class: title-slide, left, bottom # 증거기반 ESG 전략 ---- ## **데이터 기반 ESG 지표를 통한 전략도출** ### 이광춘 ### 2021-05-14 --- class: inverse, middle name: data-science-case # 강의 개요 ---- .pull-left[ 기존 특정부문 예를 들어 GDP, 순이익 등 하나의 지표를 최적화했다면, .green[**ESG**]는 여러 목표를 동시에 최적화하는 전략을 요구하고 있다. **증거기반 데이터 주도(Data-Driven)**를 통해 .warmyellow[**국가**]를 이해하는 것이 어떤 것인지 살펴본다. 최근 중요성이 부각되고 있는 ESG를 국가에서 .black[**지방자치단체, 기업**]으로 확대할 수 있는 방안을 살펴보자. ] .pull-right[ .left[ 1\. **[.warmyellow[데이터를 통한 국가]](#esg-country)** 2\. [디지털 전환 국가](#esg-digital-country) 3\. [그린 전환 국가](#esg-green-transformation) 4\. [국가 &rarr; 지자체와 기업](#from-country-to-company) 5\. [마무리](#goodbye) ] ] <!--end of right-column--> --- name: esg-country # 전통적 지표 <br> <br> .center[ <img src="fig/esg-country-classic.png" /> ] .footnote[ - [위키백과 OECD](https://en.wikipedia.org/wiki/OECD) ] --- name: esg-country-classic # 전통 지표 기준 강대국 <div id="htmlwidget-8ad5f84f3f3fc3e93c03" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-8ad5f84f3f3fc3e93c03">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["United States","Japan","Germany","France","United Kingdom","Italy","Mexico","Turkey","Korea, South","Spain","Canada","Australia","Poland","Netherlands","Colombia","Switzerland","Belgium","Sweden","Austria","Chile","Czech Republic","Ireland","Israel","Portugal","Norway","Greece","Denmark","Hungary","Finland","New Zealand","Slovakia","Lithuania","Slovenia","Latvia","Estonia","Iceland"],"flags":["🇺🇸","🇯🇵","🇩🇪","🇫🇷","🇬🇧","🇮🇹","🇲🇽","🇹🇷","🇰🇷","🇪🇸","🇨🇦","🇦🇺","🇵🇱","🇳🇱","🇨🇴","🇨🇭","🇧🇪","🇸🇪","🇦🇹","🇨🇱","🇨🇿","🇮🇪","🇮🇱","🇵🇹","🇳🇴","🇬🇷","🇩🇰","🇭🇺","🇫🇮","🇳🇿","🇸🇰","🇱🇹","🇸🇮","🇱🇻","🇪🇪","🇮🇸"],"gdp":[19391,5487,4188,2876,2857,2387,2358,2140,1973,1770,1714,1192,1102,900,709,548,544,505,462,445,385,364,333,326,324,297,296,275,247,197,172,91,72,54,42,18],"area":[9831510,377962,357380,549087,243610,301340,1964380,785350,100280,505940,9984670,7741220,312680,41540,1141748,41290,30530,447420,83879,756096,78870,70280,22070,92225,385178,131960,42922,93030,338420,267710,49035,65286,20270,64490,45230,103000],"population":[326,127,83,67,66,61,129,81,51,47,37,25,38,17,49,8,11,10,9,18,11,5,9,10,5,11,6,10,6,5,5,3,2,2,1,0],"gdp_per_capita":[59532,43279,50639,42850,43269,39427,18258,29505,38335,37998,46705,48460,29026,52503,14507,64712,47840,50208,52398,24635,36327,75648,38262,31673,61414,27602,51364,28108,44866,41109,31616,32092,34868,27598,31742,53153]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true,"width":200},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"area","name":"area","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}},{"accessor":"population","name":"population","type":"numeric"},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":5,"highlight":true,"dataKey":"0b6a92a29c08fe337021bebe4e6fb335","key":"0b6a92a29c08fe337021bebe4e6fb335"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-country-extended # 확장 전통 지표 <br> <br> .center[ <img src="fig/esg-country-extension.png" /> ] .footnote[ - [위키백과 OECD](https://en.wikipedia.org/wiki/OECD) ] --- name: esg-country-extended-table # 확장 지표 기준 선진국 <div id="htmlwidget-7285d1eb1f44b03ae477" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-7285d1eb1f44b03ae477">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["Slovenia","Czech Republic","Slovakia","Finland","Norway","Belgium","Iceland","Denmark","Netherlands","Sweden","Hungary","Austria","Korea, South","Germany","Ireland","Poland","Japan","Switzerland","Estonia","France","New Zealand","United Kingdom","Canada","Latvia","Australia","Italy","Portugal","Greece","Spain","Lithuania","Israel","United States","Turkey","Mexico","Chile","Colombia"],"flags":["🇸🇮","🇨🇿","🇸🇰","🇫🇮","🇳🇴","🇧🇪","🇮🇸","🇩🇰","🇳🇱","🇸🇪","🇭🇺","🇦🇹","🇰🇷","🇩🇪","🇮🇪","🇵🇱","🇯🇵","🇨🇭","🇪🇪","🇫🇷","🇳🇿","🇬🇧","🇨🇦","🇱🇻","🇦🇺","🇮🇹","🇵🇹","🇬🇷","🇪🇸","🇱🇹","🇮🇱","🇺🇸","🇹🇷","🇲🇽","🇨🇱","🇨🇴"],"income_inequality":[25.4,25.9,26.5,27.1,27.5,27.7,27.8,28.2,28.2,29.2,30.4,30.5,31.6,31.7,31.8,31.8,32.1,32.3,32.7,32.7,33,33.2,34,34.2,34.7,35.4,35.5,36,36.2,37.4,41.4,41.5,41.9,43.4,47.7,49.7],"hdi":[0.902,0.891,0.857,0.925,0.954,0.919,0.938,0.93,0.933,0.937,0.845,0.914,0.906,0.939,0.942,0.872,0.915,0.946,0.882,0.891,0.921,0.92,0.922,0.854,0.938,0.883,0.85,0.872,0.893,0.869,0.906,0.92,0.806,0.767,0.847,0.761],"fsi":[28,37.6,40.5,16.9,18,28.6,19.8,19.5,24.8,20.3,49.6,25,33.7,24.7,20.6,42.8,34.3,18.7,40.8,32,20.1,36.7,20,43.9,19.7,43.8,25.3,53.9,40.7,38.1,75.1,38,80.3,69.7,38.9,75.7],"cpi":[60,56,50,86,84,75,78,87,82,85,44,77,59,80,74,58,73,85,74,69,87,77,77,56,77,53,62,48,62,60,60,69,39,29,67,37],"ief":[67.8,74.8,66.8,75.7,73.4,68.9,77.1,78.3,77,74.9,66.4,73.3,74,73.5,80.9,69.1,73.3,82,77.7,66,84.1,79.3,78.2,71.9,82.6,63.8,67,59.9,66.9,76.7,74,76.6,64.4,66,76.8,69.2],"gpi":[1.355,1.383,1.55,1.488,1.536,1.533,1.072,1.316,1.53,1.533,1.54,1.291,1.867,1.547,1.39,1.654,1.369,1.375,1.727,1.892,1.221,1.801,1.327,1.718,1.419,1.754,1.274,1.933,1.699,1.779,2.735,2.401,3.015,2.6,1.634,2.661],"wpfi":[22.31,24.89,23.