638<\/li>\n<\/ul>\n<p>\uad6c\uae00 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305 \uc5d0\ubc18\uc824\ub9ac\uc2a4\ud2b8 \uc544\ube44\ub098\uc26c \uce74\uc6b0\uc2dd\uc740 &quot;\uadc0\uc0ac\uc758 \uadc0\uc18d \ubaa8\ub378\uc740 \uc870\uc9c1\uc758 \uad6c\uc870\uac00 \uc544\ub2cc \uace0\uac1d\uc758 \uc2e4\uc81c \uad6c\ub9e4 \ubc29\uc2dd\uc5d0 \ub9de\ucdb0\uc57c \ud569\ub2c8\ub2e4.&quot;\ub77c\uace0 \uc870\uc5b8\ud569\ub2c8\ub2e4. &quot;\ub108\ubb34 \ub9ce\uc740 \uae30\uc5c5\uc774 \uace0\uac1d\uc758 \uc2e4\uc81c \uc0c1\ud669\ubcf4\ub2e4\ub294 \uc870\uc9c1\uc758 \uc815\uce58\uc801 \uc785\uc7a5\uc5d0 \ub530\ub77c \uadc0\uc18d \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.&quot;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Privacy_Challenge_and_Attribution_Model_Selection\"><\/span><b>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uacfc\uc81c \ubc0f \uadc0\uc18d \ubaa8\ub378 \uc120\ud0dd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc815\ucc45 \ubcc0\uacbd\uc73c\ub85c \uc778\ud574 \uadc0\uc18d \ubaa8\ub378\uc758 \uc2e4\ud589 \uac00\ub2a5\uc131\uc774 \ud06c\uac8c \uc601\ud5a5\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Impact_by_Attribution_Type\"><\/span><b>\uadc0\uc18d \uc720\ud615\ubcc4 \uc601\ud5a5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc2f1\uae00\ud130\uce58 \ubaa8\ub378:<\/b> \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc815\ucc45 \ubcc0\uacbd\uc758 \uc601\ud5a5\uc744 \uac00\uc7a5 \uc801\uac8c \ubc1b\uc558\uc9c0\ub9cc, \uac00\uc7a5 \ubd80\uc815\ud655\ud55c \uc815\ubcf4\uc785\ub2c8\ub2e4.<\/p>\n<p><b>\uaddc\uce59 \uae30\ubc18 \uba40\ud2f0\ud130\uce58 \ubaa8\ub378:<\/b> \uc911\uac04 \uc815\ub3c4\uc758 \uc601\ud5a5\uc744 \ubc1b\uc558\uc73c\uba70, \ud604\uc7ac 25-40%\uc758 \uc5ec\ud589\uc774 \uc644\ub8cc\ub418\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p><b>\uae30\uc874 \uc54c\uace0\ub9ac\uc998 \ubaa8\ub378:<\/b> \uc77c\ubd80 \ubd80\ubb38\uc5d0\uc11c\ub294 40-70% \ub370\uc774\ud130\uac00 \uc190\uc2e4\ub418\ub294 \ub4f1 \uc2ec\uac01\ud55c \uc601\ud5a5\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p><b>AI \uac15\ud654 \ud655\ub960 \ubaa8\ub378:<\/b> \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \ucd5c\uc6b0\uc120\uc73c\ub85c \ud558\ub294 \ud658\uacbd\uc5d0 \ub9de\uac8c \ud2b9\ubcc4\ud788 \uc124\uacc4\ub418\uc5c8\uc73c\uba70 \ubcf5\uc6d0\ub825\uc774 \uac00\uc7a5 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n<p>\uc138\uacc4\uad11\uace0\uc8fc\uc5f0\ub9f9(WFA)\uc774 2024\ub144\uc5d0 \uc2e4\uc2dc\ud55c \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \uc804 \uc138\uacc4 \ub9c8\ucf00\ud130\uc758 72%\uac00 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uacfc \uae30\uc220 \ubcc0\ud654\ub85c \uc778\ud574 \uadc0\uc18d \ubc29\uc2dd\uc744 \uc7ac\uace0\ud574\uc57c \ud588\ub2e4\uace0 \ubcf4\uace0\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Trust Insights\uc758 \uacf5\ub3d9 \ucc3d\ub9bd\uc790\uc778 \ud06c\ub9ac\uc2a4\ud1a0\ud37c \ud39c\uc740 &quot;\ubbf8\ub798\ub294 \ub354 \uc801\uc740 \ub370\uc774\ud130\ub85c \uc815\ud655\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \uc18d\uc131 \uc194\ub8e8\uc158\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9d0\ud558\uba70, &quot;\uc774 \ubd80\ubd84\uc5d0\uc11c AI\uc640 \uba38\uc2e0\ub7ec\ub2dd\uc774 \uc911\uc694\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub367\ubd99\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \ud2b9\ud5c8 \ucd9c\uc6d0 \uc911\uc778 Edge Privacy Layer\ub294 \uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ud2b9\ubcc4\ud788 \uac1c\ubc1c\ub418\uc5c8\uc73c\uba70, \uac00\uc7a5 \ub192\uc740 \uc218\uc900\uc758 