{"id":346,"date":"2024-10-07T14:36:23","date_gmt":"2024-10-07T14:36:23","guid":{"rendered":"https:\/\/www.nnt-consulting.com\/tech\/blog\/?p=346"},"modified":"2024-10-07T14:36:23","modified_gmt":"2024-10-07T14:36:23","slug":"%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2","status":"publish","type":"post","link":"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/","title":{"rendered":"\ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5\uc744 \uc704\ud55c \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5: \uae30\uc220\uc801 \uc811\uadfc\ubc95\uacfc \uc804\ub7b5"},"content":{"rendered":"<p>\ud604\ub300 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ud65c\ub3d9\uc5d0\uc11c \uc218\uc9d1\ub418\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ube60\ub974\uace0 \uc815\ud655\ud55c \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac83\uc774 \uae30\uc5c5\uc758 \uc131\ud328\ub97c \uc88c\uc6b0\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c <strong>\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4<\/strong>(Business Intelligence, BI) \uc2dc\uc2a4\ud15c\uacfc \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ube44\uc988\ub2c8\uc2a4 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0, \uc778\uc0ac\uc774\ud2b8\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ud558\uba70, \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \uc911\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubcf8 \uae00\uc5d0\uc11c\ub294 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5\uc744 \uc911\uc2ec\uc73c\ub85c \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc758 \uae30\uc220\uc801 \uc811\uadfc\uacfc \uc2e4\ud589 \ubc29\uc548\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790, \ub9c8\ucf00\ud130, \uacbd\uc601\uc9c4\uc774 \uac01\uac01 \uc790\uc2e0\uc758 \uc5ed\ud560\uc5d0\uc11c \ucd5c\uc801\uc758 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uace0, \ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5\uc744 \ucd09\uc9c4\ud558\ub294 \ubc29\uc548\uc744 \ud0d0\uad6c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 ez-toc-wrap-center ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/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;\">Toggle<\/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-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#1_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EA%B0%9C%EB%85%90%EA%B3%BC_%EC%A4%91%EC%9A%94%EC%84%B1\" >1. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uac1c\ub150\uacfc \uc911\uc694\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#2_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%EC%9D%B8%ED%85%94%EB%A6%AC%EC%A0%84%EC%8A%A4%EC%99%80_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EC%A1%B0%ED%99%94%EB%A1%9C%EC%9A%B4_%EB%A7%8C%EB%82%A8\" >2. \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc870\ud654\ub85c\uc6b4 \ub9cc\ub0a8<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#21_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%EC%9D%B8%ED%85%94%EB%A6%AC%EC%A0%84%EC%8A%A4%EC%9D%98_%EC%97%AD%ED%95%A0\" >2.1. \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc758 \uc5ed\ud560<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#22_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EC%97%AD%ED%95%A0\" >2.2. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc5ed\ud560<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#23_BI%EC%99%80_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EA%B4%80%EA%B3%84\" >2.3. BI\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uad00\uacc4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#24_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EB%A1%9C_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%EC%9D%B8%ED%85%94%EB%A6%AC%EC%A0%84%EC%8A%A4%EB%A5%BC_%ED%96%A5%EC%83%81%EC%8B%9C%ED%82%A4%EB%8A%94_%EB%B0%A9%EB%B2%95\" >2.4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub85c \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ubc29\ubc95<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#25_%EC%A3%BC%EC%9A%94_BI_%EB%8F%84%EA%B5%AC%EC%99%80_%ED%8A%B9%EC%A7%95\" >2.5. \uc8fc\uc694 BI \ub3c4\uad6c\uc640 \ud2b9\uc9d5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#3_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EB%A5%BC_%EC%9C%84%ED%95%9C_%EA%B8%B0%EC%88%A0%EC%A0%81_%EC%A0%91%EA%B7%BC\" >3. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \uc704\ud55c \uae30\uc220\uc801 \uc811\uadfc<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#31_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%86%B5%ED%95%A9_%EB%B0%8F_%EA%B4%80%EB%A6%AC_%EC%8B%9C%EC%8A%A4%ED%85%9C_%EA%B5%AC%EC%B6%95\" >3.1. \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f \uad00\ub9ac \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#32_%EC%9E%90%EB%8F%99%ED%99%94%EB%90%9C_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%83%9D%EC%84%B1_%EA%B8%B0%EC%88%A0\" >3.2. \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uae30\uc220<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#33_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%83%9D%EC%84%B1_%EB%B0%8F_%EB%B0%B0%ED%8F%AC\" >3.3. \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \ubc0f \ubc30\ud3ec<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#34_%ED%99%95%EC%9E%A5%EC%84%B1_%EB%B0%8F_%EC%9C%A0%EC%A7%80%EB%B3%B4%EC%88%98\" >3.4. \ud655\uc7a5\uc131 \ubc0f \uc720\uc9c0\ubcf4\uc218<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#35_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%92%88%EC%A7%88_%EA%B4%80%EB%A6%AC\" >3.5. \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#4_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94_%EC%A0%84%EB%9E%B5%EC%9D%98_%EB%8F%84%EC%9E%85%EA%B3%BC_%EC%84%B1%EA%B3%B5_%EC%9A%94%EC%9D%B8\" >4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5\uc758 \ub3c4\uc785\uacfc \uc131\uacf5 \uc694\uc778<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#41_%EB%8B%A8%EA%B3%84%EC%A0%81_%EB%8F%84%EC%9E%85%EA%B3%BC_%ED%85%8C%EC%8A%A4%ED%8A%B8\" >4.1. \ub2e8\uacc4\uc801 \ub3c4\uc785\uacfc \ud14c\uc2a4\ud2b8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#42_%EB%AA%85%ED%99%95%ED%95%9C_%EB%AA%A9%ED%91%9C_%EC%84%A4%EC%A0%95%EA%B3%BC_%EA%B8%B0%EB%8C%80_%ED%9A%A8%EA%B3%BC\" >4.2. \uba85\ud655\ud55c \ubaa9\ud45c \uc124\uc815\uacfc \uae30\ub300 \ud6a8\uacfc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#43_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%92%88%EC%A7%88_%EC%9C%A0%EC%A7%80\" >4.3. \ub370\uc774\ud130 \ud488\uc9c8 \uc720\uc9c0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#44_%EA%B5%90%EC%9C%A1%EA%B3%BC_%EC%82%AC%EC%9A%A9%EC%9E%90_%EC%A7%80%EC%9B%90\" >4.4. \uad50\uc721\uacfc \uc0ac\uc6a9\uc790 \uc9c0\uc6d0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#45_%EC%A0%81%EC%9D%91%EC%84%B1%EA%B3%BC_%EC%9C%A0%EC%97%B0%EC%84%B1\" >4.5. \uc801\uc751\uc131\uacfc \uc720\uc5f0\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#46_%EC%84%B1%EA%B3%BC_%EC%B8%A1%EC%A0%95%EA%B3%BC_%EC%A7%80%EC%86%8D%EC%A0%81%EC%9D%B8_%EA%B0%9C%EC%84%A0\" >4.6. \uc131\uacfc \uce21\uc815\uacfc \uc9c0\uc18d\uc801\uc778 \uac1c\uc120<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#47_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94_%EC%8B%9C%EC%8A%A4%ED%85%9C%EC%9D%84_%ED%86%B5%ED%95%9C_ROI_%EA%B7%B9%EB%8C%80%ED%99%94\" >4.7. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud55c ROI \uadf9\ub300\ud654<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4-%ec%84%b1%ec%9e%a5%ec%9d%84-%ec%9c%84%ed%95%9c-%eb%a6%ac%ed%8f%ac%ed%8a%b8-%ec%9e%90%eb%8f%99%ed%99%94-%ec%a0%84%eb%9e%b5-2\/#5_%EA%B2%B0%EB%A1%A0\" >5. \uacb0\ub860<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"1_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EA%B0%9C%EB%85%90%EA%B3%BC_%EC%A4%91%EC%9A%94%EC%84%B1\"><\/span>1. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uac1c\ub150\uacfc \uc911\uc694\uc131<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \uc815\ub9ac, \ubd84\uc11d\ud558\uc5ec \uc774\ub97c \ubcf4\uace0\uc11c \ud615\ud0dc\ub85c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \ube44\uc988\ub2c8\uc2a4 \uc6b4\uc601\uc5d0 \ud544\uc218\uc801\uc778 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\uba70, \uc218\uc791\uc5c5\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c0\ub358 \ubc18\ubcf5\uc801\uc778 \ubcf4\uace0\uc11c \uc791\uc131 \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud568\uc73c\ub85c\uc368 \uc2dc\uac04\uacfc \uc790\uc6d0\uc744 \uc808\uc57d\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc5ec\ub7ec \ubd80\uc11c\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud574 \uae30\uc5c5\uc758 \uc804\uccb4\uc801\uc778 \uc131\uacfc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uc5b4, \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc778\uc0ac\uc774\ud2b8\ub97c \ube60\ub974\uac8c \ub3c4\ucd9c\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uac00 \uc911\uc694\ud55c \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\uc2dc\uac04 \uc808\uc57d\uacfc \ud6a8\uc728\uc131 \ud5a5\uc0c1<\/strong>: \uc218\uc791\uc5c5\uc73c\ub85c \uc9c4\ud589\ub418\ub358 \ubcf4\uace0\uc11c \uc0dd\uc131\uacfc \ub370\uc774\ud130 \ubd84\uc11d \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud568\uc73c\ub85c\uc368, \ub9ac\ud3ec\ud2b8\ub97c \ub9cc\ub4dc\ub294 \ub370 \uc18c\uc694\ub418\ub294 \uc2dc\uac04\uc744 \uc904\uc774\uace0 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uae30\uc5c5\uc758 \uc790\uc6d0\uc744 \ub354\uc6b1 \uc804\ub7b5\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc815\ud655\uc131 \ud5a5\uc0c1<\/strong>: \uc0ac\ub78c\uc774 \uc218\ub3d9\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc785\ub825\ud558\uac70\ub098 \ubd84\uc11d\ud560 \ub54c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc624\ub958\ub97c \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130\uc758 \uc815\ud655\uc131\uacfc \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud574, \ubcf4\ub2e4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e4\uc2dc\uac04 \uc778\uc0ac\uc774\ud2b8 \uc81c\uacf5<\/strong>: \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8 \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ucd5c\uc2e0 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4. \uc774\ub294 \uae09\ubcc0\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h1><span class=\"ez-toc-section\" id=\"2_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%EC%9D%B8%ED%85%94%EB%A6%AC%EC%A0%84%EC%8A%A4%EC%99%80_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EC%A1%B0%ED%99%94%EB%A1%9C%EC%9A%B4_%EB%A7%8C%EB%82%A8\"><\/span>2. \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc870\ud654\ub85c\uc6b4 \ub9cc\ub0a8<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4(BI)\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ud604\ub300 \uae30\uc5c5\uc5d0\uc11c \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc744 \ucd09\uc9c4\ud558\ub294 \uc911\uc694\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. BI\ub294 \uc870\uc9c1\uc774 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc2dc\uac01\ud654\ud558\uc5ec \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\ub294 \uacfc\uc815\uc774\uace0, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \uc774\ub7ec\ud55c \ubd84\uc11d \uacb0\uacfc\ub97c \ubc18\ubcf5\uc801\uc73c\ub85c \ud6a8\uc728\uc801\uc73c\ub85c \uc804\ub2ec\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774 \ub450 \uac1c\ub150\uc774 \uacb0\ud569\ub418\uba74, \uc870\uc9c1\uc740 \ub354 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uacbd\uc601\uc9c4\uacfc \uc2e4\ubb34\uc790 \ubaa8\ub450\uac00 \ucd5c\uc801\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"21_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%EC%9D%B8%ED%85%94%EB%A6%AC%EC%A0%84%EC%8A%A4%EC%9D%98_%EC%97%AD%ED%95%A0\"><\/span>2.1. \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc758 \uc5ed\ud560<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4(BI)\ub294 \ub370\uc774\ud130\ub97c \ub2e8\uc21c\ud788 \uc800\uc7a5\ud558\ub294 \uac83\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \uc774\ub97c \ubd84\uc11d\ud574 \uc720\uc758\ubbf8\ud55c \ud328\ud134\uacfc \ud2b8\ub80c\ub4dc\ub97c \ub3c4\ucd9c\ud558\uc5ec \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. BI \ub3c4\uad6c\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud558\uace0, \uae30\uc5c5 \ub0b4\uc5d0\uc11c \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \ub370\uc774\ud130\ub97c \ud0d0\uc0c9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud55c \uacb0\uc815\uc774 \uc2e0\uc18d\ud558\uac8c \uc774\ub8e8\uc5b4\uc9c0\uba70, \uc870\uc9c1\uc758 \uc804\ubc18\uc801\uc778 \uc131\uacfc\ub97c \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, BI \uc2dc\uc2a4\ud15c\uc740 \ud310\ub9e4 \ub370\uc774\ud130, \ub9c8\ucf00\ud305 \ucea0\ud398\uc778 \uc131\uacfc, \uace0\uac1d \ud589\ub3d9 \ud328\ud134\uc744 \ud55c\ub208\uc5d0 \ubcfc \uc218 \uc788\ub3c4\ub85d \ub300\uc2dc\ubcf4\ub4dc \ud615\ud0dc\ub85c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uacbd\uc601\uc9c4\uc740 \uc2dc\uc7a5 \ub3d9\ud5a5\uc744 \uc989\uc2dc \ud30c\uc545\ud558\uace0, \ub9c8\ucf00\ud130\ub294 \ucea0\ud398\uc778 \uc131\uacfc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \ud6a8\uacfc\uc801\uc778 \uc804\ub7b5\uc744 \uc2e0\uc18d\ud788 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ucc98\ub7fc BI\ub294 \uc870\uc9c1 \ub0b4 \ubaa8\ub4e0 \uad6c\uc131\uc6d0\uc774 \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uac8c \ub3c4\uc640\uc8fc\ub294 \ud575\uc2ec \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"22_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EC%97%AD%ED%95%A0\"><\/span>2.2. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc5ed\ud560<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \uc870\uc9c1 \ub0b4 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc77c\uc815\ud55c \uc8fc\uae30\ub85c \uc218\uc9d1, \ubd84\uc11d, \uc2dc\uac01\ud654\ud55c \ud6c4, \uc774\ub97c \uc2e4\uc2dc\uac04 \ub610\ub294 \uc815\uae30\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc804\ub2ec\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ubc18\ubcf5\uc801\uc778 \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc791\uc5c5\uc744 \uc218\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ub300\uc2e0, \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uc774\ub97c \ucc98\ub9ac\ud558\uac8c \ub418\uba74 \ub370\uc774\ud130\uac00 \uac31\uc2e0\ub418\ub294 \ub300\ub85c \uc989\uc2dc \uc5c5\ub370\uc774\ud2b8\ub41c \ub9ac\ud3ec\ud2b8\uac00 \uc0dd\uc131\ub418\uace0 \ubc30\ud3ec\ub429\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \uc2dc\uac04\uc774 \ub9ce\uc774 \uc18c\uc694\ub418\ub294 \uc791\uc5c5\uc744 \uc904\uc774\uace0, \uc815\ud655\ub3c4\ub97c \ub192\uc774\uba70, \uacbd\uc601\uc9c4 \ubc0f \ub9c8\ucf00\ud130\uac00 \uc989\uc2dc \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \ubc1b\uc744 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, \ub9c8\ucf00\ud130\ub294 \ub9e4\uc77c \ub610\ub294 \ub9e4\uc8fc \ud2b9\uc815 \uc131\uacfc \uc9c0\ud45c\uac00 \ud3ec\ud568\ub41c \ub9ac\ud3ec\ud2b8\ub97c \ubc1b\uc544\ubcf4\uc544\uc57c \ud560 \ub54c\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uad6c\ucd95\ub418\uc5b4 \uc788\uc73c\uba74, \uc774\ub4e4\uc774 \ub9e4\ubc88 \uc218\uc791\uc5c5\uc73c\ub85c \ub9ac\ud3ec\ud2b8\ub97c \uc694\uccad\ud558\uac70\ub098 \uc791\uc131\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8\ub294 \uc815\ud655\ud55c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ud558\uace0, \uc911\uc694\ud55c \ubcc0\ud654\uac00 \ubc1c\uc0dd\ud560 \uacbd\uc6b0 \uc790\ub3d9\uc73c\ub85c \uacbd\uace0 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc54c\ub9bc\uc744 \ubc1b\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"23_BI%EC%99%80_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EC%9D%98_%EA%B4%80%EA%B3%84\"><\/span>2.3. BI\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uad00\uacc4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \uc0c1\ud638\ubcf4\uc644\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uba70, \uc774 \ub450 \uac00\uc9c0\uac00 \ud1b5\ud569\ub418\uc5c8\uc744 \ub54c \uc2dc\ub108\uc9c0\uac00 \uadf9\ub300\ud654\ub429\ub2c8\ub2e4. BI\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc774\ub97c \ud574\uc11d\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\uba70, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \uc774\ub7ec\ud55c \ubd84\uc11d \uacb0\uacfc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc870\uc9c1 \ub0b4 \ud544\uc694\ud55c \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ubc30\ud3ec\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\uc758 \uac00\uce58\ub97c \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uc811\uadfc\uc131 \ud5a5\uc0c1: <\/strong>BI\ub294 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uace0 \uc2dc\uac01\ud654\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774 \ub370\uc774\ud130\ub97c \uc801\uc2dc\uc5d0 \ud544\uc694\ud55c \uc0ac\ub78c\ub4e4\uc5d0\uac8c \uc804\ub2ec\ud558\uc9c0 \ubabb\ud558\uba74 \uc758\ubbf8\uac00 \ubc18\uac10\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 BI \ub3c4\uad6c\uc5d0\uc11c \uc0dd\uc131\ub41c \uc778\uc0ac\uc774\ud2b8\ub97c \uad00\ub828 \ubd80\uc11c \ub610\ub294 \uac1c\uc778\uc5d0\uac8c \uc989\uc2dc \ubc30\ud3ec\ud558\uc5ec \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ub193\uce58\uc9c0 \uc54a\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ud2b9\ud788 \uacbd\uc601\uc9c4\uc740 \ub9e4\uc77c \ubcc0\ud654\ud558\ub294 \uc8fc\uc694 \ube44\uc988\ub2c8\uc2a4 \uc9c0\ud45c\ub97c \uc790\ub3d9 \ub9ac\ud3ec\ud2b8\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc758\uc0ac\uacb0\uc815\uc758 \uc2e0\uc18d\uc131 \uc99d\uac00<\/strong>: BI\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uacb0\ud569\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubc30\ud3ec \uc0ac\uc774\uc758 \uc2dc\uac04\uc744 \ud06c\uac8c \ub2e8\ucd95\uc2dc\ud0b5\ub2c8\ub2e4. \uc870\uc9c1\uc740 \ub354 \uc774\uc0c1 \ub370\uc774\ud130\ub97c \uc218\ub3d9\uc73c\ub85c \ubd84\uc11d\ud55c \ud6c4 \ub9ac\ud3ec\ud2b8\ub97c \uc791\uc131\ud558\ub294 \ub370 \ub9ce\uc740 \uc2dc\uac04\uc744 \ud560\uc560\ud558\uc9c0 \uc54a\uc544\ub3c4 \ub429\ub2c8\ub2e4. BI \uc2dc\uc2a4\ud15c\uc774 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba74, \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8\uac00 \uc989\uac01\uc801\uc73c\ub85c \uc0dd\uc131\ub418\uace0 \uc8fc\uc694 \uc774\ud574\uad00\uacc4\uc790\uc5d0\uac8c \uc804\ub2ec\ub429\ub2c8\ub2e4. \uc774\ub294 \uc2e4\uc2dc\uac04 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \ud2b9\ud788 \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \ud658\uacbd\uc5d0\uc11c \uacbd\uc7c1 \uc6b0\uc704\ub97c \uc810\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ud655\uc131 \ubc0f \uc77c\uad00\uc131<\/strong>: \uc218\ub3d9 \ub9ac\ud3ec\ud2b8 \uc791\uc131 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc624\ub958\ub098 \ub370\uc774\ud130 \ub204\ub77d\uc740 \uc870\uc9c1\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uc65c\uace1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. BI\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ud0c1\uc6d4\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8\ub294 \ud56d\uc0c1 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uc0ac\ub78c\uc774 \uac1c\uc785\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc5d0 \uc624\ub958 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc774 \ub9e4\uc6b0 \ub0ae\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc815\ud655\uc131\uacfc \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud568\uc73c\ub85c\uc368, \uc870\uc9c1\uc740 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uc548\uc815\uc801\uc778 \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub9de\ucda4\ud615 \ub9ac\ud3ec\ud2b8 \uc81c\uacf5: <\/strong>BI \ub3c4\uad6c\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uc0c1\ud638\uc791\uc6a9\uc740 \ub9de\ucda4\ud615 \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc870\uc9c1 \ub0b4 \ub2e4\uc591\ud55c \ubd80\uc11c\uc640 \uc5ed\ud560\uc5d0 \ub530\ub77c \ud544\uc694\ud55c \ub370\uc774\ud130\uc640 \ub9ac\ud3ec\ud2b8 \ud615\uc2dd\uc740 \ub2e4\ub97c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacbd\uc601\uc9c4\uc740 \uace0\uc218\uc900\uc758 \uc694\uc57d \ub370\uc774\ud130\ub97c \uc120\ud638\ud560 \uc218 \uc788\uc9c0\ub9cc, \ub9c8\ucf00\ud130\ub294 \uc138\ubd80\uc801\uc778 \ub370\uc774\ud130\ub97c \uc694\uad6c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c\uc5d0 \ub9de\uac8c \ub9de\ucda4\ud615 \ub9ac\ud3ec\ud2b8\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\uace0, \uc774\ub97c \ub2e4\uc591\ud55c \ud3ec\ub9f7\uc73c\ub85c \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac01 \ubd80\uc11c\ub294 \uc790\uc2e0\uc774 \ud544\uc694\ud55c \uc815\ubcf4\uc5d0 \uc989\uc2dc \uc811\uadfc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e4\uc2dc\uac04 \uacbd\uace0 \ubc0f \uc54c\ub9bc \uc2dc\uc2a4\ud15c: <\/strong>BI\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uac00 \ud1b5\ud569\ub418\uba74, \uc911\uc694\ud55c \ub370\uc774\ud130 \ubcc0\ud654\ub098 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud558\uc5ec \uacbd\uace0\ub97c \ubcf4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc608\uae30\uce58 \uc54a\uc740 \ubb38\uc81c\ub97c \uc870\uae30\uc5d0 \ud30c\uc545\ud558\uace0 \uc2e0\uc18d\ud788 \ub300\uc751\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud310\ub9e4 \uc9c0\ud45c\uac00 \uac11\uc790\uae30 \uac10\uc18c\ud558\uac70\ub098 \uc11c\ubc84 