58,7.9,7.82,12.07,14.71,9.87,8.63,8.31,30.44,15.33,24.94,14.6,15,28.89,29.36,10.52,12.27,22.21,10.75,22.23,15.69,19.53,16.55,24.98,12.65,29.08,21.99,22.06,30.8,25.69,52.81,46.78,25.65,42.82],"di":[7.5,7.69,7.17,9.25,9.87,7.64,9.58,9.22,9.01,9.39,6.63,8.29,8,8.68,9.24,6.62,7.99,9.03,7.9,8.12,9.26,8.52,9.22,7.49,9.09,7.52,8.03,7.43,8.29,7.5,7.86,7.96,4.09,6.09,8.08,7.13]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true,"width":170},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"income_inequality","name":"income_inequality","type":"numeric","width":110},{"accessor":"hdi","name":"hdi","type":"numeric","width":70},{"accessor":"fsi","name":"fsi","type":"numeric","width":70},{"accessor":"cpi","name":"cpi","type":"numeric","width":70},{"accessor":"ief","name":"ief","type":"numeric","width":70},{"accessor":"gpi","name":"gpi","type":"numeric","width":70},{"accessor":"wpfi","name":"wpfi","type":"numeric","width":70},{"accessor":"di","name":"di","type":"numeric"}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":5,"highlight":true,"dataKey":"78086b17f212e94d72dc51fb9f5c26ff","key":"78086b17f212e94d72dc51fb9f5c26ff"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- class: inverse, middle name: esg-digital-country # 강의 개요 ---- .pull-left[ 기존 특정부문 예를 들어 GDP, 순이익 등 하나의 지표를 최적화했다면, .green[**ESG**]는 여러 목표를 동시에 최적화하는 전략을 요구하고 있다. **증거기반 데이터 주도(Data-Driven)**를 통해 .warmyellow[**국가**]를 이해하는 것이 어떤 것인지 살펴본다. 최근 중요성이 부각되고 있는 ESG를 국가에서 .black[**지방자치단체, 기업**]으로 확대할 수 있는 방안을 살펴보자. ] .pull-right[ .left[ 1\. [데이터를 통한 국가](#esg-country) 2\. **[.red[디지털 전환 국가]](#esg-digital-country)** 3\. [그린 전환 국가](#esg-green-transformation) 4\. [국가 &rarr; 지자체와 기업](#from-country-to-company) 5\. [마무리](#goodbye) ] ] <!--end of right-column--> --- name: esg-digital-country-start # 디지털 강대국 지표 .center[  ] - [디지털 정부 순위](https://www.oecd-ilibrary.org/deliver/4de9f5bb-en.pdf?itemId=%2Fcontent%2Fpaper%2F4de9f5bb-en&mimeType=pdf) - [정부 인공지능 준비지수](https://www.oxfordinsights.com/government-ai-readiness-index-2020) - [데이터 경제 순위](https://hbr.org/2019/01/which-countries-are-leading-the-data-economy) - [산업용 로봇 밀도](https://ifr.org/downloads/press2018/Robot_Density_by_country_WorldRobotics2020_graph.jpg) - [세계 경쟁력 보고서](https://reports.weforum.org/global-competitiveness-report-2019/competitiveness-rankings/) - [IMD 세계 경쟁력 연감](https://www.imd.org/wcc/world-competitiveness-center-rankings/world-digital-competitiveness-rankings-2020/) --- name: esg-digital-government # 디지털 강대국 지표 - 디지털 정부 순위 <div id="htmlwidget-866593eda95de6b13ce4" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-866593eda95de6b13ce4">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["Korea, South","United Kingdom","Colombia","Denmark","Japan","Canada","Spain","Israel","Portugal","France","New Zealand","Norway","Italy","Slovenia","Estonia","Latvia","Austria","Netherlands","Czech Republic","Ireland","Chile","Belgium","Germany","Lithuania","Finland","Greece","Iceland","Sweden","Australia","Hungary","Mexico","Poland","Slovakia","Switzerland","Turkey","United States"],"flags":["🇰🇷","🇬🇧","🇨🇴","🇩🇰","🇯🇵","🇨🇦","🇪🇸","🇮🇱","🇵🇹","🇫🇷","🇳🇿","🇳🇴","🇮🇹","🇸🇮","🇪🇪","🇱🇻","🇦🇹","🇳🇱","🇨🇿","🇮🇪","🇨🇱","🇧🇪","🇩🇪","🇱🇹","🇫🇮","🇬🇷","🇮🇸","🇸🇪","🇦🇺","🇭🇺","🇲🇽","🇵🇱","🇸🇰","🇨🇭","🇹🇷","🇺🇸"],"디지털정부":[1,2,3,4,5,6,7,8,10,11,12,13,15,17,18,19,20,21,22,23,24,25,26,27,28,29,32,33,"NA","NA","NA","NA","NA","NA","NA","NA"],"gdp":[1973,2857,709,296,5487,1714,1770,333,326,2876,197,324,2387,72,42,54,462,900,385,364,445,544,4188,91,247,297,18,505,1192,275,2358,1102,172,548,2140,19391],"gdp_per_capita":[38335,43269,14507,51364,43279,46705,37998,38262,31673,42850,41109,61414,39427,34868,31742,27598,52398,52503,36327,75648,24635,47840,50639,32092,44866,27602,53153,50208,48460,28108,18258,29026,31616,64712,29505,59532]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"디지털정부","name":"디지털정부","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"align":"center"},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"4ce41b6384a8a0685beeceddaebbb656","key":"4ce41b6384a8a0685beeceddaebbb656"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-ai-government # 디지털 강대국 지표 - 인공지능 준비지수 <div id="htmlwidget-192aed678566737f3a98" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-192aed678566737f3a98">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["United States","United Kingdom","Finland","Germany","Sweden","Korea, South","Denmark","Netherlands","Norway","France","Australia","Japan","Canada","Estonia","Switzerland","Israel","Ireland","Austria","New Zealand","Spain","Italy","Lithuania","Portugal","Belgium","Poland","Czech