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815 \uc900\uc218\ub97c \uc720\uc9c0\ud558\uba74\uc11c \ud3ec\uad04\uc801\uc778 \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Industry-Specific_Attribution_Considerations\"><\/span><b>\uc0b0\uc5c5\ubcc4 \uadc0\uc18d \uace0\ub824 \uc0ac\ud56d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub2e4\uc591\ud55c \uc0b0\uc5c5\uc740 \uace0\uc720\ud55c \uadc0\uc18d \uacfc\uc81c\uc640 \uace0\ub824 \uc0ac\ud56d\uc5d0 \uc9c1\uba74\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Retail_eCommerce\"><\/span><b>\uc18c\ub9e4 \ubc0f \uc804\uc790\uc0c1\uac70\ub798<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc8fc\uc694 \uacfc\uc81c:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uad6c\ub9e4 \uc5ec\uc815\uc5d0\uc11c \uc5ec\ub7ec \uae30\uae30 \uc0ac\uc6a9<\/li>\n<li aria-level=\"1\">\uc624\ud504\ub77c\uc778\/\uc628\ub77c\uc778 \ud1b5\ud569<\/li>\n<li aria-level=\"1\">\ub9c8\ucf13\ud50c\ub808\uc774\uc2a4 \ub300 \uc9c1\uc811 \uadc0\uc18d<\/li>\n<\/ul>\n<p><b>\ucd94\ucc9c \ubaa8\ub378:<\/b> \uc2dc\uac04 \uac10\uc18c \ub610\ub294 \uc54c\uace0\ub9ac\uc998<\/p>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uc54c\uace0\ub9ac\uc998 \uadc0\uc18d\uc744 \uc0ac\uc6a9\ud558\ub294 \uc18c\ub9e4\uc5c5\uccb4\ub294 \ub2e8\uc77c \ud130\uce58 \uadc0\uc18d\uacfc \ube44\uad50\ud588\uc744 \ub54c ROAS\uac00 \ud3c9\uade0 26% \uc99d\uac00\ud558\ub294 \uac83\uc744 \uacbd\ud5d8\ud569\ub2c8\ub2e4(eMarketer, 2024\ub144).<\/p>\n<h3><span class=\"ez-toc-section\" id=\"B2B_Services_Technology\"><\/span><b>B2B \uc11c\ube44\uc2a4 \ubc0f \uae30\uc220<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc8fc\uc694 \uacfc\uc81c:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ud655\uc7a5\ub41c \ud310\ub9e4 \uc8fc\uae30(3~18\uac1c\uc6d4)<\/li>\n<li aria-level=\"1\">\uad6c\ub9e4 \ud504\ub85c\uc138\uc2a4\uc758 \ub2e4\uc591\ud55c \uc774\ud574 \uad00\uacc4\uc790<\/li>\n<li aria-level=\"1\">\uace0\uac00\uce58, \uc800\uc6a9\ub7c9 \uc804\ud658<\/li>\n<\/ul>\n<p><b>\ucd94\ucc9c \ubaa8\ub378:<\/b> \uc704\uce58 \uae30\ubc18 \ub610\ub294 AI \uac15\ud654<\/p>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uba40\ud2f0\ud130\uce58 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uad6c\ud604\ud55c B2B \uae30\uc5c5\uc740 \uace0\uac1d \ud68d\ub4dd \ube44\uc6a9\uc744 \ud3c9\uade0 30%\uae4c\uc9c0 \uc808\uac10\ud569\ub2c8\ub2e4(\uc218\uc694 \ucc3d\ucd9c \ubcf4\uace0\uc11c, 2024\ub144).<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Financial_Services\"><\/span><b>\uae08\uc735 \uc11c\ube44\uc2a4<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uc8fc\uc694 \uacfc\uc81c:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uc5c4\uaca9\ud55c \uaddc\uc81c \ud658\uacbd<\/li>\n<li aria-level=\"1\">\uace0\uac00\uce58 \ud3c9\uc0dd \uace0\uac1d<\/li>\n<li aria-level=\"1\">\ubbfc\uac10\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc694\uad6c \uc0ac\ud56d<\/li>\n<\/ul>\n<p><b>\ucd94\ucc9c \ubaa8\ub378:<\/b> AI \uac15\ud654 \ud655\ub960\ub860<\/p>\n<p><b>\ud1b5\uacc4\uc801 \ud1b5\ucc30\ub825:<\/b> \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \uc18d\uc131 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\ub294 \uae08\uc735 \uc11c\ube44\uc2a4 \ud68c\uc0ac\ub294 \ub9c8\ucf00\ud305 \ud6a8\uc728\uc131\uc774 22% \ub354 \ub192\uace0 \uaddc\uc815 \uc900\uc218\uc728\uc774 100% \ub354 \ub192\uc2b5\ub2c8\ub2e4(Financial Brand, 2024).