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud558\uba74 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uac10\uc9c0\ud558\uace0 \uc2e4\uc2dc\uac04 \uacbd\uace0\ub97c \ubcf4\ub0c5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2e0\uc18d\ud55c \uc870\uce58\uac00 \uac00\ub2a5\ud574\uc9c0\uba70, \uc870\uc9c1\uc758 \uc6b4\uc601 \ub9ac\uc2a4\ud06c\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"24_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EB%A1%9C_%EB%B9%84%EC%A6%88%EB%8B%88%EC%8A%A4_%EC%9D%B8%ED%85%94%EB%A6%AC%EC%A0%84%EC%8A%A4%EB%A5%BC_%ED%96%A5%EC%83%81%EC%8B%9C%ED%82%A4%EB%8A%94_%EB%B0%A9%EB%B2%95\"><\/span>2.4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub85c \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ubc29\ubc95<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uacfc\ub97c \uadf9\ub300\ud654\ud558\ub294 \ud575\uc2ec \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 BI \ub3c4\uad6c\uac00 \uc81c\uacf5\ud558\ub294 \uc778\uc0ac\uc774\ud2b8\ub294 \ub354 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc5d0\uac8c \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud558\uac8c \uc804\ub2ec\ub418\uba70, \uc774\ub294 \uace7 \uae30\uc5c5\uc758 \uc758\uc0ac\uacb0\uc815 \uacfc\uc815\uc744 \ub354 \ube60\ub974\uace0 \uc720\uc5f0\ud558\uac8c \ub9cc\ub4ed\ub2c8\ub2e4. \ub610\ud55c, \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \ubc18\ubcf5\uc801\uc778 \ub9ac\ud3ec\ud2b8 \uc791\uc5c5\uc744 \uc81c\uac70\ud558\uc5ec \uc778\ub825\uc744 \ub354 \uac00\uce58 \uc788\ub294 \uc791\uc5c5\uc5d0 \uc9d1\uc911\uc2dc\ud0ac \uc218 \uc788\uac8c \ud568\uc73c\ub85c\uc368 \uc870\uc9c1\uc758 \ud6a8\uc728\uc131\uacfc \uc0dd\uc0b0\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<p>\uacb0\uacfc\uc801\uc73c\ub85c, \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc0c1\ud638\uc791\uc6a9\uc740 \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uc758\uc0ac\uacb0\uc815 \ubb38\ud654\ub97c \uac15\ud654\ud558\uace0, \uacbd\uc601\uc9c4\uacfc \uc2e4\ubb34\uc790\ub4e4\uc774 \ub354\uc6b1 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\ub97c \ubd84\uc11d\ud558\uace0 \ubc18\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc774 \uc0c1\ud638\uc791\uc6a9\uc744 \ud1b5\ud574 \uc870\uc9c1\uc740 \ubd88\ud655\uc2e4\ud55c \uc2dc\uc7a5 \ud658\uacbd\uc5d0\uc11c\ub3c4 \ubbfc\ucca9\ud558\uac8c \ub300\uc751\ud558\uace0, \uc7a5\uae30\uc801\uc778 \uacbd\uc7c1\ub825\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\ubc18\uc744 \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"25_%EC%A3%BC%EC%9A%94_BI_%EB%8F%84%EA%B5%AC%EC%99%80_%ED%8A%B9%EC%A7%95\"><\/span>2.5. \uc8fc\uc694 BI \ub3c4\uad6c\uc640 \ud2b9\uc9d5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4(BI)\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uae30\uc5c5\ub4e4\uc740 \ub2e4\uc591\ud55c BI \ud234\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \uc911\uc5d0\uc11c\ub3c4 \ud2b9\ud788 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc138 \uac00\uc9c0 \ud234\uc778 Tableau, Looker Studio, Microsoft Power BI\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4. \uac01 \ud234\uc740 \uace0\uc720\ud55c \uae30\ub2a5\uacfc \uc7a5\uc810\uc744 \uc9c0\ub2c8\uace0 \uc788\uc5b4 \uc870\uc9c1\uc758 \ud544\uc694\uc5d0 \ub530\ub77c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.5.1. Tableau<\/h3>\n<p>Tableau\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 BI \ud234\ub85c, \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\uc640 \uac15\ub825\ud55c \ubd84\uc11d \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc9c1\uad00\uc801\uc778 \ub4dc\ub798\uadf8 \uc564 \ub4dc\ub86d \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\uc5b4, \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \uc27d\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uac15\ub825\ud55c \uc2dc\uac01\ud654 \ub3c4\uad6c<\/strong>: \ub2e4\uc591\ud55c \ucc28\ud2b8\uc640 \uadf8\ub798\ud504\ub97c \uc81c\uacf5\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc27d\uace0 \uc544\ub984\ub2f5\uac8c \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d<\/strong>: \ub370\uc774\ud130\uac00 \uc5c5\ub370\uc774\ud2b8\ub418\uba74 \uc2dc\uac01\ud654\ub3c4 \uc790\ub3d9\uc73c\ub85c \uac31\uc2e0\ub418\uc5b4 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad11\ubc94\uc704\ud55c \ub370\uc774\ud130 \uc5f0\uacb0<\/strong>: Excel, SQL, \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \uc5f0\uacb0\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>Tableau\ub294 \ub9c8\ucf00\ud305 \ud300\uc5d0\uc11c \ucea0\ud398\uc778 \uc131\uacfc\ub97c \uc2dc\uac01\ud654\ud558\uace0, \uacbd\uc601\uc9c4\uc774 KPI\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8\ub97c \uc2e0\uc18d\ud558\uac8c \ud30c\uc545\ud558\uc5ec \uc804\ub7b5\uc744 \uc870\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.5.2. Looker Studio<\/h3>\n<p>Looker Studio(\uad6c Google Data Studio)\ub294 \uad6c\uae00\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ubb34\ub8cc BI \ud234\ub85c, \uc0ac\uc6a9\uc790\uc5d0\uac8c \uac15\ub825\ud55c \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Looker Studio\ub294 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc73c\ub85c, \uc27d\uac8c \uc6f9\uc5d0\uc11c \uc811\uadfc\ud560 \uc218 \uc788\uc5b4 \ud611\uc5c5\uc5d0 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc0ac\uc6a9\uc790 \uc815\uc758 \uac00\ub2a5<\/strong>: \ub9de\ucda4\ud615 \ub300\uc2dc\ubcf4\ub4dc\uc640 \ub9ac\ud3ec\ud2b8\ub97c \uc27d\uac8c \uc0dd\uc131\ud560 \uc218 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc6a9 \ud6a8\uc728\uc131<\/strong>: \ubb34\ub8cc\ub85c \uc81c\uacf5\ub418\ubbc0\ub85c \uc18c\uaddc\ubaa8 \uae30\uc5c5\uc774\ub098 \uc608\uc0b0\uc774 \uc81c\ud55c\ub41c \ud300\uc5d0\uc11c\ub3c4 \uc811\uadfc \uac00\ub2a5\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \uad6c\ud604\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc5c5\ub370\uc774\ud2b8<\/strong>: Google Analytics, Google Sheets \ub4f1\uacfc \ud1b5\ud569\ub418\uc5b4 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>Looker Studio\ub294 \ud2b9\ud788 \ub9c8\ucf00\ud305 \ubd80\uc11c\uc5d0\uc11c \uc6f9\uc0ac\uc774\ud2b8 \ud2b8\ub798\ud53d, \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ubd84\uc11d \ub4f1\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uad11\uace0 \ucea0\ud398\uc778\uc758 \uc131\uacfc\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>2.5.3. Microsoft Power BI<\/h3>\n<p>Microsoft Power BI\ub294 \uc0ac\uc6a9\uc790\uc758 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\ub97c \ucda9\uc871\uc2dc\ud0a4\ub294 \ub370 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 BI \ud234\uc785\ub2c8\ub2e4. Microsoft \uc81c\ud488\uad70\uacfc\uc758 \ud1b5\ud569\uc774 \ub6f0\uc5b4\ub098\uba70, \ube44\uc988\ub2c8\uc2a4 \uc0ac\uc6a9\uc790\uac00 \uc27d\uac8c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ub9ac\ud3ec\ud2b8\ub97c \uc791\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc9c1\uad00\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4<\/strong>: \ubcf5\uc7a1\ud55c \ucf54\ub529 \uc5c6\uc774 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 UI\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uace0\uae09 \ub370\uc774\ud130 \ubd84\uc11d \uae30\ub2a5<\/strong>: DAX(Data Analysis Expressions)\ub97c \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubaa8\ub378\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4 \uc5f0\uacb0<\/strong>: \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc640\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc774 \uac00\ub2a5\ud558\uc5ec, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>Power BI\ub294 \uacbd\uc601\uc9c4\uc774 KPI \ubc0f \uc7ac\ubb34 \ubcf4\uace0\uc11c\ub97c \uc791\uc131\ud558\uace0, \ub2e4\uc591\ud55c \ubd80\uc11c\uc5d0\uc11c \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec \uc804\uc0ac\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ub370 \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h1><span class=\"ez-toc-section\" id=\"3_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94%EB%A5%BC_%EC%9C%84%ED%95%9C_%EA%B8%B0%EC%88%A0%EC%A0%81_%EC%A0%91%EA%B7%BC\"><\/span>3. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \uc704\ud55c \uae30\uc220\uc801 \uc811\uadfc<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ub2e8\uc21c\ud55c \ubcf4\uace0\uc11c \uc0dd\uc131 \uc791\uc5c5\uc744 \ub118\uc5b4, \uc870\uc9c1\uc758 \uc758\uc0ac\uacb0\uc815 \uacfc\uc815\uc744 \ud6a8\uc728\ud654\ud558\uace0 \ub370\uc774\ud130 \uae30\ubc18 \uacbd\uc601\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc131\uacf5\uc801\uc73c\ub85c \uc2e4\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc694\uc18c\uc640 \uc804\ubb38 \uc778\ub825\uc758 \ud611\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uac01 \uae30\uc220\uc801 \uc811\uadfc \ubc29\ubc95\uc740 \uc5ed\ud560\uc5d0 \ub530\ub77c \ub2e4\ub974\uba70, \uc2dc\uc2a4\ud15c \uad00\ub9ac\uc790, \ub370\uc774\ud130 \ubd84\uc11d\uac00, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc790 \ub4f1 \ub2e4\uc591\ud55c \ud3ec\uc9c0\uc158\uc774 \ucc38\uc5ec\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"31_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%86%B5%ED%95%A9_%EB%B0%8F_%EA%B4%80%EB%A6%AC_%EC%8B%9C%EC%8A%A4%ED%85%9C_%EA%B5%AC%EC%B6%95\"><\/span>3.1. \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f \uad00\ub9ac \uc2dc\uc2a4\ud15c \uad6c\ucd95<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130\uc758 \uc218\uc9d1\uacfc \ud1b5\ud569\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \ud55c \uacf3\uc5d0 \ubaa8\uc544\uc57c \uc790\ub3d9\ud654\uac00 \uac00\ub2a5\ud558\uae30 \ub54c\ubb38\uc5d0, \uc774\ub97c \uc704\ud55c \uae30\uc220\uc801 \uae30\ubc18\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c <strong>\ub370\uc774\ud130 \uc544\ud0a4\ud14d\ud2b8(Data Architect)<\/strong>\uac00 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uc870\uc9c1 \ub0b4 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud1b5\ud569\ud558\uace0 \uc911\uc559\ud654\ub41c \ub370\uc774\ud130 \uc800\uc7a5\uc18c\ub97c \uc124\uacc4\ud558\ub294 \uc77c\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>ETL(Extract, Transform, Load) \ud504\ub85c\uc138\uc2a4<\/strong>: ETL \ud504\ub85c\uc138\uc2a4\ub294 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c \uc911 \ud558\ub098\ub85c, \ub370\uc774\ud130 \uc18c\uc2a4\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uace0(Extract), \uc774\ub97c \uc6d0\ud558\ub294 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658(Transform)\ud55c \ud6c4 \uc911\uc559\ud654\ub41c \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub098 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \uc800\uc7a5(Load)\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4(Data Engineer)<\/strong>\ub294 