Republic","Slovakia","Iceland","Latvia","Slovenia","Hungary","Chile","Colombia","Mexico","Greece","Turkey"],"flags":["🇺🇸","🇬🇧","🇫🇮","🇩🇪","🇸🇪","🇰🇷","🇩🇰","🇳🇱","🇳🇴","🇫🇷","🇦🇺","🇯🇵","🇨🇦","🇪🇪","🇨🇭","🇮🇱","🇮🇪","🇦🇹","🇳🇿","🇪🇸","🇮🇹","🇱🇹","🇵🇹","🇧🇪","🇵🇱","🇨🇿","🇸🇰","🇮🇸","🇱🇻","🇸🇮","🇭🇺","🇨🇱","🇨🇴","🇲🇽","🇬🇷","🇹🇷"],"AI_순위":[1,2,3,4,5,7,8,9,10,11,12,13,14,17,18,20,21,22,23,24,25,26,27,29,31,32,34,35,36,39,41,47,51,55,61,67],"gdp":[19391,2857,247,4188,505,1973,296,900,324,2876,1192,5487,1714,42,548,333,364,462,197,1770,2387,91,326,544,1102,385,172,18,54,72,275,445,709,2358,297,2140],"gdp_per_capita":[59532,43269,44866,50639,50208,38335,51364,52503,61414,42850,48460,43279,46705,31742,64712,38262,75648,52398,41109,37998,39427,32092,31673,47840,29026,36327,31616,53153,27598,34868,28108,24635,14507,18258,27602,29505]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"AI_순위","name":"AI_순위","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"align":"center"},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"518d2a97c4ed4ae5abdc6cdf71aebb0d","key":"518d2a97c4ed4ae5abdc6cdf71aebb0d"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-data-economy # 디지털 강대국 지표 - 데이터 경제 <div id="htmlwidget-13c6f62f5b14dfac3184" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-13c6f62f5b14dfac3184">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["United States","United Kingdom","Finland","Germany","Sweden","Korea, South","Denmark","Netherlands","Norway","France","Australia","Japan","Canada","Estonia","Switzerland","Israel","Ireland","Austria","New Zealand","Spain","Italy","Lithuania","Portugal","Belgium","Poland","Czech Republic","Slovakia","Iceland","Latvia","Slovenia","Hungary","Chile","Colombia","Mexico","Greece","Turkey"],"flags":["🇺🇸","🇬🇧","🇫🇮","🇩🇪","🇸🇪","🇰🇷","🇩🇰","🇳🇱","🇳🇴","🇫🇷","🇦🇺","🇯🇵","🇨🇦","🇪🇪","🇨🇭","🇮🇱","🇮🇪","🇦🇹","🇳🇿","🇪🇸","🇮🇹","🇱🇹","🇵🇹","🇧🇪","🇵🇱","🇨🇿","🇸🇰","🇮🇸","🇱🇻","🇸🇮","🇭🇺","🇨🇱","🇨🇴","🇲🇽","🇬🇷","🇹🇷"],"데이터경제":[1,2,"NA",13,8,5,"NA","NA","NA",6,9,11,7,"NA",4,"NA",15,"NA",12,14,16,"NA",17,"NA",21,10,"NA","NA","NA","NA",26,20,"NA",18,23,29],"gdp":[19391,2857,247,4188,505,1973,296,900,324,2876,1192,5487,1714,42,548,333,364,462,197,1770,2387,91,326,544,1102,385,172,18,54,72,275,445,709,2358,297,2140],"gdp_per_capita":[59532,43269,44866,50639,50208,38335,51364,52503,61414,42850,48460,43279,46705,31742,64712,38262,75648,52398,41109,37998,39427,32092,31673,47840,29026,36327,31616,53153,27598,34868,28108,24635,14507,18258,27602,29505]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"데이터경제","name":"데이터경제","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"align":"center"},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"5265aa25cbb96f97340dc9076e9ede56","key":"5265aa25cbb96f97340dc9076e9ede56"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-robot # 디지털 강대국 지표 - 산업용 로봇 <div id="htmlwidget-03b59f032fda68f7e6f8" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-03b59f032fda68f7e6f8">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["Korea, South","Japan","Germany","Sweden","Denmark","United States","Italy","Belgium","Netherlands","Spain","Austria","France","Slovakia","Canada","Switzerland","Slovenia","Australia","Chile","Colombia","Czech Republic","Estonia","Finland","Greece","Hungary","Iceland","Ireland","Israel","Latvia","Lithuania","Mexico","New Zealand","Norway","Poland","Portugal","Turkey","United Kingdom"],"flags":["🇰🇷","🇯🇵","🇩🇪","🇸🇪","🇩🇰","🇺🇸","🇮🇹","🇧🇪","🇳🇱","🇪🇸","🇦🇹","🇫🇷","🇸🇰","🇨🇦","🇨🇭","🇸🇮","🇦🇺","🇨🇱","🇨🇴","🇨🇿","🇪🇪","🇫🇮","🇬🇷","🇭🇺","🇮🇸","🇮🇪","🇮🇱","🇱🇻","🇱🇹","🇲🇽","🇳🇿","🇳🇴","🇵🇱","🇵🇹","🇹🇷","🇬🇧"],"로봇_순위":[2,3,4,5,6,9,10,11,12,13,14,16,17,18,19,20,"NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA"],"gdp":[1973,5487,4188,505,296,19391,2387,544,900,1770,462,2876,172,1714,548,72,1192,445,709,385,42,247,297,275,18,364,333,54,91,2358,197,324,1102,326,2140,2857],"gdp_per_capita":[38335,43279,50639,50208,51364,59532,39427,47840,52503,37998,52398,42850,31616,46705,64712,34868,48460,24635,14507,36327,31742,44866,27602,28108,53153,75648,38262,27598,32092,18258,41109,61414,29026,31673,29505,43269]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"로봇_순위","name":"로봇_순위","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"align":"center"},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"5d0eea6ac2127168d97c54e7e186de34","key":"5d0eea6ac2127168d97c54e7e186de34"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-competitiveness # 디지털 강대국 지표 - WEF 세계 경쟁력 <div id="htmlwidget-f43075db21da6c3c44f1" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-f43075db21da6c3c44f1">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["United States","Netherlands","Switzerland","Japan","Germany","Sweden","United Kingdom","Denmark","Finland","Korea, South","Canada","France","Australia","Norway","New Zealand","Israel","Austria","Belgium","Spain","Ireland","Iceland","Italy","Estonia","Czech