<\/p>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \uc774\ub7ec\ud55c \uc0b0\uc5c5 \uc804\ubc18\uc758 \uc120\ub3c4\uc801 \uae30\uc5c5\uacfc \ud611\ub825\ud558\uc5ec \uc720\uc5f0\ud55c \uadc0\uc18d \ubc29\uc2dd\uc744 \ud574\ub2f9 \uae30\uc5c5\uc758 \ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d\uacfc \uaddc\uc81c \ud658\uacbd\uc5d0 \ub9de\ucdb0 \uc870\uc815\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Implementation_Considerations_by_Model_Type\"><\/span><b>\ubaa8\ub378 \uc720\ud615\ubcc4 \uad6c\ud604 \uace0\ub824 \uc0ac\ud56d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uac01 \uadc0\uc18d \ubaa8\ub378\uc5d0\ub294 \uc11c\ub85c \ub2e4\ub978 \uc218\uc900\uc758 \uae30\uc220 \uad6c\ud604\uacfc \uc870\uc9c1\uc801 \uc815\ub82c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Single-Touch_Models\"><\/span><b>\uc2f1\uae00\ud130\uce58 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uae30\uc220\uc801 \uc694\uad6c \uc0ac\ud56d:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uae30\ubcf8 \ubd84\uc11d \uad6c\ud604<\/li>\n<li aria-level=\"1\">\ucea0\ud398\uc778 \ud0dc\uadf8 \uad6c\uc870<\/li>\n<li aria-level=\"1\">\uc804\ud658 \ucd94\uc801<\/li>\n<\/ul>\n<p><b>\ud0c0\uc784\ub77c\uc778:<\/b> 2-4\uc8fc<\/p>\n<p><b>\ud300 \ub9ac\uc18c\uc2a4:<\/b> 1 \ubd84\uc11d \ub9ac\uc18c\uc2a4, \ud30c\ud2b8\ud0c0\uc784<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rule-Based_Multi-Touch_Models\"><\/span><b>\uaddc\uce59 \uae30\ubc18 \uba40\ud2f0\ud130\uce58 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uae30\uc220\uc801 \uc694\uad6c \uc0ac\ud56d:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\uace0\uac1d \uc5ec\uc815 \ucd94\uc801<\/li>\n<li aria-level=\"1\">\uad50\ucc28 \uc7a5\uce58 \uc2dd\ubcc4(\uad8c\uc7a5)<\/li>\n<li aria-level=\"1\">\ud130\uce58\ud3ec\uc778\ud2b8 \uc218\uc9d1\uc744 \uc704\ud55c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778<\/li>\n<\/ul>\n<p><b>\ud0c0\uc784\ub77c\uc778:<\/b> 4-12\uc8fc<\/p>\n<p><b>\ud300 \ub9ac\uc18c\uc2a4:<\/b> \uc804\ub2f4 \ubd84\uc11d \ub9ac\uc18c\uc2a4 1\uac1c, \ub9c8\ucf00\ud305 \uc774\ud574 \uad00\uacc4\uc790 \uc815\ub82c<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Algorithmic_Models\"><\/span><b>\uc54c\uace0\ub9ac\uc998 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uae30\uc220\uc801 \uc694\uad6c \uc0ac\ud56d:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ub370\uc774\ud130\uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uad6c\ud604<\/li>\n<li aria-level=\"1\">ID \ud655\uc778 \uae30\ub2a5<\/li>\n<li aria-level=\"1\">\ud1b5\uacc4 \ubaa8\ub378\ub9c1 \uc804\ubb38\uc131<\/li>\n<\/ul>\n<p><b>\ud0c0\uc784\ub77c\uc778:<\/b> 12-24\uc8fc<\/p>\n<p><b>\ud300 \ub9ac\uc18c\uc2a4:<\/b> \ub370\uc774\ud130 \uacfc\ud559 \ud300, \ubd84\uc11d \uc5d4\uc9c0\ub2c8\uc5b4, \ub9c8\ucf00\ud305 \uc774\ud574 \uad00\uacc4\uc790<\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI-Enhanced_Probabilistic_Models\"><\/span><b>AI \uac15\ud654 \ud655\ub960 \ubaa8\ub378<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\uae30\uc220\uc801 \uc694\uad6c \uc0ac\ud56d:<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\ud37c\uc2a4\ud2b8 \ud30c\ud2f0 \ub370\uc774\ud130 \uc804\ub7b5<\/li>\n<li aria-level=\"1\">\uc8fc\uc694 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uacfc\uc758 \ud1b5\ud569<\/li>\n<li aria-level=\"1\">AI \uae30\ub2a5\uc744 \uac16\ucd98 \uc18d\uc131 \ud50c\ub7ab\ud3fc<\/li>\n<\/ul>\n<p><b>\ud0c0\uc784\ub77c\uc778:<\/b> \uc640 \ud568\uaed8 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a>: 2-6\uc8fc \uc790\uccb4 \uac1c\ubc1c \uc2dc: 24-52\uc8fc<\/p>\n<p><b>\ud300 \ub9ac\uc18c\uc2a4:<\/b> \uc640 \ud568\uaed8 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a>: \ub9c8\ucf00\ud305 \uc774\ud574 \uad00\uacc4\uc790\ub9cc \uc0ac\ub0b4 \uac1c\ubc1c: \ub370\uc774\ud130 \uacfc\ud559 \ud300, ML \uc5d4\uc9c0\ub2c8\uc5b4, \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc804\ubb38\uac00<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Example_Model_Comparison_Case_Study_Retail_Brand_Attribution_Analysis\"><\/span><b>\uc608\uc2dc \ubaa8\ub378 \ube44\uad50 \uc0ac\ub840 \uc5f0\uad6c: \uc18c\ub9e4 \ube0c\ub79c\ub4dc \uadc0\uc18d \ubd84\uc11d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc18d \ubaa8\ub378 \uac04\uc758 \uc2e4\uc9c8\uc801\uc778 \ucc28\uc774\uc810\uc744 \uc124\uba85\ud558\uae30 \uc704\ud574 \ub2e4\uc911 \ucc44\ub110 \uc18c\ub9e4 \ube0c\ub79c\ub4dc\uc5d0 \ub300\ud55c \uc774 \uc0ac\ub840 \uc5f0\uad6c\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ube0c\ub79c\ub4dc\ub294 \ub2e4\uc591\ud55c \uadc0\uc18d \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec 5\uac1c \ucc44\ub110\uc5d0\uc11c 10,000\uac1c\uc758 \uc804\ud658\uc744 \ubd84\uc11d\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<table>\n<tbody>\n<tr>\n<td><b>\ucc44\ub110<\/b><\/td>\n<td><b>\uccab \ubc88\uc9f8 \ud130\uce58<\/b><\/td>\n<td><b>\ub9c8\uc9c0\ub9c9 \ud130\uce58<\/b><\/td>\n<td><b>\uc120\uc758<\/b><\/td>\n<td><b>\uc2dc\uac04 \uac10\uc18c<\/b><\/td>\n<td><b>\uc704\uce58 \uae30\ubc18<\/b><\/td>\n<td><b>AI \uac15\ud654<\/b><\/td>\n<\/tr>\n<tr>\n<td>\uc720\ub8cc \uac80\uc0c9<\/td>\n<td>15%<\/td>\n<td>35%<\/td>\n<td>22%<\/td>\n<td>28%<\/td>\n<td>26%<\/td>\n<td>24%<\/td>\n<\/tr>\n<tr>\n<td>\uc18c\uc15c \ubbf8\ub514\uc5b4<\/td>\n<td>45%<\/td>\n<td>12%<\/td>\n<td>25%<\/td>\n<td>18%<\/td>\n<td>30%<\/td>\n<td>27%<\/td>\n<\/tr>\n<tr>\n<td>\uc774\uba54\uc77c<\/td>\n<td>8%<\/td>\n<td>30%<\/td>\n<td>19%<\/td>\n<td>24%<\/td>\n<td>18%<\/td>\n<td>22%<\/td>\n<\/tr>\n<tr>\n<td>\ud45c\uc2dc\ud558\ub2e4<\/td>\n<td>24%<\/td>\n<td>7%<\/td>\n<td>19%<\/td>\n<td>12%<\/td>\n<td>15%<\/td>\n<td>16%<\/td>\n<\/tr>\n<tr>\n<td>\uc720\uae30\uc801 \uac80\uc0c9<\/td>\n<td>8%<\/td>\n<td>16%<\/td>\n<td>15%<\/td>\n<td>18%<\/td>\n<td>11%<\/td>\n<td>11%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uc774\ub7ec\ud55c \ubcc0\ud654\ub85c \uc778\ud574 \uc608\uc0b0 \ubc30\ubd84 \uad8c\uc7a5 \uc0ac\ud56d\uc774 \ud06c\uac8c \ub2ec\ub77c\uc84c\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud55c \ud6c4 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> AI \uac15\ud654 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ube0c\ub79c\ub4dc\ub294 \ub2e4\uc74c\uc744 \ub2ec\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\">90\uc77c \ub0b4 ROAS 34% \uc99d\uac00<\/li>\n<li aria-level=\"1\">\uc774\uba54\uc77c\uc774 \uae30\uc874 \uace0\uac1d\uc5d0\uac8c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ubc18\uba74 \uc18c\uc15c \ubbf8\ub514\uc5b4\uac00 \uc2e0\uaddc \uace0\uac1d \ud655\ubcf4\ub97c \ucd09\uc9c4\ud55c\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li aria-level=\"1\">\ub514\uc2a4\ud50c\ub808\uc774 \uad11\uace0\uac00 \ub9c8\uc9c0\ub9c9 \ud130\uce58\uac00 \ub418\ub294 \uacbd\uc6b0\ub294 \ub4dc\ubb3c\uc9c0\ub9cc \uc9c0\uc6d0 \uc804\ud658\uc5d0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud55c\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Future-Proofing_Your_Attribution_Approach\"><\/span><b>\uadc0\uc0ac\uc758 \uadc0\uc18d \uc811\uadfc \ubc29\uc2dd\uc744 \ubbf8\ub798\uc5d0 \ub300\ube44\ud558\uae30<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9c8\ucf00\ud305 \ud658\uacbd\uc774 \ub04a\uc784\uc5c6\uc774 \ubcc0\ud654\ud568\uc5d0 \ub530\ub77c \uadc0\uc0ac\uc758 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc811\uadfc \ubc29\uc2dd\ub3c4 \ubcc0\ud654\ud574\uc57c \ud569\ub2c8\ub2e4. \ubbf8\ub798 \uc9c0\ud5a5\uc801\uc778 \uae30\uc5c5\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc804\ub7b5\uc744 \uc2e4\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Model_Flexibility\"><\/span><b>1. \ubaa8\ub378 \uc720\uc5f0\uc131<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc5ec\ub7ec \ubaa8\ub378\uc744 \ub3d9\uc2dc\uc5d0 \ubcfc \uc218 \uc788\ub294 \uc18d\uc131 \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \uc774 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uba74 \ub098\ub780\ud788 \ubaa8\ub378\uc744 \ube44\uad50\ud560 \uc218 \uc788\uc5b4 \ub9c8\ucf00\ud130\uac00 \uc131\uacfc\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \uad00\uc810\uc744 \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Privacy-First_Design\"><\/span><b>2. \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc6b0\uc120 \ub514\uc790\uc778<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc911\uc2ec \uc138\uc0c1\uc5d0 \ub9de\ucdb0 \uc124\uacc4\ub41c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\uc220\uc744 \uc120\ud0dd\ud558\uc5ec \ubbf8\ub798 \uc9c0\ud5a5\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uad6c\ucd95\ud558\uc138\uc694. IBM\uc758 2024 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc601\ud5a5 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, 83%\uc758 \uc18c\ube44\uc790\uac00 \ub370\uc774\ud130 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubb38\uc81c\uac00 \ube0c\ub79c\ub4dc \uc120\ud0dd\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce5c\ub2e4\uace0 \ub2f5\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Incrementality_Testing\"><\/span><b>3. \uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uacb0\uacfc \uac80\uc99d\uc744 \uc704\ud574 \uadc0\uc778\uacfc \uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud558\uc138\uc694. Analytic Partners\uc758 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \uadc0\uc778\uacfc \uc99d\ubd84\uc131 \ud14c\uc2a4\ud2b8\ub97c \ubcd1\ud589\ud558\ub294 \uae30\uc5c5\uc740 \ub450 \uac00\uc9c0 \ubc29\ubc95 \uc911 \ud558\ub098\ub9cc \uc0ac\uc6a9\ud558\ub294 \uae30\uc5c5\ubcf4\ub2e4 41% \ub354 \ub192\uc740 \ub9c8\ucf00\ud305 ROI\ub97c \ub2ec\uc131\ud558\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Cross-Channel_Integration\"><\/span><b>4. \ud06c\ub85c\uc2a4 \ucc44\ub110 \ud1b5\ud569<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc720\ub8cc, \uc790\uccb4, \uadf8\ub9ac\uace0 \ud68d\ub4dd \ubbf8\ub514\uc5b4 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uac04\uc758 \uac04\uadf9\uc744 \ud574\uc18c\ud558\uc138\uc694. \ud1b5\ud569\ub41c \uc811\uadfc \ubc29\uc2dd\uc740 \ub9c8\ucf00\ud305 \uc131\uacfc\uc5d0 \ub300\ud55c \uac00\uc7a5 \uc815\ud655\ud55c \uc774\ud574\ub97c \uc81c\uacf5\ud558\uba70, \ub9e5\ud0a8\uc9c0 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74 \ud1b5\ud569 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \ub9c8\ucf00\ud305 \ud6a8\uacfc\ub97c 23% \uc99d\uac00\uc2dc\ud0a4\ub294 \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Continuous_Improvement\"><\/span><b>5. \uc9c0\uc18d\uc801\uc778 \uac1c\uc120<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uae30\uc5ec \ud504\ub85c\uadf8\ub7a8\uc740 \ub04a\uc784\uc5c6\uc774 \ubc1c\uc804\ud569\ub2c8\ub2e4. Forrester\uc5d0 \ub530\ub974\uba74, \uc131\uacfc\uac00 \uc88b\uc740 \uc870\uc9c1\uc740 \ubd84\uae30\ubcc4\ub85c \uae30\uc5ec \uc811\uadfc \ubc29\uc2dd\uc744 \uac80\ud1a0\ud558\uace0 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \ubc18\uba74, \ud3c9\uade0\uc801\uc778 \uc870\uc9c1\uc740 \ub9e4\ub144 \ub610\ub294 \uadf8\ubcf4\ub2e4 \ub35c \uc790\uc8fc \uc774\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Making_the_Transition_Implementation_Roadmap\"><\/span><b>\uc804\ud658\ud558\uae30: \uad6c\ud604 \ub85c\ub4dc\ub9f5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc18d \uc811\uadfc \ubc29\uc2dd\uc744 \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\ub824\ub294 \uc870\uc9c1\uc758 \uacbd\uc6b0 \ub2e4\uc74c\uc758 \uac80\uc99d\ub41c \uad6c\ud604 \ub85c\ub4dc\ub9f5\uc744 \ub530\ub974\uc138\uc694.