ETL \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc124\uacc4\ud558\uace0 \uc720\uc9c0\ubcf4\uc218\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc5ec\ub7ec \uc18c\uc2a4\uc5d0\uc11c \uc624\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ub3c4\uad6c\ub85c\ub294 <strong>Apache NiFi<\/strong>, <strong>Talend<\/strong>, <strong>Informatica<\/strong> \ub4f1\uc774 \uc788\uc73c\uba70, \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\ub294 <strong>AWS Glue<\/strong>\ub098 <strong>Google Cloud Dataflow<\/strong> \uac19\uc740 \ub3c4\uad6c\ub4e4\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc640 \ub370\uc774\ud130 \ub808\uc774\ud06c<\/strong>: \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub294 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \ubd84\uc11d\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub41c \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. <strong>Amazon Redshift<\/strong>, <strong>Google BigQuery<\/strong>, <strong>Snowflake<\/strong> \uac19\uc740 \uc194\ub8e8\uc158\uc774 \ub300\ud45c\uc801\uc785\ub2c8\ub2e4. \ubc18\uba74 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \uad6c\uc870\ud654\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uc5ec \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \uc5ed\ud560\uc744 \ud558\uba70, <strong>AWS S3<\/strong>, <strong>Azure Data Lake Storage<\/strong> \uac19\uc740 \ub3c4\uad6c\ub4e4\uc774 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \uc544\ud0a4\ud14d\ud2b8<\/strong>\ub294 \uc774 \ub450 \uac00\uc9c0 \ud658\uacbd\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uc5ec \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8 \uc0dd\uc131\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc548\uc815\uc801\uc73c\ub85c \uacf5\uae09\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>API \ud1b5\ud569<\/strong>: \uae30\uc5c5\uc774 \uc0ac\uc6a9\ud558\ub294 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158(\uc608: ERP, CRM \ub4f1)\uacfc\uc758 \ub370\uc774\ud130 \uc5f0\uacc4\ub97c \uc704\ud574 <strong>API(Application Programming Interface)<\/strong> \ud1b5\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. API\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\uac00 \uc790\ub3d9\uc73c\ub85c \uc5f0\uacc4\ub418\uace0, \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc2e4\uc2dc\uac04 \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uad6c\ud604\ud558\ub294 \ub370\uc5d0\ub294 <strong>API \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\uac00 \ud544\uc218\uc801\uc774\uba70, RESTful API\ub098 GraphQL\uc774 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. API \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucd94\ucd9c\ud558\uace0 \ud1b5\ud569\ud558\uae30 \uc704\ud574 \uc774 \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud558\uace0 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"32_%EC%9E%90%EB%8F%99%ED%99%94%EB%90%9C_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%83%9D%EC%84%B1_%EA%B8%B0%EC%88%A0\"><\/span>3.2. \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub370\uc774\ud130 \ud1b5\ud569\uc774 \uc644\ub8cc\ub418\uba74, \uc774\uc81c \uc774 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub9ac\ud3ec\ud2b8\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 <strong>BI(\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4) \uac1c\ubc1c\uc790<\/strong>\uc640 <strong>\ub370\uc774\ud130 \ubd84\uc11d\uac00<\/strong>\uac00 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>BI \ub3c4\uad6c \ud65c\uc6a9<\/strong>: <strong>BI(\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4) \ub3c4\uad6c<\/strong>\ub294 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\uace0 \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ub3c4\uad6c\ub85c\ub294 <strong>Tableau<\/strong>, <strong>Microsoft Power BI<\/strong>, <strong>QlikView<\/strong> \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. BI \uac1c\ubc1c\uc790\ub294 \uc774 \ub3c4\uad6c\ub4e4\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc815\ud615\ud654\ub41c \ub9ac\ud3ec\ud2b8 \ud15c\ud50c\ub9bf\uc744 \uc81c\uc791\ud558\uace0, \ub370\uc774\ud130\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub420 \ub54c \uc790\ub3d9\uc73c\ub85c \ub9ac\ud3ec\ud2b8\uac00 \uc0dd\uc131\ub420 \uc218 \uc788\ub3c4\ub85d \uc124\uc815\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <strong>Tableau<\/strong>\uc5d0\uc11c\ub294 \ub300\uc2dc\ubcf4\ub4dc \uae30\ub2a5\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\uace0, \uc77c\uc815\ud55c \uc8fc\uae30\ub85c \ub9ac\ud3ec\ud2b8\uac00 \uc790\ub3d9 \ubc30\ud3ec\ub418\ub3c4\ub85d \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2a4\ucf00\uc904\ub9c1 \ubc0f \uc790\ub3d9\ud654<\/strong>: \ub9ac\ud3ec\ud2b8 \uc0dd\uc131\uc774 \ud2b9\uc815 \uc2dc\uac04\uc5d0 \uc790\ub3d9\uc73c\ub85c \uc2e4\ud589\ub418\ub3c4\ub85d \uc2a4\ucf00\uc904\ub9c1 \uae30\ub2a5\uc744 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \ubd84\uc11d\uac00<\/strong>\ub098 <strong>BI \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\ub294 \uc774 \uacfc\uc815\uc744 \uad00\ub9ac\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ubc18\ubcf5\uc801\uc778 \ub9ac\ud3ec\ud2b8 \uc791\uc131 \uc791\uc5c5\uc744 \uc81c\uac70\ud558\uace0 \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc18d\ub3c4\ub97c \ub300\ud3ed \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <strong>Cron<\/strong>\uc774\ub098 <strong>Airflow<\/strong> \uac19\uc740 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \uc77c\uc815\ud55c \uc8fc\uae30\ub85c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uace0 \ub9ac\ud3ec\ud2b8\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>Apache Airflow<\/strong>\ub294 \ubcf5\uc7a1\ud55c \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uad00\ub9ac\ud558\ub294 \ub370 \ub6f0\uc5b4\ub098\uba70, \ud2b9\ud788 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uacfc \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub9ac\ud3ec\ud2b8 \ud15c\ud50c\ub9bf \uad00\ub9ac<\/strong>: <strong>BI \uac1c\ubc1c\uc790<\/strong>\ub294 \uc815\ud574\uc9c4 \ud15c\ud50c\ub9bf\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc62c \ub54c \uc790\ub3d9\uc73c\ub85c \ub9ac\ud3ec\ud2b8\uac00 \ub9cc\ub4e4\uc5b4\uc9c0\ub3c4\ub85d \uc124\uc815\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uc911\uc694\ud55c \uc810\uc740 \ud15c\ud50c\ub9bf\uc774 \uace0\uc815\ub41c \ud615\uc2dd\uc774 \uc544\ub2c8\ub77c, \ud544\uc694\uc5d0 \ub530\ub77c \uc27d\uac8c \ubcc0\uacbd\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uac00\uc838\uc57c \ud55c\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. <strong>Excel<\/strong>, <strong>Google Sheets<\/strong>\uc640 \uac19\uc740 \ub3c4\uad6c\ub85c \uc2dc\uc791\ud558\ub294 \uc18c\uaddc\ubaa8 \uc790\ub3d9\ud654\uc5d0\uc11c\ubd80\ud130 <strong>Tableau<\/strong>\ub098 <strong>Power BI<\/strong>\uc640 \uac19\uc740 \uace0\uae09 \uc2dc\uac01\ud654 \ub3c4\uad6c\ub85c \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ubd84\uc11d\uac00\ub294 \uc774\ub7ec\ud55c \ud15c\ud50c\ub9bf\uc744 \uad00\ub9ac\ud558\uace0, \uacbd\uc601\uc9c4\uc774 \uc6d0\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubcf4\uc5ec\uc904 \uc218 \uc788\ub3c4\ub85d \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"33_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%83%9D%EC%84%B1_%EB%B0%8F_%EB%B0%B0%ED%8F%AC\"><\/span>3.3. \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \ubc0f \ubc30\ud3ec<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub370\uc774\ud130\uac00 \ud1b5\ud569\ub418\uace0 \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \ud15c\ud50c\ub9bf\uc774 \uc124\uc815\ub418\uba74, \ub9c8\uc9c0\ub9c9\uc73c\ub85c \ub9ac\ud3ec\ud2b8\ub97c \ub2e4\uc591\ud55c \ucc44\ub110\uc744 \ud1b5\ud574 \ubc30\ud3ec\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc0dd\uc131\ub41c \ub9ac\ud3ec\ud2b8\ub97c \uc0ac\uc804\uc5d0 \uc124\uc815\ud55c \ubc29\uc2dd\uc73c\ub85c \uc790\ub3d9 \ubc30\ud3ec\ud560 \uc218 \uc788\uc5b4\uc57c \ud558\uba70, \uc774\ub294 <strong>\uc2dc\uc2a4\ud15c \uad00\ub9ac\uc790<\/strong>\uc640 <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\uac00 \uc8fc\ub85c \ub2f4\ub2f9\ud558\ub294 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\uc790\ub3d9 \ubc30\ud3ec \uc124\uc815<\/strong>: \ub9ac\ud3ec\ud2b8\uac00 \uc0dd\uc131\ub41c \ud6c4, <strong>\uc774\uba54\uc77c<\/strong>, <strong>\uc6f9 \ud3ec\ud138<\/strong>, <strong>\ubaa8\ubc14\uc77c \uc571<\/strong> \ub4f1 \ub2e4\uc591\ud55c \ucc44\ub110\ub85c \uc790\ub3d9 \ubc30\ud3ec\ub418\ub3c4\ub85d \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uacbd\uc601\uc9c4\uc774\ub098 \ud2b9\uc815 \ubd80\uc11c\uc5d0 \ub9de\ucda4\ud654\ub41c \ub9ac\ud3ec\ud2b8\ub97c \uc815\uae30\uc801\uc73c\ub85c \uc804\ub2ec\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc790\ub3d9\ud654\ub41c \ubc30\ud3ec \uc2dc\uc2a4\ud15c\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\ub294 \uc774 \ubc30\ud3ec \ud504\ub85c\uc138\uc2a4\ub97c \uad00\ub9ac\ud558\uba70, <strong>CI\/CD(Continuous Integration\/Continuous Deployment)<\/strong> \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud574 \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \ubc0f \ubc30\ud3ec \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc774\uba54\uc77c \ubc0f \uc54c\ub9bc \uc2dc\uc2a4\ud15c<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \ud575\uc2ec\uc740 \ub9ac\ud3ec\ud2b8\uac00 \uc791\uc131\ub41c \ud6c4 \uc774\ub97c \ub2f4\ub2f9\uc790\uc5d0\uac8c \uc989\uc2dc \uc804\ub2ec\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. <strong>SMTP(Simple Mail Transfer Protocol)<\/strong> \uc124\uc815\uc744 \ud1b5\ud574 \ub9ac\ud3ec\ud2b8\ub97c \uc774\uba54\uc77c\ub85c \uc790\ub3d9 \uc804\uc1a1\ud558\uac70\ub098, <strong>Slack<\/strong>, <strong>Microsoft Teams<\/strong> \uac19\uc740 \ud611\uc5c5 \ub3c4\uad6c\uc640 \ud1b5\ud569\ud558\uc5ec \uc54c\ub9bc \uae30\ub2a5\uc744 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\uac00 SMTP \uc11c\ubc84\ub098 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uc54c\ub9bc \uc2dc\uc2a4\ud15c\uc744 \uc124\uc815\ud558\uace0 \uad00\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad8c\ud55c \uad00\ub9ac \ubc0f \ubcf4\uc548<\/strong>: \ub9ac\ud3ec\ud2b8 \ubc30\ud3ec \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uae30\ubc00\uc131\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \ub9ac\ud3ec\ud2b8\ub97c \ubc1b\ub294 \uc0ac\ub78c\uc758 \uad8c\ud55c\uc744 \uc124\uc815\ud558\uace0, \ub370\uc774\ud130\uac00 \uc678\ubd80\ub85c \uc720\ucd9c\ub418\uc9c0 \uc54a\ub3c4\ub85d \ubcf4\uc548 \uccb4\uacc4\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. <strong>Role-Based Access Control(RBAC)<\/strong> \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uba74, \uac01 