Republic","Chile","Portugal","Slovenia","Poland","Lithuania","Latvia","Slovakia","Hungary","Mexico","Colombia","Greece","Turkey"],"flags":["🇺🇸","🇳🇱","🇨🇭","🇯🇵","🇩🇪","🇸🇪","🇬🇧","🇩🇰","🇫🇮","🇰🇷","🇨🇦","🇫🇷","🇦🇺","🇳🇴","🇳🇿","🇮🇱","🇦🇹","🇧🇪","🇪🇸","🇮🇪","🇮🇸","🇮🇹","🇪🇪","🇨🇿","🇨🇱","🇵🇹","🇸🇮","🇵🇱","🇱🇹","🇱🇻","🇸🇰","🇭🇺","🇲🇽","🇨🇴","🇬🇷","🇹🇷"],"WEF_순위":[1,3,4,5,6,7,8,9,10,12,13,14,15,16,18,19,20,21,22,23,25,29,30,31,32,33,34,36,38,40,41,46,48,57,59,61],"gdp":[19391,900,548,5487,4188,505,2857,296,247,1973,1714,2876,1192,324,197,333,462,544,1770,364,18,2387,42,385,445,326,72,1102,91,54,172,275,2358,709,297,2140],"gdp_per_capita":[59532,52503,64712,43279,50639,50208,43269,51364,44866,38335,46705,42850,48460,61414,41109,38262,52398,47840,37998,75648,53153,39427,31742,36327,24635,31673,34868,29026,32092,27598,31616,28108,18258,14507,27602,29505]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"WEF_순위","name":"WEF_순위","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"align":"center"},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"5d489cc78151a9f98d766e3a970a6bb0","key":"5d489cc78151a9f98d766e3a970a6bb0"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-imd # 디지털 강대국 지표 - IMD 디지털 경쟁력 <div id="htmlwidget-7f579120487585c32686" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-7f579120487585c32686">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["United States","Denmark","Sweden","Switzerland","Netherlands","Korea, South","Norway","Finland","Canada","United Kingdom","Australia","Austria","Germany","Israel","Ireland","Estonia","New Zealand","Iceland","France","Belgium","Japan","Lithuania","Slovenia","Poland","Spain","Czech Republic","Portugal","Latvia","Chile","Italy","Turkey","Greece","Hungary","Slovakia","Mexico","Colombia"],"flags":["🇺🇸","🇩🇰","🇸🇪","🇨🇭","🇳🇱","🇰🇷","🇳🇴","🇫🇮","🇨🇦","🇬🇧","🇦🇺","🇦🇹","🇩🇪","🇮🇱","🇮🇪","🇪🇪","🇳🇿","🇮🇸","🇫🇷","🇧🇪","🇯🇵","🇱🇹","🇸🇮","🇵🇱","🇪🇸","🇨🇿","🇵🇹","🇱🇻","🇨🇱","🇮🇹","🇹🇷","🇬🇷","🇭🇺","🇸🇰","🇲🇽","🇨🇴"],"IMD_순위":[1,3,4,6,7,8,9,10,12,13,15,17,18,19,20,21,22,23,24,25,27,29,31,32,33,35,37,38,41,42,44,46,47,50,54,61],"gdp":[19391,296,505,548,900,1973,324,247,1714,2857,1192,462,4188,333,364,42,197,18,2876,544,5487,91,72,1102,1770,385,326,54,445,2387,2140,297,275,172,2358,709],"gdp_per_capita":[59532,51364,50208,64712,52503,38335,61414,44866,46705,43269,48460,52398,50639,38262,75648,31742,41109,53153,42850,47840,43279,32092,34868,29026,37998,36327,31673,27598,24635,39427,29505,27602,28108,31616,18258,14507]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"IMD_순위","name":"IMD_순위","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"align":"center"},{"accessor":"gdp","name":"gdp","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":100},{"accessor":"gdp_per_capita","name":"gdp_per_capita","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}}}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"11c1d8ba015395900e11f1bfb049a349","key":"11c1d8ba015395900e11f1bfb049a349"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-summary # 디지털 강대국 지표 - 종합 <div id="htmlwidget-35b036ea3769ef9557fc" class="reactable html-widget" style="width:auto;height:auto;"></div> <script type="application/json" data-for="htmlwidget-35b036ea3769ef9557fc">{"x":{"tag":{"name":"Reactable","attribs":{"data":{"country":["Korea, South","Japan","Germany","Sweden","Denmark","United States","Italy","Belgium","Netherlands","Spain","Austria","France","Slovakia","Canada","Switzerland","Slovenia","Australia","Chile","Colombia","Czech Republic","Estonia","Finland","Greece","Hungary","Iceland","Ireland","Israel","Latvia","Lithuania","Mexico","New Zealand","Norway","Poland","Portugal","Turkey","United Kingdom"],"flags":["🇰🇷","🇯🇵","🇩🇪","🇸🇪","🇩🇰","🇺🇸","🇮🇹","🇧🇪","🇳🇱","🇪🇸","🇦🇹","🇫🇷","🇸🇰","🇨🇦","🇨🇭","🇸🇮","🇦🇺","🇨🇱","🇨🇴","🇨🇿","🇪🇪","🇫🇮","🇬🇷","🇭🇺","🇮🇸","🇮🇪","🇮🇱","🇱🇻","🇱🇹","🇲🇽","🇳🇿","🇳🇴","🇵🇱","🇵🇹","🇹🇷","🇬🇧"],"정부":[1,5,26,33,4,"NA",15,25,21,7,20,11,"NA",6,"NA",17,"NA",24,3,22,18,28,29,"NA",32,23,8,19,27,"NA",12,13,"NA",10,"NA",2],"AI":[7,13,4,5,8,1,25,29,9,24,22,11,34,14,18,39,12,47,51,32,17,3,61,41,35,21,20,36,26,55,23,10,31,27,67,2],"데이터경제":[5,11,13,8,"NA",1,16,"NA","NA",14,"NA",6,"NA",7,4,"NA",9,20,"NA",10,"NA","NA",23,26,"NA",15,"NA","NA","NA",18,12,"NA",21,17,29,2],"로봇":[2,3,4,5,6,9,10,11,12,13,14,16,17,18,19,20,"NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA","NA"],"WEF":[12,5,6,7,9,1,29,21,3,22,20,14,41,13,4,34,15,32,57,31,30,10,59,46,25,23,19,40,38,48,18,16,36,33,61,8],"IMD":[8,27,18,4,3,1,42,25,7,33,17,24,50,12,6,31,15,41,61,35,21,10,46,47,23,20,19,38,29,54,22,9,32,37,44,13]},"columns":[{"accessor":"country","name":"country","type":"character","cell":"function(cell) {\n return '<a href=\"https://wikipedia.org/wiki/' + cell.value + '\">' + cell.value + '<\/a>'\n }","html":true,"width":170},{"accessor":"flags","name":"flags","type":"character","width":70},{"accessor":"정부","name":"정부","type":"numeric","width":70,"align":"center"},{"accessor":"AI","name":"AI","type":"numeric","width":70,"align":"center"},{"accessor":"데이터경제","name":"데이터경제","type":"numeric","format":{"cell":{"separators":true},"aggregated":{"separators":true}},"width":125,"align":"center"},{"accessor":"로봇","name":"로봇","type":"numeric","width":70,"align":"center"},{"accessor":"WEF","name":"WEF","type":"numeric","width":70,"align":"center"},{"accessor":"IMD","name":"IMD","type":"numeric","width":70,"align":"center"}],"defaultPageSize":10,"paginationType":"numbers","showPageInfo":true,"minRows":10,"highlight":true,"dataKey":"a602367c59aa37fe66f4bb79b1543667","key":"a602367c59aa37fe66f4bb79b1543667"},"children":[]},"class":"reactR_markup"},"evals":["tag.attribs.columns.0.cell"],"jsHooks":[]}</script> --- name: esg-digital-visualization # 디지털 강대국 지표 - 종합 시각화 <div id="htmlwidget-e9b0492d4ad9948dca65" style="width:100%;height:85%;" class="plotly html-widget"></div> <script type="application/json" data-for="htmlwidget-e9b0492d4ad9948dca65">{"x":{"visdat":{"fb2d690e53d8":["function () ","plotlyVisDat"]},"cur_data":"fb2d690e53d8","attrs":{"fb2d690e53d8":{"x":{},"y":{},"hovertemplate":{},"color":{},"colors":["red","darkgray"],"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"type":"scatter","mode":"markers","opacity":1,"inherit":true},"fb2d690e53d8.1":{"x":{},"y":{},"hovertemplate":{},"color":{},"colors":["red","darkgray"],"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"text":{},"type":"scatter","mode":"text","showlegend":false,"textposition":"top right","inherit":true}},"layout":{"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"umap_1"},"yaxis":{"domain":[0,1],"automargin":true,"title":"umap_2"},"hovermode":"closest","showlegend":true},"source":"A","config":{"showSendToCloud":false},"data":[{"x":[1.29179644584656,1.04730200767517,-0.918413817882538,-0.494783312082291,1.81938743591309,2.65574479103088,0.197219982743263],"y":[-0.694290518760681,1.97183561325073,0.0843101814389229,1.34978330135345,1.57613408565521,0.125611618161201,1.86512422561646],"hovertemplate":["Country: France<br />WEF Rank: 14<br />IMD Rank: 24<br />AI Rank: 11<br />데이터경제 Rank: 6","Country: Germany<br />WEF Rank: 6<br />IMD Rank: 18<br />AI Rank: 4<br />데이터경제 Rank: 13","Country: Italy<br />WEF Rank: 29<br />IMD Rank: 42<br />AI Rank: 25<br />데이터경제 Rank: 16","Country: Japan<br />WEF Rank: 5<br />IMD Rank: 27<br />AI Rank: 13<br />데이터경제 Rank: 11","Country: Korea, South<br />WEF Rank: 12<br />IMD Rank: 8<br />AI Rank: 7<br />데이터경제 Rank: 5","Country: United Kingdom<br />WEF Rank: 8<br />IMD Rank: 13<br />AI Rank: 2<br />데이터경제 Rank: 2","Country: United States<br />WEF Rank: 1<br />IMD Rank: 1<br />AI Rank: 1<br />데이터경제 Rank: 1"],"type":"scatter","mode":"markers","opacity":1,"name":"30-50 클럽","marker":{"color":"rgba(255,0,0,1)","line":{"color":"rgba(255,0,0,1)"}},"textfont":{"color":"rgba(255,0,0,1)"},"error_y":{"color":"rgba(255,0,0,1)"},"error_x":{"color":"rgba(255,0,0,1)"},"line":{"color":"rgba(255,0,0,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[1.33946800231934,2.0256986618042,-0.98104453086853,-0.920667946338654,-2.31852436065674,-1.90635073184967,1.76807582378387,-2.33793687820435,1.287224650383,-0.431034982204437,-0.267480969429016,0.359642088413239,2.09138607978821,2.33645987510681,-1.91122305393219],"y":[-0.495814323425293,1.65477418899536,-1.7349511384964,0.291377782821655,-1.58475816249847,-0.215625748038292,-0.411906749010086,-0.381676971912384,2.32442164421082,-1.77861905097961,-1.50049519538879,-1.03422868251801,-0.0615554377436638,0.812588393688202,-0.461597621440887],"hovertemplate":["Country: Australia<br />WEF Rank: 15<br />IMD Rank: 15<br />AI Rank: 12<br />데이터경제 Rank: 9","Country: Canada<br />WEF Rank: 13<br />IMD Rank: 12<br />AI Rank: 14<br />데이터경제 Rank: 7","Country: Chile<br />WEF Rank: 32<br />IMD Rank: 41<br />AI Rank: 47<br />데이터경제 Rank: 20","Country: Czech Republic<br />WEF Rank: 31<br />IMD Rank: 35<br />AI Rank: 32<br />데이터경제 Rank: 10","Country: Greece<br />WEF Rank: 59<br />IMD Rank: 46<br />AI Rank: 61<br />데이터경제 Rank: 23","Country: Hungary<br />WEF Rank: 46<br />IMD Rank: 47<br />AI Rank: 41<br />데이터경제 Rank: 26","Country: Ireland<br />WEF Rank: 23<br />IMD Rank: 20<br />AI Rank: 21<br />데이터경제 Rank: 15","Country: Mexico<br />WEF Rank: 48<br />IMD Rank: 54<br />AI Rank: 55<br />데이터경제 Rank: 18","Country: New Zealand<br />WEF Rank: 18<br />IMD Rank: 22<br />AI Rank: 23<br />데이터경제 Rank: 12","Country: Poland<br />WEF Rank: 36<br />IMD Rank: 32<br />AI Rank: 31<br />데이터경제 Rank: 21","Country: Portugal<br />WEF Rank: 33<br />IMD Rank: 37<br />AI Rank: 27<br />데이터경제 Rank: 17","Country: Spain<br />WEF Rank: 22<br />IMD Rank: 33<br />AI Rank: 24<br />데이터경제 Rank: 14","Country: Sweden<br />WEF Rank: 7<br />IMD Rank: 4<br />AI Rank: 5<br />데이터경제 Rank: 8","Country: Switzerland<br />WEF Rank: 4<br />IMD Rank: 6<br />AI Rank: 18<br />데이터경제 Rank: 4","Country: Turkey<br />WEF Rank: 61<br />IMD Rank: 44<br />AI Rank: 67<br />데이터경제 Rank: 29"],"type":"scatter","mode":"markers","opacity":1,"name":"기타","marker":{"color":"rgba(169,169,169,1)","line":{"color":"rgba(169,169,169,1)"}},"textfont":{"color":"rgba(169,169,169,1)"},"error_y":{"color":"rgba(169,169,169,1)"},"error_x":{"color":"rgba(169,169,169,1)"},"line":{"color":"rgba(169,169,169,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[1.29179644584656,1.04730200767517,-0.918413817882538,-0.494783312082291,1.81938743591309,2.65574479103088,0.197219982743263],"y":[-0.694290518760681,1.97183561325073,0.0843101814389229,1.34978330135345,1.57613408565521,0.125611618161201,1.86512422561646],"hovertemplate":["Country: France<br />WEF Rank: 14<br />IMD Rank: 24<br />AI Rank: 11<br />데이터경제 Rank: 6","Country: Germany<br />WEF Rank: 6<br />IMD Rank: 18<br />AI Rank: 4<br />데이터경제 Rank: 13","Country: Italy<br />WEF Rank: 29<br />IMD Rank: 42<br />AI Rank: 25<br />데이터경제 Rank: 16","Country: Japan<br />WEF Rank: 5<br />IMD Rank: 27<br />AI Rank: 13<br />데이터경제 Rank: 11","Country: Korea, South<br />WEF Rank: 12<br />IMD Rank: 8<br />AI Rank: 7<br />데이터경제 Rank: 5","Country: United Kingdom<br />WEF Rank: 8<br />IMD Rank: 13<br />AI Rank: 2<br />데이터경제 Rank: 2","Country: United States<br />WEF Rank: 1<br />IMD Rank: 1<br />AI Rank: 1<br />데이터경제 Rank: 1"],"text":["France","Germany","Italy","Japan","Korea, South","United Kingdom","United States"],"type":"scatter","mode":"text","showlegend":false,"textposition":["top right","top right","top right","top right","top right","top right","top right"],"name":"30-50 클럽","marker":{"color":"rgba(255,0,0,1)","line":{"color":"rgba(255,0,0,1)"}},"textfont":{"color":"rgba(255,0,0,1)"},"error_y":{"color":"rgba(255,0,0,1)"},"error_x":{"color":"rgba(255,0,0,1)"},"line":{"color":"rgba(255,0,0,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[1.33946800231934,2.0256986618042,-0.98104453086853,-0.920667946338654,-2.31852436065674,-1.90635073184967,1.76807582378387,-2.33793687820435,1.287224650383,-0.431034982204437,-0.267480969429016,0.359642088413239,2.09138607978821,2.33645987510681,-1.91122305393219],"y":[-0.495814323425293,1.65477418899536,-1.7349511384964,0.291377782821655,-1.58475816249847,-0.215625748038292,-0.411906749010086,-0.381676971912384,2.32442164421082,-1.77861905097961,-1.50049519538879,-1.03422868251801,-0.0615554377436638,0.812588393688202,-0.461597621440887],"hovertemplate":["Country: Australia<br />WEF Rank: 15<br />IMD Rank: 15<br />AI Rank: 12<br />데이터경제 Rank: 9","Country: Canada<br />WEF Rank: 13<br />IMD Rank: 12<br />AI Rank: 14<br />데이터경제 Rank: 7","Country: Chile<br />WEF Rank: 32<br />IMD Rank: 41<br />AI Rank: 47<br />데이터경제 Rank: 20","Country: Czech Republic<br />WEF Rank: 31<br />IMD Rank: 35<br />AI Rank: 32<br />데이터경제 Rank: 10","Country: Greece<br />WEF Rank: 59<br />IMD Rank: 46<br />AI Rank: 61<br />데이터경제 Rank: 23","Country: Hungary<br />WEF Rank: 46<br />IMD Rank: 47<br />AI Rank: 41<br />데이터경제 Rank: 26","Country: Ireland<br />WEF Rank: 23<br />IMD Rank: 20<br />AI Rank: 21<br />데이터경제 Rank: 15","Country: Mexico<br />WEF Rank: 48<br />IMD Rank: 54<br />AI Rank: 55<br />데이터경제 Rank: 18","Country: New Zealand<br />WEF Rank: 18<br />IMD Rank: 22<br />AI Rank: 23<br />데이터경제 Rank: 12","Country: Poland<br />WEF Rank: 36<br />IMD Rank: 32<br />AI Rank: 31<br />데이터경제 Rank: 21","Country: Portugal<br />WEF Rank: 33<br />IMD Rank: 37<br />AI Rank: 27<br />데이터경제 Rank: 17","Country: Spain<br />WEF Rank: 22<br />IMD Rank: 33<br />AI Rank: 24<br />데이터경제 Rank: 14","Country: Sweden<br />WEF Rank: 7<br />IMD Rank: 4<br />AI Rank: 5<br />데이터경제 Rank: 8","Country: Switzerland<br />WEF Rank: 4<br />IMD Rank: 6<br />AI Rank: 18<br />데이터경제 Rank: 4","Country: Turkey<br />WEF Rank: 61<br />IMD Rank: 44<br />AI Rank: 67<br />데이터경제 Rank: 29"],"text":["Australia","Canada","Chile","Czech Republic","Greece","Hungary","Ireland","Mexico","New Zealand","Poland","Portugal","Spain","Sweden","Switzerland","Turkey"],"type":"scatter","mode":"text","showlegend":false,"textposition":["top right","top right","top right","top right","top right","top right","top right","top right","top right","top right","top right","top right","top right","top right","top right"],"name":"기타","marker":{"color":"rgba(169,169,169,1)","line":{"color":"rgba(169,169,169,1)"}},"textfont":{"color":"rgba(169,169,169,1)"},"error_y":{"color":"rgba(169,169,169,1)"},"error_x":{"color":"rgba(169,169,169,1)"},"line":{"color":"rgba(169,169,169,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script> --- class: inverse, middle name: esg-green-transformation # 강의 개요 ---- .pull-left[ 기존 특정부문 예를 들어 GDP, 순이익 등 하나의 지표를 최적화했다면, .green[**ESG**]는 여러 목표를 동시에 최적화하는 전략을 요구하고 있다. **증거기반 데이터 주도(Data-Driven)**를 통해 .warmyellow[**국가**]를 이해하는 것이 어떤 것인지 살펴본다. 최근 중요성이 부각되고 있는 ESG를 국가에서 .black[**지방자치단체, 기업**]으로 확대할 수 있는 방안을 살펴보자. ] .pull-right[ .left[ 1\. [데이터를 통한 국가](#esg-country) 2\. [디지털 전환 국가](#esg-digital-country) 3\. **[.green[그린 전환 국가]](#esg-green-transformation)** 4\. [국가 &rarr; 지자체와 기업](#from-country-to-company) 5\. [마무리](#goodbye) ] ] <!--end of right-column--> --- name: esg-green-transformation-full # ESG 지표 추가 <br> .center[  ] --- name: esg-green-transformation-start # 한국판 뉴딜 <div id="htmlwidget-30329ab4b80e5f2ff47d" style="width:100%;height:100%;" class="collapsibleTree html-widget"></div> <script type="application/json" data-for="htmlwidget-30329ab4b80e5f2ff47d">{"x":{"data":{"name":"한국판뉴딜","WeightOfNode":"28","children":[{"name":"디지털뉴딜","WeightOfNode":"12","children":[{"name":"D.N.A. 