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phase_1_Foundations_1-4_weeks\"><\/span><b>1\ub2e8\uacc4: \uae30\ucd08(1~4\uc8fc)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\ud604\uc7ac \uadc0\uc18d \uae30\ub2a5 \uac10\uc0ac<\/li>\n<li aria-level=\"1\">\ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d \ubb38\uc11c\ud654<\/li>\n<li aria-level=\"1\">\uc801\uc808\ud55c \uadc0\uc18d \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uc138\uc694<\/li>\n<li aria-level=\"1\">\uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \uc774\ud574 \uad00\uacc4\uc790 \uc870\uc815<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Phase_2_Implementation_2-12_weeks\"><\/span><b>2\ub2e8\uacc4: \uad6c\ud604(2~12\uc8fc)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\ucd94\uc801 \ubc0f \ub370\uc774\ud130 \uc218\uc9d1 \uad6c\uc131<\/li>\n<li aria-level=\"1\">\uae30\uc900 \uc131\ub2a5 \uc9c0\ud45c \uc124\uc815<\/li>\n<li aria-level=\"1\">\ub9c8\ucf00\ud305 \ud300\uc5d0 \uc0c8\ub85c\uc6b4 \uc811\uadfc \ubc29\uc2dd \uad50\uc721<\/li>\n<li aria-level=\"1\">\ub370\uc774\ud130 \uac80\uc99d \ud504\ub85c\uc138\uc2a4 \uc2dc\uc791<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Phase_3_Optimization_Ongoing\"><\/span><b>3\ub2e8\uacc4: \ucd5c\uc801\ud654(\uc9c4\ud589 \uc911)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li aria-level=\"1\">\ubaa8\ub378 \uac04 \uc131\ub2a5 \ube44\uad50<\/li>\n<li aria-level=\"1\">\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ud1b5\ud569 \uac1c\uc120<\/li>\n<li aria-level=\"1\">\ud14c\uc2a4\ud2b8 \uc18d\uc131 \uae30\ubc18 \ucd5c\uc801\ud654<\/li>\n<li aria-level=\"1\">\uc131\uacf5\uc801\uc778 \uc811\uadfc \ubc29\uc2dd \ud655\uc7a5<\/li>\n<\/ul>\n<p>\uc640 \ud568\uaed8 <a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight\uc758<\/a> \ud134\ud0a4 \uad6c\ud604\uc744 \ud1b5\ud574 \uc870\uc9c1\uc740 \uc774 \ud0c0\uc784\ub77c\uc778\uc744 \ud06c\uac8c \ub2e8\ucd95\ud558\uc5ec \uba87 \uac1c\uc6d4 \ub610\ub294 \uba87 \ub144\uc774 \uc544\ub2cc \uba87 \uc8fc \ub9cc\uc5d0 \uace0\uae09 \uc18d\uc131 \uae30\ub2a5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion_Beyond_Models_to_Marketing_Transformation\"><\/span><b>\uacb0\ub860: \ubaa8\ub378\uc744 \ub118\uc5b4 \ub9c8\ucf00\ud305 \ud601\uc2e0\uc73c\ub85c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uadc0\uc18d \ubaa8\ub378\uc758 \uc120\ud0dd\uc740 \uacb0\uad6d \uce21\uc815 \uc774\uc0c1\uc758 \uc758\ubbf8\ub97c \uc9c0\ub2d9\ub2c8\ub2e4. \uc9c0\uc18d \uac00\ub2a5\ud55c \uc0ac\uc5c5 \uc131\uc7a5\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \ub9c8\ucf00\ud305 \uc811\uadfc \ubc29\uc2dd\uc744 \uc804\ud658\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ub294 \uc62c\ubc14\ub978 \uadc0\uc18d \ubaa8\ub378\uc744 \uad6c\ud604\ud558\ub294 \uc870\uc9c1\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li aria-level=\"1\">\ub354\uc6b1 \ud6a8\uc728\uc801\uc778 \ub9c8\ucf00\ud305 \uc9c0\ucd9c \ubc30\ubd84<\/li>\n<li aria-level=\"1\">\ud130\uce58\ud3ec\uc778\ud2b8 \uc804\ubc18\uc5d0\uc11c \ud5a5\uc0c1\ub41c \uace0\uac1d \uacbd\ud5d8<\/li>\n<li aria-level=\"1\">\ub9c8\ucf00\ud305\uacfc \uc601\uc5c5 \uac04\uc758 \ub354\uc6b1 \uae34\ubc00\ud55c \uc5f0\uacc4<\/li>\n<li aria-level=\"1\">\uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \uc801\uc751\ud558\ub294 \ub2a5\ub825 \ud5a5\uc0c1<\/li>\n<li aria-level=\"1\">\ub9c8\ucf00\ud305 \ud22c\uc790 \uacb0\uc815\uc5d0 \ub300\ud55c \uc2e0\ub8b0\ub3c4 \uc99d\uac00<\/li>\n<\/ul>\n<p>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc774 \uac15\ud654\ub418\uace0 \uace0\uac1d \uc5ec\uc815\uc774 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9d0\uc5d0 \ub530\ub77c, \uae30\uc220\uc801 \ud55c\uacc4\uc5d0 \uad00\uacc4\uc5c6\uc774 \uc2e4\ud589 \uac00\ub2a5\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \uc720\uc5f0\ud558\uace0 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815\uc744 \uc900\uc218\ud558\ub294 \uc18d\uc131 \uc811\uadfc \ubc29\uc2dd\uc744 \uac16\ucd98 \uc870\uc9c1\uc774 \uc131\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/attrisight.com\/ko\/\">AttriSight<\/a> \ubaa8\ub378 \uc720\uc5f0\uc131, AI \uae30\ubc18 \uc778\uc0ac\uc774\ud2b8, \uadf8\ub9ac\uace0 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc911\uc2ec \uc124\uacc4\ub97c \uacb0\ud569\ud558\uc5ec \ub370\uc774\ud130 \uad00\ub828 \ubb38\uc81c \uc5c6\uc774 \uba85\ud655\ud55c \ub9c8\ucf00\ud305 \uc131\uacfc\ub97c \uc81c\uacf5\ud558\ub294 \ucc28\uc138\ub300 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\uc220\uc744 \uc120\ubcf4\uc785\ub2c8\ub2e4. \uadc0\uc0ac\uc758 \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uacfc \uace0\uac1d \uc5ec\uc815\uc5d0 \ub9de\ucdb0 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uc870\uc815\ud568\uc73c\ub85c\uc368, \ub2e8\uc21c\ud55c \ubcf4\uace0 \ud65c\ub3d9\uc774 \uc544\ub2cc \uce21\uc815\uc744 \uacbd\uc7c1 \uc6b0\uc704\ub85c \uc804\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Academic_References\"><\/span><b>\ud559\uc220 \ucc38\uace0\ubb38\ud5cc<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li aria-level=\"1\">Abhishek, V., Fader, P., &amp; Hosanagar, K. (2023). &quot;\uae54\ub54c\uae30\ub97c \ud1b5\ud55c \ubbf8\ub514\uc5b4 \ub178\ucd9c: \ub2e4\ub2e8\uacc4 \uadc0\uc778 \ubaa8\ub378.&quot; <i>\uad6d\uc81c \ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 40(1), 232-251.<\/li>\n<li aria-level=\"1\">Barajas, J., Akella, R., Holtan, M., &amp; Flores, A. (2023). &quot;\ub9c8\ucf13\ud50c\ub808\uc774\uc2a4\uc5d0\uc11c \uc628\ub77c\uc778 \ub514\uc2a4\ud50c\ub808\uc774 \uad11\uace0 \uc18d\uc131\uc5d0 \ub300\ud55c \uc2e4\ud5d8 \uc124\uacc4 \ubc0f \ucd94\uc815.&quot; <i>\ub9c8\ucf00\ud305 \uacfc\ud559<\/i>, 42(1), 58-79.<\/li>\n<li aria-level=\"1\">Berman, R. (2024). \u201c\ucd5c\uc885 \uc811\uc810\uc744 \ub118\uc5b4: \uc628\ub77c\uc778 \uad11\uace0\uc5d0\uc11c\uc758 \uba40\ud2f0\ud130\uce58 \uc18d\uc131.\u201d <i>\uc591\uc801 \ub9c8\ucf00\ud305\uacfc \uacbd\uc81c\ud559<\/i>, 22(1), 65-92.<\/li>\n<li aria-level=\"1\">Danaher, PJ, &amp; van Heerde, HJ (2023). \u201c\uadc0\uc18d\uc758 \ucc29\uac01: \uba40\ud2f0\ubbf8\ub514\uc5b4 \uc608\uc0b0 \ubc30\ubd84\uc5d0 \uadc0\uc18d\uc744 \uc0ac\uc6a9\ud560 \ub54c\uc758 \uc8fc\uc758\uc0ac\ud56d.\u201d <i>\ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 59(2), 355-374.<\/li>\n<li aria-level=\"1\">Ji, W., &amp; Wang, X. (2023). \u201c\uc628\ub77c\uc778 \uad11\uace0\ub97c \uc704\ud55c \ud655\ub960\uc801 \uba40\ud2f0\ud130\uce58 \uadc0\uc18d.\u201d <i>\uad6d\uc81c \ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 40(2), 421-443.<\/li>\n<li aria-level=\"1\">Li, H., &amp; Kannan, PK (2024). &quot;\ub2e4\uc911\ucc44\ub110 \uc628\ub77c\uc778 \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c\uc758 \uc804\ud658 \uae30\uc5ec\ub3c4 \ubd84\uc11d: \uc2e4\uc99d \ubaa8\ub378\uacfc \ud604\uc7a5 \uc2e4\ud5d8.&quot; <i>\ub9c8\ucf00\ud305 \uc5f0\uad6c \uc800\ub110<\/i>, 61(1), 40-56.