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub9de\ub294 \uad8c\ud55c\uc744 \uc124\uc815\ud558\uc5ec \uc801\ud569\ud55c \ub9ac\ud3ec\ud2b8\ub9cc \ubcfc \uc218 \uc788\ub3c4\ub85d \uc81c\ud55c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ubbfc\uac10\ud55c \ub370\uc774\ud130\ub294 <strong>\ub370\uc774\ud130 \uc554\ud638\ud654<\/strong> \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc548\uc804\ud558\uac8c \ubc30\ud3ec\ub429\ub2c8\ub2e4. \uc8fc\uc694 \ub3c4\uad6c\ub85c\ub294 <strong>AWS KMS(Key Management Service)<\/strong>, <strong>Azure Key Vault<\/strong> \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"34_%ED%99%95%EC%9E%A5%EC%84%B1_%EB%B0%8F_%EC%9C%A0%EC%A7%80%EB%B3%B4%EC%88%98\"><\/span>3.4. \ud655\uc7a5\uc131 \ubc0f \uc720\uc9c0\ubcf4\uc218<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \uc591\uc774 \uc99d\uac00\ud558\uace0, \uc0c8\ub85c\uc6b4 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc774 \uc0dd\uae30\uba74\uc11c \ud655\uc7a5\uc131\uc744 \uace0\ub824\ud55c \uc124\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ub2f4\ub2f9\ud558\ub294 \uc0ac\ub78c\uc740 <strong>\uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ud2b8<\/strong>\uc640 <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c \ud655\uc7a5<\/strong>: \uae30\uc5c5\uc774 \uc131\uc7a5\ud568\uc5d0 \ub530\ub77c \ub370\uc774\ud130\uc758 \uc591\ub3c4 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0c1\ud669\uc5d0 \ub300\ube44\ud574 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uc194\ub8e8\uc158\uc744 \ub3c4\uc785\ud558\uba74 \uc27d\uac8c \uc778\ud504\ub77c\ub97c \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>Amazon Web Services(AWS)<\/strong>, <strong>Microsoft Azure<\/strong>, <strong>Google Cloud Platform(GCP)<\/strong>\uacfc \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uba74, \ud544\uc694\uc5d0 \ub530\ub77c \uc800\uc7a5\uc18c\uc640 \ucc98\ub9ac \ub2a5\ub825\uc744 \uc720\ub3d9\uc801\uc73c\ub85c \uc870\uc808\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\ub294 \ud074\ub77c\uc6b0\ub4dc \ub9ac\uc18c\uc2a4\ub97c \uad00\ub9ac\ud558\uace0, \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uc5ec \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98 \ub3c4\uc785<\/strong>:<strong>\uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98<\/strong>\ub294 \ud2b9\uc815 \uc791\uc5c5\uc744 \ucc98\ub9ac\ud560 \ub54c\ub9cc \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc5d0 \ub192\uc740 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ub370\uc774\ud130 \ubd84\uc11d \uc791\uc5c5\uacfc \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc791\uc5c5\uc774 \uc77c\uc815\ud558\uc9c0 \uc54a\uace0, \ub9ac\uc18c\uc2a4 \uc0ac\uc6a9\uc774 \ubd88\uaddc\uce59\ud55c \uacbd\uc6b0\uc5d0 \uc720\ub9ac\ud569\ub2c8\ub2e4. <strong>AWS Lambda<\/strong>, <strong>Google Cloud Functions<\/strong>, <strong>Azure Functions<\/strong>\uc640 \uac19\uc740 \uc11c\ubc84\ub9ac\uc2a4 \ucef4\ud4e8\ud305 \uc194\ub8e8\uc158\uc744 \ub3c4\uc785\ud558\uba74, \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc791\uc5c5\uc774 \ud544\uc694\ud560 \ub54c\ub9cc \ub9ac\uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ube44\uc6a9\uc744 \uc808\uac10\ud558\uace0 \ud655\uc7a5\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\ub294 \uc774\ub7ec\ud55c \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc744 \uc124\uc815\ud558\uace0 \uc720\uc9c0\ubcf4\uc218\ud558\uba70, \uc2dc\uc2a4\ud15c \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc720\uc9c0\ubcf4\uc218<\/strong>:\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uc548\uc815\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc815\uae30\uc801\uc778 \uc720\uc9c0\ubcf4\uc218\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. <strong>DevOps \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\ub294 \ubaa8\ub2c8\ud130\ub9c1 \ud234\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc2a4\ud15c \uc131\ub2a5, \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4, \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc2dc\uac04 \ub4f1\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 <strong>Prometheus<\/strong>, <strong>Grafana<\/strong>, <strong>Datadog<\/strong> \uac19\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \uc2e4\uc2dc\uac04 \uc0c1\ud0dc\ub97c \ucd94\uc801\ud558\uace0, \uc624\ub958\uac00 \ubc1c\uc0dd\ud560 \uacbd\uc6b0 \ube60\ub974\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>\ub610\ud55c, \uc0c8\ub85c\uc6b4 \uc694\uad6c\uc0ac\ud56d\uc774\ub098 \ub370\uc774\ud130 \uc99d\uac00\uc5d0 \ub300\ube44\ud574 \uc2dc\uc2a4\ud15c\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\uace0, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud328\uce58\ub97c \uc801\uc6a9\ud558\ub294 \uc77c\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. <strong>\uc2dc\uc2a4\ud15c \uad00\ub9ac\uc790<\/strong>\ub294 \uc774\ub7ec\ud55c \uc720\uc9c0\ubcf4\uc218 \uc791\uc5c5\uc744 \uc8fc\uad00\ud558\uba70, \uc2dc\uc2a4\ud15c\uc774 \ud56d\uc0c1 \ucd5c\uc2e0 \uc0c1\ud0dc\ub97c \uc720\uc9c0\ud558\uace0, \ubcf4\uc548 \ucde8\uc57d\uc810\uc774 \uc5c6\ub294\uc9c0 \uc810\uac80\ud569\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"35_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%92%88%EC%A7%88_%EA%B4%80%EB%A6%AC\"><\/span>3.5. \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \uc815\ud655\uc131\uc740 \ub370\uc774\ud130 \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc88c\uc6b0\ub429\ub2c8\ub2e4. \uc798\ubabb\ub41c \ub370\uc774\ud130\ub294 \uc2e0\ub8b0\ud560 \uc218 \uc5c6\ub294 \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud558\uace0, \uc798\ubabb\ub41c \uc758\uc0ac\uacb0\uc815\uc744 \uc720\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c <strong>\ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac\uc790(Data Quality Manager)<\/strong>\ub294 \ub370\uc774\ud130 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\uace0 \uac1c\uc120\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uac80\uc99d \ubc0f \uc815\uc81c<\/strong>:\ub9ac\ud3ec\ud2b8\uac00 \uc0dd\uc131\ub418\uae30 \uc804\uc5d0 \ub370\uc774\ud130\ub97c \uac80\uc99d\ud558\uace0 \uc815\uc81c\ud558\ub294 \ub2e8\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc798\ubabb\ub41c \uac12, \uc911\ubcf5 \ub370\uc774\ud130, \ub204\ub77d\ub41c \uc815\ubcf4 \ub4f1\uc774 \ub9ac\ud3ec\ud2b8\uc5d0 \ud3ec\ud568\ub418\uc9c0 \uc54a\ub3c4\ub85d \ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac\uc790<\/strong>\ub294 \ub370\uc774\ud130 \uc815\uc81c \ud504\ub85c\uc138\uc2a4\ub97c \uc124\uacc4\ud558\uace0, <strong>\ub370\uc774\ud130 \uc2a4\ud06c\ub7ec\ube59(Data Scrubbing)<\/strong> \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ubd88\ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc81c\uac70\ud558\uac70\ub098 \uc218\uc815\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 <strong>Pandas<\/strong>(Python \ub77c\uc774\ube0c\ub7ec\ub9ac), <strong>Trifacta<\/strong>, <strong>Talend<\/strong>\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc815\uc81c \ub3c4\uad6c\uac00 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \ud488\uc9c8 \ubaa8\ub2c8\ud130\ub9c1<\/strong>:\ub370\uc774\ud130 \ud488\uc9c8\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uae30 \uc704\ud55c \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. <strong>BI \uc5d4\uc9c0\ub2c8\uc5b4<\/strong>\uc640 <strong>\ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac\uc790<\/strong>\ub294 <strong>\ub370\uc774\ud130 \uad00\uce21(Data Observability)<\/strong> \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\uc758 \uc815\ud655\uc131, \uc644\uc804\uc131, \uc77c\uad00\uc131\uc744 \ud655\uc778\ud569\ub2c8\ub2e4. <strong>Monte Carlo<\/strong>, <strong>Bigeye<\/strong>, <strong>Atlan<\/strong> \ub4f1\uc758 \uc194\ub8e8\uc158\uc774 \uc8fc\ub85c \uc0ac\uc6a9\ub418\uba70, \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ud488\uc9c8 \ubb38\uc81c\ub97c \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\uace0 \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad00\ub9ac \ud504\ub85c\uc138\uc2a4\ub294 \ub9ac\ud3ec\ud2b8\uc758 \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud558\uace0, \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8\uc758 \uc9c8\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4<\/strong>:\ub370\uc774\ud130\uc758 \ud488\uc9c8\ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub370\uc774\ud130 \uc0ac\uc6a9\uc5d0 \ub300\ud55c \uc815\ucc45\uc744 \uc124\uc815\ud558\uace0 \uc900\uc218\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4(Data Governance)<\/strong>\ub294 \uc870\uc9c1 \ub0b4 \ub370\uc774\ud130\uc758 \uad00\ub9ac, \uc811\uadfc \uad8c\ud55c, \ubcf4\uc548 \ub4f1 \ub370\uc774\ud130 \uc0ac\uc6a9\uc5d0 \ub300\ud55c \uaddc\uce59\uc744 \uc124\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. <strong>\ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \ucc45\uc784\uc790<\/strong>\ub294 \uc774 \uacfc\uc815\uc744 \uad00\ub9ac\ud558\uba70, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uc870\uc9c1\uc758 \uc815\ucc45\uacfc \uaddc\uc815\uc744 \uc900\uc218\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4. <strong>Collibra<\/strong>, <strong>Informatica<\/strong> \uac19\uc740 \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \ud234\uc740 \uc774\ub7ec\ud55c \uc5ed\ud560\uc744 \uc218\ud589\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h1><span class=\"ez-toc-section\" id=\"4_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94_%EC%A0%84%EB%9E%B5%EC%9D%98_%EB%8F%84%EC%9E%85%EA%B3%BC_%EC%84%B1%EA%B3%B5_%EC%9A%94%EC%9D%B8\"><\/span>4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5\uc758 \ub3c4\uc785\uacfc \uc131\uacf5 \uc694\uc778<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ub2e8\uc21c\ud788 \uae30\uc220\uc801\uc778 \uc194\ub8e8\uc158\uc744 \ub3c4\uc785\ud558\ub294 \uac83 \uc774\uc0c1\uc758 \uc758\ubbf8\ub97c \uc9c0\ub2c8\uba70, \uae30\uc5c5\uc758 \uc804\ubc18\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \ud504\ub85c\uc138\uc2a4\uc640 \ubc00\uc811\ud558\uac8c \uc5f0\uad00\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba85\ud655\ud55c \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\uace0, \uc774\ub97c \uc2e4\ud589\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \uc694\uc18c\ub4e4\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \ub3c4\uc785 \uc2dc \ud544\uc694\ud55c \uc911\uc694\ud55c \ub2e8\uacc4\uc640 \uc774\ub97c \uc131\uacf5\uc801\uc73c\ub85c \uc6b4\uc601\ud558\uae30 \uc704\ud55c \uc694\uc778\ub4e4\uc744 \ub354\uc6b1 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"41_%EB%8B%A8%EA%B3%84%EC%A0%81_%EB%8F%84%EC%9E%85%EA%B3%BC_%ED%85%8C%EC%8A%A4%ED%8A%B8\"><\/span>4.1. \ub2e8\uacc4\uc801 \ub3c4\uc785\uacfc \ud14c\uc2a4\ud2b8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud560 \ub54c, \ucc98\uc74c\ubd80\ud130 \ubaa8\ub4e0 \ud504\ub85c\uc138\uc2a4\ub97c \ud55c\uaebc\ubc88\uc5d0 \uc790\ub3d9\ud654\ud558\ub294 \ubc29\uc2dd\uc740 \uc704\ud5d8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \uc811\uadfc \ubc29\uc2dd\uc740 \uc2dc\uc2a4\ud15c \ubcf5\uc7a1\uc131\uc744 \ub192\uc774\uace0, \uc608\uc0c1\uce58 \ubabb\ud55c \uc624\ub958\ub098 \ubb38\uc81c\ub97c \ucd08\ub798\ud560 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4. \ub300\uc2e0, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ub2e8\uacc4\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uace0 \ud14c\uc2a4\ud2b8\ub97c \uac70\uce58\ub294 \uac83\uc774 \ud604\uba85\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8 \uc9c4\ud589<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \ub3c4\uc785 \uc2dc, \uba3c\uc800 \uc18c\uaddc\ubaa8 \ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \ud2b9\uc815 \ubd80\uc11c\ub098 \uae30\ub2a5\uc5d0 \uc81c\ud55c\ub41c \ubc94\uc704 \ub0b4\uc5d0\uc11c \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0, \uadf8 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9c8\ucf00\ud305 \ubd80\uc11c\uc5d0\uc11c\ub9cc \uad11\uace0 \uc131\uacfc \ubcf4\uace0\uc11c\ub97c \uc790\ub3d9\ud654\ud558\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ud574\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \uc2dc\uc2a4\ud15c\uc758 \uc624\ub958\ub97c \ud30c\uc545\ud558\uace0 \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31\uc744 \uc218\uc9d1\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc804\uccb4 \uae30\uc5c5\uc73c\ub85c \ud655\uc7a5\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud655\uc7a5 \uac00\ub2a5\uc131 \uac80\ud1a0<\/strong>: \ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\uac00 \uc131\uacf5\uc801\uc73c\ub85c \uc218\ud589\ub418\uc5c8\ub2e4\uba74, \uc774 \uc2dc\uc2a4\ud15c\uc774 \ub2e4\ub978 \ubd80\uc11c\uc640 \uc5c5\ubb34\uc5d0 \uc5b4\ub5bb\uac8c \ud655\uc7a5\ub420 \uc218 \uc788\ub294\uc9c0\ub97c \uac80\ud1a0\ud574\uc57c \ud569\ub2c8\ub2e4. \ud655\uc7a5 \uac00\ub2a5\uc131\uc744 \uace0\ub824\ud558\uc9c0 \uc54a\uace0 \ub3c4\uc785\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc804\uccb4 \uc870\uc9c1\uc758 \uc694\uad6c\ub97c \ucda9\uc871\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \ucd08\uae30 \ub3c4\uc785 \ub2e8\uacc4\ubd80\ud130 \ud655\uc7a5\uc131\uc744 \uc5fc\ub450\uc5d0 \ub450\uace0 \uc124\uacc4\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5 \ub0b4 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc5ec\ub7ec \ubd80\uc11c\uc5d0 \uac78\uccd0 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\ud55c \uad6c\uc870\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc720\uc5f0\ud55c \uc2dc\uc2a4\ud15c \uc124\uacc4<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \ubc18\ub4dc\uc2dc \ubcc0\ud654\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc720\uc5f0\ud558\uac8c \uc124\uacc4\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc2dc\uc7a5 \ubcc0\ud654, \uae30\uc220 \ubc1c\uc804, \ube44\uc988\ub2c8\uc2a4 \ud655\uc7a5\uc5d0 \ub530\ub77c \ub9ac\ud3ec\ud2b8 \uc694\uad6c\uc0ac\ud56d\uc774 \ubcc0\ud654\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc2dc\uc2a4\ud15c\uc774 \uc27d\uac8c \ud655\uc7a5\ub418\uace0 \ubcc0\uacbd\ub420 \uc218 \uc788\ub294 \uad6c\uc870\ub97c \uac16\ucdb0\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \uc18c\uc2a4\uac00 \ucd94\uac00\ub418\uac70\ub098 \uae30\uc874 \ub370\uc774\ud130 \uad6c\uc870\uac00 \ubcc0\uacbd\ub418\ub354\ub77c\ub3c4 \uc27d\uac8c \ud1b5\ud569\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"42_%EB%AA%85%ED%99%95%ED%95%9C_%EB%AA%A9%ED%91%9C_%EC%84%A4%EC%A0%95%EA%B3%BC_%EA%B8%B0%EB%8C%80_%ED%9A%A8%EA%B3%BC\"><\/span>4.2. \uba85\ud655\ud55c \ubaa9\ud45c \uc124\uc815\uacfc \uae30\ub300 \ud6a8\uacfc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud560 \ub54c\ub294 \uae30\uc5c5\uc774 \ub2ec\uc131\ud558\uace0\uc790 \ud558\ub294 \uba85\ud655\ud55c \ubaa9\ud45c\ub97c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \ubaa9\ud45c\uac00 \ubd88\ubd84\uba85\ud560 \uacbd\uc6b0, \uc2dc\uc2a4\ud15c\uc774 \uc798 \uad6c\ucd95\ub418\ub354\ub77c\ub3c4 \uae30\ub300\ud55c \uc131\uacfc\ub97c \uc5bb\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\uc640\uc758 \uc815\ub82c<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ube44\uc988\ub2c8\uc2a4\uc758 \uc804\ubc18\uc801\uc778 \ubaa9\ud45c\uc640 \uc77c\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacbd\uc601\uc9c4\uc774 \uc758\uc0ac\uacb0\uc815 \uc18d\ub3c4\ub97c \ub192\uc774\ub824\ub294 \ubaa9\ud45c\ub97c \uac00\uc9c0\uace0 \uc788\ub2e4\uba74, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74, \ube44\uc6a9 \uc808\uac10\uc774 \uc8fc\ub41c \ubaa9\ud45c\ub77c\uba74, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \uc218\uc791\uc5c5\uc744 \uc904\uc5ec \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0, \ub9ac\uc18c\uc2a4\ub97c \ubcf4\ub2e4 \uc804\ub7b5\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ubc29\uc548\uc744 \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ucc98\ub7fc \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc758 \ubaa9\ud45c\ub294 \uae30\uc5c5\uc758 \uc804\ubc18\uc801\uc778 \uc804\ub7b5\uacfc \ubc00\uc811\ud558\uac8c \uc5f0\uad00\ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad6c\uccb4\uc801\uc778 \uae30\ub300 \ud6a8\uacfc \uc815\uc758<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \uae30\ub300\ud558\ub294 \uad6c\uccb4\uc801\uc778 \ud6a8\uacfc\ub97c \uba85\ud655\ud788 \uc815\uc758\ud558\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc2dc\uac04\uc758 50% \ub2e8\ucd95, \uc778\uc0ac\uc774\ud2b8 \ub3c4\ucd9c \uc2dc\uac04\uc758 30% \uac1c\uc120, \ub370\uc774\ud130 \uc624\ub958 \ubc1c\uc0dd \ube48\ub3c4\uc758 \uac10\uc18c \ub4f1 \uad6c\uccb4\uc801\uc778 \uc218\uce58\ub97c \uc124\uc815\ud568\uc73c\ub85c\uc368 \uc2dc\uc2a4\ud15c\uc758 \uc131\uacf5 \uc5ec\ubd80\ub97c \uac1d\uad00\uc801\uc73c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ub300 \ud6a8\uacfc\ub294 \ucd08\uae30 \ub3c4\uc785 \ub2e8\uacc4\uc5d0\uc11c\ubd80\ud130 \uacbd\uc601\uc9c4, \ub9c8\ucf00\ud130 \ubaa8\ub450\uac00 \uba85\ud655\ud788 \uc774\ud574\ud558\uace0 \uacf5\uac10\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub9ac\uc2a4\ud06c \uad00\ub9ac<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \uc5bb\uc744 \uc218 \uc788\ub294 \uc774\uc810\ubfd0\ub9cc \uc544\ub2c8\ub77c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub9ac\uc2a4\ud06c\ub3c4 \ud568\uaed8 \uad00\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc2dc\uc2a4\ud15c \uc7a5\uc560\ub85c \uc778\ud574 \ub9ac\ud3ec\ud2b8 \uc0dd\uc131\uc774 \uc911\ub2e8\ub420 \uc218 \uc788\ub294 \uac00\ub2a5\uc131, \ub370\uc774\ud130 \ud488\uc9c8 \uc800\ud558\ub85c \uc778\ud55c \uc798\ubabb\ub41c \uc778\uc0ac\uc774\ud2b8 \ub3c4\ucd9c \ub4f1\uc758 \ubb38\uc81c\ub97c \ubbf8\ub9ac \uc608\uce21\ud558\uace0 \uc774\uc5d0 \ub300\ud55c \ub300\uc751 \ubc29\uc548\uc744 \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uac00 \uc624\ud788\ub824 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uac83\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"43_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%92%88%EC%A7%88_%EC%9C%A0%EC%A7%80\"><\/span>4.3. \ub370\uc774\ud130 \ud488\uc9c8 \uc720\uc9c0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \uc131\uacf5\uc801\uc778 \uc6b4\uc601\uc740 \ub370\uc774\ud130 \ud488\uc9c8\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uc544\ubb34\ub9ac \ub6f0\uc5b4\ub09c \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774\ub77c\ub3c4, \uc798\ubabb\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc0dd\uc131\ub41c \ub9ac\ud3ec\ud2b8\ub294 \uc2e0\ub8b0\ud560 \uc218 \uc5c6\ub294 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218\ubc16\uc5d0 \uc5c6\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uace0 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\ub294 \uc791\uc5c5\uc740 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uc815\uc81c \ud504\ub85c\uc138\uc2a4<\/strong>: \uc790\ub3d9\ud654\ub41c \ub9ac\ud3ec\ud2b8\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\ub294 \ud56d\uc0c1 \uc815\ud655\ud558\uace0 \uc77c\uad00\uc131\uc774 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub370\uc774\ud130 \uc815\uc81c \ud504\ub85c\uc138\uc2a4\ub97c \uc124\uc815\ud558\uace0, \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d \uc804\uc5d0 \uc815\ub9ac\ud558\ub294 \uacfc\uc815\uc744 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \ud1b5\ud569\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc911\ubcf5\ub41c \ub370\uc774\ud130, \ub204\ub77d\ub41c \uac12, \uc624\ub958\uac00 \uc788\ub294 \ub370\uc774\ud130\ub97c \uc2dd\ubcc4\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ub2e8\uacc4\uac00 \ud544\uc218\uc801\uc73c\ub85c \ud3ec\ud568\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \ud488\uc9c8 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c<\/strong>: \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uae30 \uc704\ud574 \uc801\uc808\ud55c \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac \ub3c4\uad6c\ub294 \ub370\uc774\ud130\uc758 \uc815\ud655\uc131, \uc77c\uad00\uc131, \uc644\uc804\uc131\uc744 \ud3c9\uac00\ud558\uace0, \ub370\uc774\ud130 \uc624\ub958\uac00 \ubc1c\uc0dd\ud588\uc744 \ub54c \uc774\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\uc815\ud558\uac70\ub098 \ub2f4\ub2f9\uc790\uc5d0\uac8c \uc54c\ub9bc\uc744 \ubcf4\ub0b4\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac \ub3c4\uad6c\ub85c\ub294 Talend, Informatica \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \ud45c\uc900\ud654<\/strong>: \uae30\uc5c5 \ub0b4 \ub2e4\uc591\ud55c \ubd80\uc11c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \ub54c, \uac01 \ubd80\uc11c\uac00 \uc11c\ub85c \ub2e4\ub978 \ud615\uc2dd\uc774\ub098 \uae30\uc900\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ub370\uc774\ud130\ub294 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ucc98\ub9ac\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \ucda9\ub3cc\uc744 \uc77c\uc73c\ud0a4\uac70\ub098 \ubd84\uc11d \uacb0\uacfc\uc758 \uc2e0\ub8b0\ub3c4\ub97c \ub0ae\ucd9c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub370\uc774\ud130\ub97c \ud45c\uc900\ud654\ud558\uace0 \uc77c\uad00\ub41c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uc791\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub0a0\uc9dc \ud615\uc2dd, \ud1b5\ud654 \ub2e8\uc704, \uc81c\ud488 \ucf54\ub4dc \ub4f1\uc744 \ud1b5\uc77c\ud558\ub294 \uac83\uc774 \ub300\ud45c\uc801\uc778 \uc608\uc785\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"44_%EA%B5%90%EC%9C%A1%EA%B3%BC_%EC%82%AC%EC%9A%A9%EC%9E%90_%EC%A7%80%EC%9B%90\"><\/span>4.4. \uad50\uc721\uacfc \uc0ac\uc6a9\uc790 \uc9c0\uc6d0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \ub3c4\uc785\uc774 \uc131\uacf5\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c0\ub824\uba74, \uc774\ub97c \uc0ac\uc6a9\ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0 \ub300\ud55c \uad50\uc721\uacfc \uc9c0\uc6d0\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uacbd\uc601\uc9c4, \ub9c8\ucf00\ud130 \ub4f1 \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\ub294 \ub2e4\uc591\ud55c \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc2dc\uc2a4\ud15c\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc5b4\uc57c \ud558\uba70, \uc774\ub97c \uc704\ud55c \ucda9\ubd84\ud55c \uad50\uc721 \ud504\ub85c\uadf8\ub7a8\uacfc \uc9c0\uc6d0 \uccb4\uacc4\ub97c \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ub2e4\uc591\ud55c \uc0ac\uc6a9\uc790\uce35\uc5d0 \ub9de\ucd98 \uad50\uc721<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \uc0ac\uc6a9\uc790\ub294 \uacbd\uc601\uc9c4, \ub9c8\ucf00\ud130, IT \ubd80\uc11c \ub4f1 \ub2e4\uc591\ud55c \uc9c1\ubb34\uc640 \ubc30\uacbd\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uac01 \uc0ac\uc6a9\uc790\uce35\uc5d0 \ub9de\ucd98 \ub9de\ucda4\ud615 \uad50\uc721\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacbd\uc601\uc9c4\uc5d0\uac8c\ub294 \ub9ac\ud3ec\ud2b8\ub97c \ud574\uc11d\ud558\uace0 \uc758\uc0ac\uacb0\uc815\uc5d0 \ubc18\uc601\ud558\ub294 \ubc29\ubc95\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uad50\uc721\uc744 \uc81c\uacf5\ud558\uace0, \ub9c8\ucf00\ud130\uc5d0\uac8c\ub294 \ub9c8\ucf00\ud305 \uc131\uacfc \ubd84\uc11d\uacfc \uad00\ub828\ub41c \ub9ac\ud3ec\ud2b8 \ud65c\uc6a9\ubc95\uc744,\u00a0 \uac1c\ubc1c\uc790\uc5d0\uac8c\ub294 \uc2dc\uc2a4\ud15c \uc720\uc9c0\ubcf4\uc218\uc640 \uad00\ub828\ub41c \uae30\uc220 \uad50\uc721\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e4\uc2dc\uac04 \uc9c0\uc6d0 \uc2dc\uc2a4\ud15c<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\ub294 \ub3c4\uc911\uc5d0 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c, \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc989\uac01\uc801\uc778 \ub3c4\uc6c0\uc744 \ubc1b\uc744 \uc218 \uc788\ub294 \uc2e4\uc2dc\uac04 \uc9c0\uc6d0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\ub0b4 \ud5ec\ud504\ub370\uc2a4\ud06c\ub098 \ucc44\ud305\ubd07\uc744 \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub4e4\uc758 \ubb38\uc81c\ub97c \uc2e0\uc18d\ud558\uac8c \ud574\uacb0\ud558\uace0, \uc2dc\uc2a4\ud15c \uc0ac\uc6a9\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc5d0 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc751\ub2f5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubc29\uc548\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31 \uc218\uc9d1<\/strong>: \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ud6c4\uc5d0\ub3c4 \uc9c0\uc18d\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31\uc744 \uc218\uc9d1\ud558\uc5ec \uac1c\uc120\uc810\uc744 \ucc3e\uc544\ub0b4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub4e4\uc740 \uc2e4\uc81c\ub85c \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\uba74\uc11c \ubd88\ud3b8\ud55c \uc810\uc774\ub098 \uac1c\uc120\ud560 \uc0ac\ud56d\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc774\ub4e4\uc758 \uc758\uacac\uc744 \uc801\uadf9 \ubc18\uc601\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc744 \ucd5c\uc801\ud654\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacbd\uc601\uc9c4\uc774 \ub9ac\ud3ec\ud2b8\uc758 \ud615\uc2dd\uc744 \ubcc0\uacbd\ud558\uace0 \uc2f6\uc5b4 \ud558\uac70\ub098, \ub9c8\ucf00\ud130\uac00 \ucd94\uac00\uc801\uc778 \ub370\uc774\ud130\ub97c \ubcf4\uace0\uc11c\uc5d0 \ud3ec\ud568\uc2dc\ud0a4\uace0\uc790 \ud560 \ub54c, \uc774\ub7f0 \uc694\uad6c\uc0ac\ud56d\uc744 \ubc18\uc601\ud558\ub294 \uac83\uc774 \uc2dc\uc2a4\ud15c\uc758 \uc720\uc6a9\uc131\uc744 \ub192\uc774\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"45_%EC%A0%81%EC%9D%91%EC%84%B1%EA%B3%BC_%EC%9C%A0%EC%97%B0%EC%84%B1\"><\/span>4.5. \uc801\uc751\uc131\uacfc \uc720\uc5f0\uc131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ud604\ub300 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc740 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c \uc5ed\uc2dc \uc774\ub7ec\ud55c \ubcc0\ud654\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uac16\ucd94\uace0 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc0c8\ub85c\uc6b4 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc758 \ub3c4\uc785, \uc2dc\uc7a5 \ubcc0\ud654, \uae30\uc220 \ud601\uc2e0\uc5d0 \uc2e0\uc18d\ud788 \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ube44\uc988\ub2c8\uc2a4 \ubcc0\ud654\uc5d0 \ub300\uc751<\/strong>: \uae30\uc5c5\uc758 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc774 \ubcc0\ud654\ud560 \ub54c, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\ub3c4 \uc774\uc5d0 \ub9de\ucdb0 \uc870\uc815\ub420 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\uc5c5\uc774 \uc0c8\ub85c\uc6b4 \uc2dc\uc7a5\uc5d0 \uc9c4\ucd9c\ud558\uac70\ub098 \uc0c8\ub85c\uc6b4 \uc81c\ud488\uc744 \ucd9c\uc2dc\ud558\uba74, \uae30\uc874 \ub9ac\ud3ec\ud2b8 \uad6c\uc870\uac00 \ub354 \uc774\uc0c1 \uc801\ud569\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc720\uc5f0\ud558\uac8c \ubc18\uc601\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc18c\uc2a4\ub098 KPI(\ud575\uc2ec\uc131\uacfc\uc9c0\ud45c)\uac00 \ubcc0\uacbd\ub418\ub354\ub77c\ub3c4 \uc27d\uac8c \uc801\uc751\ud560 \uc218 \uc788\ub294 \uad6c\uc870\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \ubaa8\ub4c8\ud654\ub41c \uc2dc\uc2a4\ud15c \uc124\uacc4\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \ubaa8\ub4c8\ud654\ub41c \uc2dc\uc2a4\ud15c\uc740 \ud2b9\uc815 \uc694\uc18c\ub9cc \ubcc0\uacbd\ud574\ub3c4 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc774 \uc601\ud5a5\uc744 \ubc1b\uc9c0 \uc54a\uace0 \uc0c8\ub85c\uc6b4 \uc694\uad6c \uc0ac\ud56d\uc744 \ube60\ub974\uac8c \ubc18\uc601\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uae30\uc220 \ubcc0\ud654\uc5d0 \ub300\uc751<\/strong>: \uae30\uc220 \ubcc0\ud654\uc5d0 \ubbfc\uac10\ud558\uac8c \ubc18\uc751\ud558\ub294 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc131\uacf5\uc801\uc778 \uc6b4\uc601\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ub370\uc774\ud130 \uc800\uc7a5\uc18c\ub098 AI(\uc778\uacf5\uc9c0\ub2a5) \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9 \ubd84\uc11d \ub3c4\uad6c \ub4f1\uc774 \ube60\ub974\uac8c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uc774\ub7ec\ud55c \uc2e0\uae30\uc220\uacfc \ud1b5\ud569\ub420 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4 \uc788\ub2e4\uba74, \uae30\uc5c5\uc740 \ucd5c\uc2e0 \uae30\uc220\uc744 \uc801\uadf9\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uc5ec \ub354\uc6b1 \uae4a\uc774 \uc788\ub294 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd\uacfc \uac19\uc740 \uae30\uc220\uc744 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\uc5d0 \uc811\ubaa9\uc2dc\ud0a4\uba74, \uacfc\uac70\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574 \ubbf8\ub798\uc758 \ud2b8\ub80c\ub4dc\ub97c \uc608\uce21\ud558\ub294 \ub9ac\ud3ec\ud2b8\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub300\uc751<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uc801\uc751\uc131\uacfc \uc720\uc5f0\uc131\uc744 \uac16\ucd94\uba74 \uae09\ubcc0\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0\uc11c\ub3c4 \ube60\ub974\uac8c \ub300\ucc98\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud32c\ub370\ubbf9\uacfc \uac19\uc740 \uc608\uce21 \ubd88\uac00\ub2a5\ud55c \uc0c1\ud669\uc5d0\uc11c \uae30\uc5c5\uc758 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uc0c8\ub85c\uc6b4 \uc2dc\uc7a5 \uc0c1\ud669\uc744 \ubc18\uc601\ud55c \ub9ac\ud3ec\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uacbd\uc601\uc9c4\uc740 \ube44\uc988\ub2c8\uc2a4 \uc804\ub7b5\uc744 \uc2e0\uc18d\ud558\uac8c \uc870\uc815\ud558\uace0, \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 \ubbfc\ucca9\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"46_%EC%84%B1%EA%B3%BC_%EC%B8%A1%EC%A0%95%EA%B3%BC_%EC%A7%80%EC%86%8D%EC%A0%81%EC%9D%B8_%EA%B0%9C%EC%84%A0\"><\/span>4.6. \uc131\uacfc \uce21\uc815\uacfc \uc9c0\uc18d\uc801\uc778 \uac1c\uc120<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ud6c4, \uadf8 \uc131\uacfc\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0 \uac1c\uc120\ud558\ub294 \uacfc\uc815\ub3c4 \uc131\uacf5\uc801\uc778 \ub3c4\uc785\uc758 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub418\uba74 \uadf8 \ud6a8\uacfc\ub97c \uc8fc\uae30\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0, \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud588\uc744 \uacbd\uc6b0 \ube60\ub974\uac8c \uc218\uc815\ud560 \uc218 \uc788\ub294 \ud504\ub85c\uc138\uc2a4\uac00 \ub9c8\ub828\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\uc131\uacfc \uc9c0\ud45c \uc124\uc815<\/strong>: \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ud6c4\uc5d0\ub294 \ubc18\ub4dc\uc2dc \uc131\uacfc\ub97c \uce21\uc815\ud560 \uc218 \uc788\ub294 \uc9c0\ud45c\ub97c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc18d\ub3c4\uc758 \ud5a5\uc0c1, \uc218\uc791\uc5c5 \uc624\ub958 \uac10\uc18c, \ub9ac\ud3ec\ud2b8 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc758 \uc2e0\uc18d\uc131 \ud5a5\uc0c1 \ub4f1 \uad6c\uccb4\uc801\uc778 \uc131\uacfc \uc9c0\ud45c\ub97c \uc124\uc815\ud558\uc5ec \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uae30\uc5c5\uc5d0 \uc2e4\uc9c8\uc801\uc778 \uac00\uce58\ub97c \uc81c\uacf5\ud558\uace0 \uc788\ub294\uc9c0 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c0\ud45c\ub294 \ub2e8\uc21c\ud788 \uc2dc\uc2a4\ud15c \ub3c4\uc785\uc5d0 \ub300\ud55c \ud22c\uc790 \uc218\uc775\ub960(ROI)\uc744 \ud3c9\uac00\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc9c0\uc18d\uc801\uc73c\ub85c \uc2dc\uc2a4\ud15c\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\uae30\uc801\uc778 \ud53c\ub4dc\ubc31 \uc218\uc9d1<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud55c \ud6c4\uc5d0\ub3c4 \uc815\uae30\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790\ub4e4\ub85c\ubd80\ud130 \ud53c\ub4dc\ubc31\uc744 \uc218\uc9d1\ud558\ub294 \uac83\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub9c8\ucf00\ud130, \uacbd\uc601\uc9c4 \ubaa8\ub450\uac00 \uc2dc\uc2a4\ud15c\uc744 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud558\uace0 \uc788\ub294\uc9c0, \uc5b4\ub5a4 \ubd88\ud3b8\uc744 \uacaa\uace0 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \ud53c\ub4dc\ubc31\uc744 \uc218\uc9d1\ud558\uba74 \uc2dc\uc2a4\ud15c\uc744 \ub354 \uc720\uc5f0\ud558\uac8c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9c8\ucf00\ud130\ub4e4\uc774 \uc0c8\ub85c\uc6b4 \ucea0\ud398\uc778 \uc131\uacfc\ub97c \ubcf4\uace0\ud558\uace0 \uc2f6\uc5b4 \ud558\ub294 \uacbd\uc6b0, \uc774\ub97c \ubc18\uc601\ud558\uc5ec \ub9ac\ud3ec\ud2b8 \ud615\uc2dd\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\uc6a9\uc790 \ud53c\ub4dc\ubc31\uc740 \uc2dc\uc2a4\ud15c\uc758 \uc801\uc751\uc131\uacfc \uc720\uc5f0\uc131\uc744 \ub192\uc774\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c0\uc18d\uc801\uc778 \uc2dc\uc2a4\ud15c \uac1c\uc120<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \ud55c \ubc88 \ub3c4\uc785\ub418\uace0 \ub05d\ub098\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uae30\uc5c5 \ud658\uacbd\uacfc \uae30\uc220\uc740 \uacc4\uc18d \ubcc0\ud654\ud558\uae30 \ub54c\ubb38\uc5d0, \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\ub3c4 \uadf8\uc5d0 \ub9de\ucdb0 \uc5c5\ub370\uc774\ud2b8\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \uc18c\uc2a4\uac00 \ucd94\uac00\ub418\uac70\ub098 \uae30\uc874\uc758 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc774 \ubcc0\uacbd\ub420 \ub54c \uc2dc\uc2a4\ud15c\uc774 \uc774\ub97c \ube60\ub974\uac8c \ubc18\uc601\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc815\uae30\uc801\uc778 \uc2dc\uc2a4\ud15c \uc810\uac80\uacfc \uc5c5\ub370\uc774\ud2b8 \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc744 \ucd94\uac00\ud558\uac70\ub098 \uae30\uc874 \uae30\ub2a5\uc744 \uac1c\uc120\ud558\ub294 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc131\uacfc \uad00\ub9ac \ubc0f \uac1c\uc120 \uc8fc\uae30<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \uc131\uacfc\ub294 \ud55c \ubc88\uc758 \ud3c9\uac00\ub85c \ub05d\ub098\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc8fc\uae30\uc801\uc73c\ub85c \uac80\ud1a0\ud558\uace0 \uac1c\uc120\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uac16\ucdb0\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, 6\uac1c\uc6d4 \ub610\ub294 1\ub144 \uc8fc\uae30\ub85c \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \ucd94\uac00\uc801\uc778 \uc790\ub3d9\ud654 \uae30\ub2a5\uc744 \ub3c4\uc785\ud558\uac70\ub098 \uc2dc\uc2a4\ud15c\uc744 \uc5c5\uadf8\ub808\uc774\ub4dc\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uc774 \uc774\ub8e8\uc5b4\uc838\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc8fc\uae30\uc801\uc778 \uc131\uacfc \uad00\ub9ac\ub294 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \uae30\uc5c5\uc758 \uc131\uc7a5\uacfc \ud568\uaed8 \uc9c4\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"47_%EB%A6%AC%ED%8F%AC%ED%8A%B8_%EC%9E%90%EB%8F%99%ED%99%94_%EC%8B%9C%EC%8A%A4%ED%85%9C%EC%9D%84_%ED%86%B5%ED%95%9C_ROI_%EA%B7%B9%EB%8C%80%ED%99%94\"><\/span>4.7. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud55c ROI \uadf9\ub300\ud654<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \ub3c4\uc785\uc744 \ud1b5\ud574 \uae30\uc5c5\uc774 \uc5bb\ub294 \uac00\uce58\ub294 \ube44\uc6a9 \ub300\ube44 \uc131\uacfc\ub97c \uae30\uc900\uc73c\ub85c \ud3c9\uac00\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c ROI(Return on Investment)\ub97c \uadf9\ub300\ud654\ud558\ub294 \uac83\uc774 \uc911\uc694\ud55c \ubaa9\ud45c\uac00 \ub429\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc774 \ucc98\uc74c \ub3c4\uc785\ub420 \ub54c\ub294 \ucd08\uae30 \ud22c\uc790 \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud558\uc9c0\ub9cc, \uc7a5\uae30\uc801\uc73c\ub85c \uae30\uc5c5\uc758 \uc6b4\uc601 \ud6a8\uc728\uc131\uacfc \uc218\uc775\uc131\uc744 \ub192\uc77c \uc218 \uc788\ub294 \ubc29\ubc95\uc73c\ub85c \ube44\uc6a9 \ub300\ube44 \ud070 \uac00\uce58\ub97c \uc81c\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<ol>\n<li><strong>\ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \uc218\uc791\uc5c5\uc73c\ub85c \ucc98\ub9ac\ud574\uc57c \ud588\ub358 \ub9ce\uc740 \uc5c5\ubb34\uac00 \uc790\ub3d9\ud654\ub418\uba74\uc11c \uc778\uc801 \uc790\uc6d0\uacfc \uc2dc\uac04\uc744 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9ac\ud3ec\ud2b8 \uc0dd\uc131\uc5d0 \ub4dc\ub294 \uc2dc\uac04\uc744 50% \uc774\uc0c1 \uc808\uac10\ud560 \uc218 \uc788\ub2e4\uba74, \uadf8\ub9cc\ud07c\uc758 \uc778\uc801 \uc790\uc6d0\uc744 \ub2e4\ub978 \uc911\uc694\ud55c \uc5c5\ubb34\uc5d0 \ud22c\uc785\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc774\ub294 \uae30\uc5c5 \uc6b4\uc601\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0, \ub3d9\uc2dc\uc5d0 \uc778\uac74\ube44\ub97c \uc808\uac10\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc758\uc0ac\uacb0\uc815 \uc18d\ub3c4 \ud5a5\uc0c1<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uacbd\uc601\uc9c4\uc774 \uc2e0\uc18d\ud558\uac8c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc758\uc0ac\uacb0\uc815 \uc18d\ub3c4\uac00 \ube68\ub77c\uc9c0\uba74 \uc2dc\uc7a5\uc758 \ubcc0\ud654\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uacbd\uc7c1\uc774 \uce58\uc5f4\ud55c \uc0b0\uc5c5\uc5d0\uc11c\ub294 \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud55c \ub9ac\ud3ec\ud2b8\uac00 \uacbd\uc601\uc9c4\uc758 \ube60\ub978 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\uc5ec \ub354 \ub098\uc740 \uc131\uacfc\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815 \uac15\ud654<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uae30\uc5c5\uc758 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \uc911\uc559\uc5d0\uc11c \uad00\ub9ac\ud558\uace0 \uc77c\uad00\ub418\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc758 \uc9c8\uc744 \ub192\uc774\uace0, \uc624\ub958\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \uae30\uc5c5 \ub0b4\uc758 \ub2e4\uc591\ud55c \ubd80\uc11c\uac00 \ub3d9\uc77c\ud55c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud558\uace0, \uc77c\uad00\uc131 \uc788\ub294 \uc815\ubcf4\ub97c \ud65c\uc6a9\ud558\uc5ec \ud611\ub825\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uc870\uc9c1 \ubb38\ud654\ub97c \uad6c\ucd95\ud558\uba74, \uae30\uc5c5\uc758 \uc804\ubc18\uc801\uc778 \uc131\uacfc \ud5a5\uc0c1\uc5d0 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5 \uae30\ud68c \ud655\ub300<\/strong>: \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uacbd\uc601\uc9c4\uc5d0\uac8c \ub354 \ub9ce\uc740 \uc2dc\uac04\uc744 \ud655\ubcf4\ud558\uac8c \ud574\uc90d\ub2c8\ub2e4. \ubc18\ubcf5\uc801\uc774\uace0 \uc2dc\uac04 \uc18c\ubaa8\uc801\uc778 \ub9ac\ud3ec\ud2b8 \uc0dd\uc131 \uc791\uc5c5\uc5d0\uc11c \ubc97\uc5b4\ub098 \ubcf4\ub2e4 \uc804\ub7b5\uc801\uc778 \uc5c5\ubb34\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uae30\uc5c5\uc758 \ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5\uc744 \ucd09\uc9c4\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0c8\ub85c\uc6b4 \uc2dc\uc7a5 \uc9c4\ucd9c\uc744 \uc704\ud55c \ub370\uc774\ud130 \ubd84\uc11d, \uace0\uac1d \ub9cc\uc871\ub3c4 \ud5a5\uc0c1\uc744 \uc704\ud55c \uc804\ub7b5 \uc218\ub9bd \ub4f1 \ub354 \ub192\uc740 \ubd80\uac00\uac00\uce58\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\ub294 \uc5c5\ubb34\uc5d0 \uacbd\uc601\uc9c4\uc774 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h1><span class=\"ez-toc-section\" id=\"5_%EA%B2%B0%EB%A1%A0\"><\/span>5. \uacb0\ub860<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ube44\uc988\ub2c8\uc2a4 \uc131\uc7a5\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc804\ub7b5\uc801 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ub9ac\ud3ec\ud2b8 \uc0dd\uc131\uc5d0 \uc18c\uc694\ub418\ub294 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uace0, \ubcf4\ub2e4 \uc815\ud655\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4\uc640 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \uacb0\ud569\ud568\uc73c\ub85c\uc368 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud55c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \uacbd\uc601\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\uacbd\uc601\uc9c4\uc740 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub97c \ud1b5\ud574 \uae30\uc5c5\uc758 \uc804\ubc18\uc801\uc778 \uc131\uacfc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ud30c\uc545\ud560 \uc218 \uc788\uc73c\uba70, \ub9c8\ucf00\ud130\ub294 \ucea0\ud398\uc778 \uc131\uacfc\ub97c \ubd84\uc11d\ud558\uace0 \uc804\ub7b5\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\uace0, \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uacfc \uc790\ub3d9\ud654 \ud504\ub85c\uc138\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\uc5ec \uae30\uc5c5\uc774 \uacbd\uc7c1\ub825\uc744 \uac15\ud654\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5\uc744 \uc131\uacf5\uc801\uc73c\ub85c \ub3c4\uc785\ud558\ub824\uba74, \uae30\uc220\uc801 \uc694\uad6c\uc0ac\ud56d\uc744 \ucda9\uc871\uc2dc\ud0a4\ub294 \uac83 \uc678\uc5d0\ub3c4 \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac, \uc0ac\uc6a9\uc790 \uad50\uc721, \uc2dc\uc2a4\ud15c \uc720\uc9c0\ubcf4\uc218 \ub4f1 \ub2e4\uc591\ud55c \uc694\uc18c\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc801\uc808\ud55c \uacc4\ud68d\uacfc \uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \uae30\uc5c5\uc758 \uc131\uc7a5\uc744 \uc774\ub044\ub294 \uc911\uc694\ud55c \uc790\uc0b0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><!-- notionvc: 4d065c96-831c-4ee2-a2c6-d76492615226 --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud604\ub300 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ud65c\ub3d9\uc5d0\uc11c \uc218\uc9d1\ub418\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud574 \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ube60\ub974\uace0 \uc815\ud655\ud55c \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac83\uc774 \uae30\uc5c5\uc758 \uc131\ud328\ub97c \uc88c\uc6b0\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4(Business Intelligence, BI) \uc2dc\uc2a4\ud15c\uacfc \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654 \uc804\ub7b5\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub9ac\ud3ec\ud2b8 \uc790\ub3d9\ud654\ub294 \ube44\uc988\ub2c8\uc2a4 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0, \uc778\uc0ac\uc774\ud2b8\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ud558\uba70, \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc744 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[33,8,30,28,31,27,29,26,9,32],"class_list":["post-346","post","type-post","status-publish","format-standard","hentry","category-2","tag-business-intelligence","tag-data-engineering","tag-data-insight","tag-data-intelligence","tag-31","tag-27","tag-29","tag-26","tag-9","tag-32","col-md-12"],"_links":{"self":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts\/346","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/comments?post=346"}],"version-history":[{"count":3,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts\/346\/revisions"}],"predecessor-version":[{"id":349,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts\/346\/revisions\/349"}],"wp:attachment":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/media?parent=346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/categories?post=346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/tags?post=346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}