생태계 강화","WeightOfNode":"4","children":[{"name":"국민생활과 밀접한 분야 데이터 구축ㆍ개방ㆍ활용","WeightOfNode":"1"},{"name":"1ㆍ2ㆍ3차 전(全)산업으로 5GㆍAI 융합 확산","WeightOfNode":"1"},{"name":"5GㆍAI 기반 지능형 정부","WeightOfNode":"1"},{"name":"K-사이버 방역체계 구축","WeightOfNode":"1"}]},{"name":"교육 인프라 디지털 전환","WeightOfNode":"2","children":[{"name":"모든 초중고에 디지털 기반 교육 인프라 조성","WeightOfNode":"1"},{"name":"전국 대학ㆍ직업훈련기관 온라인 교육 강화","WeightOfNode":"1"}]},{"name":"비대면 산업 육성","WeightOfNode":"3","children":[{"name":"스마트 의료 및 돌봄 인프라 구축","WeightOfNode":"1"},{"name":"중소기업 원격근무 확산","WeightOfNode":"1"},{"name":"소상공인 온라인 비즈니스 지원","WeightOfNode":"1"}]},{"name":"SOC 디지털화","WeightOfNode":"3","children":[{"name":"4대 분야 핵심 인프라 디지털 관리체계 구축","WeightOfNode":"1"},{"name":"도시ㆍ산단의 공간 디지털 혁신","WeightOfNode":"1"},{"name":"스마트 물류체계 구축","WeightOfNode":"1"}]}]},{"name":"그린뉴딜","WeightOfNode":"8","children":[{"name":"도시ㆍ공간ㆍ생활 인프라 녹색 전환","WeightOfNode":"3","children":[{"name":"국민생활과 밀접한 공공시설 제로에너지화","WeightOfNode":"1"},{"name":"국토ㆍ해양ㆍ도시의 녹색 생태계 회복","WeightOfNode":"1"},{"name":"깨끗하고 안전한 물 관리체계 구축","WeightOfNode":"1"}]},{"name":"저탄소‧분산형 에너지 확산","WeightOfNode":"3","children":[{"name":"에너지관리 효율화 지능형 스마트 그리드 구축","WeightOfNode":"1"},{"name":"신재생에너지 확산기반 구축 및 공정한 전환 지원","WeightOfNode":"1"},{"name":"전기차ㆍ수소차 등 그린 모빌리티 보급 확대","WeightOfNode":"1"}]},{"name":"녹색산업혁신 생태계구축","WeightOfNode":"2","children":[{"name":"녹색 선도 유망기업 육성 및 저탄소ㆍ녹색산단 조성","WeightOfNode":"1"},{"name":"R&Dㆍ금융 등 녹색혁신 기반 조성","WeightOfNode":"1"}]}]},{"name":"안전망강화","WeightOfNode":"8","children":[{"name":"고용ㆍ사회안전망","WeightOfNode":"5","children":[{"name":"전(全)국민 대상 고용안전망 구축","WeightOfNode":"1"},{"name":"함께 잘 사는 포용적 사회안전망 강화","WeightOfNode":"1"},{"name":"고용보험 사각지대 생활ㆍ고용안정 지원","WeightOfNode":"1"},{"name":"고용시장 신규진입 및 전환 지원","WeightOfNode":"1"},{"name":"산업안전 및 근무환경 혁신","WeightOfNode":"1"}]},{"name":"사람투자","WeightOfNode":"3","children":[{"name":"디지털ㆍ그린 인재 양성","WeightOfNode":"1"},{"name":"미래적응형 직업훈련 체계로 개편","WeightOfNode":"1"},{"name":"농어촌ㆍ취약계층의 디지털 접근성 강화","WeightOfNode":"1"}]}]}]},"options":{"hierarchy":["레벨1","레벨2","레벨3"],"input":null,"attribute":"leafCount","linkLength":null,"fontSize":10,"tooltip":true,"collapsed":true,"zoomable":true,"margin":{"top":20,"bottom":20,"left":50,"right":160},"fill":"lightsteelblue"}},"evals":[],"jsHooks":[]}</script> --- name: esg-green-transformation-epi # 환경 성과 지수 (EPI) <div id="htmlwidget-7ce9e2b177312c0b5caf" style="width:100%;height:100%;" class="collapsibleTree html-widget"></div> <script type="application/json" data-for="htmlwidget-7ce9e2b177312c0b5caf">{"x":{"data":{"name":"EPI","WeightOfNode":"900","children":[{"name":"Environmental health ","WeightOfNode":"300","children":[{"name":"Health Impacts ","WeightOfNode":"100","children":[{"name":"Environmental Risk Exposure ","WeightOfNode":"100"}]},{"name":"Air quality ","WeightOfNode":"100","children":[{"name":"Household Air Quality ","WeightOfNode":"30"},{"name":"Air pollution - Average Exposure to PM2.5 ","WeightOfNode":"30"},{"name":"Air pollution - PM2.5 Exceedance ","WeightOfNode":"30"},{"name":"Air pollution - Average Exposure to NO2 ","WeightOfNode":"10"}]},{"name":"Water and sanitation ","WeightOfNode":"100","children":[{"name":"Unsafe Sanitation ","WeightOfNode":"50"},{"name":"Drinking Water Quality ","WeightOfNode":"50"}]}]},{"name":"Ecosystem vitality ","WeightOfNode":"600","children":[{"name":"Water resources ","WeightOfNode":"100","children":[{"name":"Wastewater treatment ","WeightOfNode":"100"}]},{"name":"Agriculture ","WeightOfNode":"100","children":[{"name":"Nitrogen use efficiency ","WeightOfNode":"75"},{"name":"Nitrogen balance ","WeightOfNode":"25"}]},{"name":"Forests ","WeightOfNode":"100","children":[{"name":"Change in forest cover ","WeightOfNode":"100"}]},{"name":"Fisheries ","WeightOfNode":"100","children":[{"name":"Fish stocks ","WeightOfNode":"100"}]},{"name":"Biodiversity and habitat ","WeightOfNode":"100","children":[{"name":"Terrestrial Protected Areas (National Biome Weights) ","WeightOfNode":"20"},{"name":"Terrestrial protected areas (Global Biome Weights) ","WeightOfNode":"20"},{"name":"Marine protected areas ","WeightOfNode":"20"},{"name":"Species protection (National) ","WeightOfNode":"20"},{"name":"Species protection (Global) ","WeightOfNode":"20"}]},{"name":"Climate and energy ","WeightOfNode":"100","children":[{"name":"Trend in carbon intensity ","WeightOfNode":"75"},{"name":"Trend in CO2 emissions per kWh ","WeightOfNode":"25"}]}]}]},"options":{"hierarchy":["objective","issue","indicator"],"input":null,"attribute":"ind_wgt","linkLength":null,"fontSize":10,"tooltip":true,"collapsed":true,"zoomable":true,"margin":{"top":20,"bottom":20,"left":40,"right":290},"fill":"lightsteelblue"}},"evals":[],"jsHooks":[]}</script> .footnote[ - [ESG - 환경성과지수 (EPI, Environmental Performance Index)](https://statkclee.github.io/esg/esg-epi.html) ] --- name: esg-green-transformation-epi-rank # 주요 국가별 환경 성과 지수 (EPI) <br> <img src="data-driven-esg_files/figure-html/gt-epi-rank-1.png" width="100%" height="100%" style="display: block; margin: auto;" /> .footnote[ - [ESG - 환경성과지수 (EPI, Environmental Performance Index)](https://statkclee.github.io/esg/esg-epi.html) ] --- class: inverse, middle name: from-country-to-company # 강의 개요 ---- .pull-left[ 기존 특정부문 예를 들어 GDP, 순이익 등 하나의 지표를 최적화했다면, .green[**ESG**]는 여러 목표를 동시에 최적화하는 전략을 요구하고 있다. **증거기반 데이터 주도(Data-Driven)**를 통해 .warmyellow[**국가**]를 이해하는 것이 어떤 것인지 살펴본다. 