<\/li>\n<li aria-level=\"1\">Macdonald, EK, Wilson, HN, &amp; Konus, U. (2023). &quot;\ub9c8\ucf00\ud305 \uae30\uc5ec\ub3c4\uc758 \uac00\uce58 \uce21\uc815: \ub9c8\ucf00\ud305 \ud65c\ub3d9\uc774 \uad6c\ub9e4\uc790 \uc804\ud658\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \ubaa8\ub378 \ud14c\uc2a4\ud2b8 \ubc0f \ubcf4\uc815.&quot; <i>\ub9c8\ucf00\ud305 \uad00\ub9ac \uc800\ub110<\/i>, 39(5-6), 553-575.<\/li>\n<li aria-level=\"1\">Ren, K., Qin, J., Zheng, L., Yang, Z., Zhang, W., &amp; Yu, Y. (2024). \u201c\ub2e4\ucc44\ub110 \uc804\uc790\uc0c1\uac70\ub798 \ub9c8\ucf00\ud305 \uae30\uc5ec \ubd84\uc11d\uc5d0\uc11c \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ubaa8\ub378\ub9c1\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd.\u201d <i>IEEE \uc9c0\uc2dd \ubc0f \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uac70\ub798<\/i>, 36(4), 1545-1558.<\/li>\n<li aria-level=\"1\">Sinha, A., Sahgal, A., &amp; Mathur, SK (2024). \u201c\uac1c\uc778\uc815\ubcf4\ubcf4\ud638 \uaddc\uc815\uacfc \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305: \uae30\uc5ec \ubaa8\ub378 \ubc0f \uce21\uc815\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5.\u201d <i>\ube44\uc988\ub2c8\uc2a4 \uc5f0\uad6c \uc800\ub110<\/i>, 160, 113748.<\/li>\n<li aria-level=\"1\">Zhang, Y., Wei, Y., &amp; Ren, J. (2023). &quot;\ub370\uc774\ud130 \uae30\ubc18 \uba40\ud2f0\ud130\uce58 \uae30\uc5ec \ubaa8\ub378.&quot; <i>\uad11\uace0 \uc800\ub110<\/i>, 52(1), 1-20.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n\n\n<p class=\"wp-block-paragraph\" style=\"\"><\/p>","protected":false},"excerpt":{"rendered":"<p>\uc624\ub298\ub0a0\uc758 \ubcf5\uc7a1\ud55c \ub9c8\ucf00\ud305 \ud658\uacbd\uc5d0\uc11c \uc801\uc808\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc740 \ub9c8\ucf00\ud305 ROI\ub97c \ucd5c\ub300 33%\uae4c\uc9c0 \ub192\uc77c \uc218 \uc788\uc73c\uba70, 67%\uc758 \uace0\uc131\uacfc \uae30\uc5c5\ub4e4\uc774 \uba40\ud2f0\ud130\uce58 \uc811\uadfc \ubc29\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 54%\uc758 \ub9c8\ucf00\ud130\ub4e4\uc740 \uc5ec\uc804\ud788 \uc790\uc0ac\uc758 \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc5d0 \ub9de\ub294 \ucd5c\uc801\uc758 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 7\uac00\uc9c0 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ubaa8\ub378\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>","protected":false},"author":1,"featured_media":267,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-211","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-attribution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Marketing Attribution Models Explained: Which One Is Right For Your Business? - AttriSight<\/title>\n<meta name=\"description\" content=\"Learn about key marketing attribution models first-touch, last-touch, linear, and more and how to choose the 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\ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\ud569\ud560\uae4c\uc694? - AttriSight","description":"\uccab \ubc88\uc9f8 \uc811\ucd09, \ub9c8\uc9c0\ub9c9 \uc811\ucd09, \uc120\ud615 \ub4f1 \uc8fc\uc694 \ub9c8\ucf00\ud305 \uadc0\uc18d \ubaa8\ub378\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uace0, \ub9c8\ucf00\ud305 \ud6a8\uacfc\ub97c \uce21\uc815\ud558\ub294 \ub370 \uac00\uc7a5 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uadc0\uc18d-\ubaa8\ub378-\uc124\uba85\/","og_locale":"ko_KR","og_type":"article","og_title":"Marketing Attribution Models Explained: Which One Is Right For Your Business? - AttriSight","og_description":"Learn about key marketing attribution models first-touch, last-touch, linear, and more 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