최근 중요성이 부각되고 있는 ESG를 국가에서 .black[**지방자치단체, 기업**]으로 확대할 수 있는 방안을 살펴보자. ] .pull-right[ .left[ 1\. [데이터를 통한 국가](#esg-country) 2\. [디지털 전환 국가](#esg-digital-country) 3\. [그린 전환 국가](#esg-green-transformation) 4\. **[.black[국가 &rarr; 지자체와 기업]](#from-country-to-company)** 5\. [마무리](#goodbye) ] ] <!--end of right-column--> --- name: esg-government-to-corp-paradigm # 기업가치 패러다임 전환 <br> .center[  ] --- name: esg-government-to-corp # 한국판 뉴딜: 정부 &rarr; 기업 <div id="htmlwidget-d14b7e970e7b94632224" style="width:100%;height:100%;" class="collapsibleTree html-widget"></div> <script type="application/json" data-for="htmlwidget-d14b7e970e7b94632224">{"x":{"data":{"name":"한국판뉴딜","WeightOfNode":"28","children":[{"name":"디지털뉴딜","WeightOfNode":"12","children":[{"name":"D.N.A. 생태계 강화","WeightOfNode":"4","children":[{"name":"국민생활과 밀접한 분야 데이터 구축ㆍ개방ㆍ활용","WeightOfNode":"1"},{"name":"1ㆍ2ㆍ3차 전(全)산업으로 5GㆍAI 융합 확산","WeightOfNode":"1"},{"name":"5GㆍAI 기반 지능형 정부","WeightOfNode":"1"},{"name":"K-사이버 방역체계 구축","WeightOfNode":"1"}]},{"name":"교육 인프라 디지털 전환","WeightOfNode":"2","children":[{"name":"모든 초중고에 디지털 기반 교육 인프라 조성","WeightOfNode":"1"},{"name":"전국 대학ㆍ직업훈련기관 온라인 교육 강화","WeightOfNode":"1"}]},{"name":"비대면 산업 육성","WeightOfNode":"3","children":[{"name":"스마트 의료 및 돌봄 인프라 구축","WeightOfNode":"1"},{"name":"중소기업 원격근무 확산","WeightOfNode":"1"},{"name":"소상공인 온라인 비즈니스 지원","WeightOfNode":"1"}]},{"name":"SOC 디지털화","WeightOfNode":"3","children":[{"name":"4대 분야 핵심 인프라 디지털 관리체계 구축","WeightOfNode":"1"},{"name":"도시ㆍ산단의 공간 디지털 혁신","WeightOfNode":"1"},{"name":"스마트 물류체계 구축","WeightOfNode":"1"}]}]},{"name":"그린뉴딜","WeightOfNode":"8","children":[{"name":"도시ㆍ공간ㆍ생활 인프라 녹색 전환","WeightOfNode":"3","children":[{"name":"국민생활과 밀접한 공공시설 제로에너지화","WeightOfNode":"1"},{"name":"국토ㆍ해양ㆍ도시의 녹색 생태계 회복","WeightOfNode":"1"},{"name":"깨끗하고 안전한 물 관리체계 구축","WeightOfNode":"1"}]},{"name":"저탄소‧분산형 에너지 확산","WeightOfNode":"3","children":[{"name":"에너지관리 효율화 지능형 스마트 그리드 구축","WeightOfNode":"1"},{"name":"신재생에너지 확산기반 구축 및 공정한 전환 지원","WeightOfNode":"1"},{"name":"전기차ㆍ수소차 등 그린 모빌리티 보급 확대","WeightOfNode":"1"}]},{"name":"녹색산업혁신 생태계구축","WeightOfNode":"2","children":[{"name":"녹색 선도 유망기업 육성 및 저탄소ㆍ녹색산단 조성","WeightOfNode":"1"},{"name":"R&Dㆍ금융 등 녹색혁신 기반 조성","WeightOfNode":"1"}]}]},{"name":"안전망강화","WeightOfNode":"8","children":[{"name":"고용ㆍ사회안전망","WeightOfNode":"5","children":[{"name":"전(全)국민 대상 고용안전망 구축","WeightOfNode":"1"},{"name":"함께 잘 사는 포용적 사회안전망 강화","WeightOfNode":"1"},{"name":"고용보험 사각지대 생활ㆍ고용안정 지원","WeightOfNode":"1"},{"name":"고용시장 신규진입 및 전환 지원","WeightOfNode":"1"},{"name":"산업안전 및 근무환경 혁신","WeightOfNode":"1"}]},{"name":"사람투자","WeightOfNode":"3","children":[{"name":"디지털ㆍ그린 인재 양성","WeightOfNode":"1"},{"name":"미래적응형 직업훈련 체계로 개편","WeightOfNode":"1"},{"name":"농어촌ㆍ취약계층의 디지털 접근성 강화","WeightOfNode":"1"}]}]}]},"options":{"hierarchy":["레벨1","레벨2","레벨3"],"input":null,"attribute":"leafCount","linkLength":null,"fontSize":10,"tooltip":true,"collapsed":true,"zoomable":true,"margin":{"top":20,"bottom":20,"left":50,"right":160},"fill":"lightsteelblue"}},"evals":[],"jsHooks":[]}</script> --- name: esg-government-to-corp-effect # 투자 대비 일자리 창출 <br> <img src="data-driven-esg_files/figure-html/from-gov-to-corp-effect-1.png" width="100%" height="100%" style="display: block; margin: auto;" /> .footnote[ - [디지털 뉴딜: 데이터 댐 外](https://statkclee.github.io/ds-authoring/krila-data-dam.html) ] --- name: esg-government-to-corp-paradigm # 기업가치 패러다임 전환 <br> .center[  ] .footnote[ - [ESG](https://statkclee.github.io/esg/what-is-esg.html) ] --- name: esg-government-to-corp-paradigm # 주주의 확대 <br> .center[  ] .footnote[ - [ESG](https://statkclee.github.io/esg/what-is-esg.html) ] --- name: esg-government-to-corp-data # ESG 데이터 .center[  ] .footnote[ - [ESG](https://statkclee.github.io/esg/what-is-esg.html) ] --- name: esg-government-to-corp-msci # MSCI: From Data to Rating .center[ <img src = "fig/esg-rating-framework.png" width = "77%"/> ] .footnote[ - [ESG](https://statkclee.github.io/esg/what-is-esg.html) ] --- name: esg-government-to-corp-msci-index # MSCI: ESG 지표 <br> <br> .center[ <img src = "fig/msci-esg-framework.png" width = "100%"/> ] .footnote[ - [ESG](https://statkclee.github.io/esg/what-is-esg.html) ] --- name: goodbye class: middle, inverse .pull-left[ # **경청해 주셔서 <br>감사합니다.** <br/> ## Tidyverse Korea ] .pull-right[ .right[ <img style="border-radius: 100%;" src="../../fig/Tidyverse_Korea_logo_transparent.png" width="300px"/> ] ]