{"id":905352,"date":"2022-12-19T17:58:54","date_gmt":"2022-12-20T01:58:54","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=905352"},"modified":"2024-04-25T16:16:56","modified_gmt":"2024-04-25T23:16:56","slug":"data-visualization","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/data-visualization\/","title":{"rendered":"Data Visualization"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"720\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization.png\" class=\"attachment-full size-full\" alt=\"decorative page cover\" style=\"object-position: 13% 53%\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization.png 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization-300x113.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization-1024x384.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization-768x288.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization-1536x576.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization-1600x600.png 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/coverDatavisualization-240x90.png 240w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 align-self-center\">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/ai-for-good-research-lab\/\" class=\"icon-link icon-link--reverse mb-2\" data-bi-cN=\"AI For Good Lab\">\n\t\t\t\t\t\t\t\t\t<span class=\"c-glyph glyph-chevron-left\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t\t\t\tAI For Good Lab\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 class=\"wp-block-heading\" id=\"ai-for-health-research\">Data Visualization<\/h1>\n\n\n\n<p>Sophisticated data visualization tools that illustrate data stories<\/p>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<p>Our team of visual designers and data scientists bring the AI for Good Lab\u2019s\u202flearnings to light via \u201cdata stories\u201d developed for a broad audience and illustrated using sophisticated data visualization tools. By combining science with art, we translate research into beautiful, compelling, and inclusive data narratives. In partnership with non-profits, research institutes, NGOs, and governments, we strive to make complex data easier to grasp, increase our shared understanding, and catalyze others to uncover hidden insights. Some of the projects include:<\/p>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-1024x576.jpg\" alt=\"Digital equity dashboard - Alabama\" class=\"wp-image-906603\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Equity_1400x788-6393ae6854524.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"mapping-digital-equity\">Mapping digital equity<\/h4>\n\n\n\n<p>Accurate mapping is essential to disburse broadband funds efficiently and to maximize resources and investments in communities of the highest need. This dashboard is intended to empower state agencies, nonprofits, and policymakers with the best data possible as a resource to assist in identifying key places and communities within their state so they can direct funding and programmatic investments.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2022\/07\/14\/digital-inequity-dashboard-broadband-access\/\">Read the article<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> | <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2022\/07\/14\/digital-inequity-dashboard-broadband-access\/\">View the dashboard<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-1024x576.jpg\" alt=\"Broadband open data in the United States\" class=\"wp-image-906576\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Broadband_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"poultry-barn-mapping\">Opening broadband data <\/h4>\n\n\n\n<p>We are publishing datasets we developed as part of our efforts with Microsoft\u2019s Airband Initiative to help close the rural broadband gap. The data can be used to analyse, understand, improve, or address problems related to broadband access.\u00a0We use illustrations to communicate broadband availability and usage across the nation.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/USBroadbandUsagePercentages\">Access on GitHub<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-1024x576.jpg\" alt=\"Carbon removal in Microsoft's carbon negative pathway\" class=\"wp-image-906582\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Carbon_Negative_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"glacier-mapping-and-glacial-lakes-monitoring\">The path to becoming carbon negative<\/h4>\n\n\n\n<p>Microsoft made a commitment to become carbon negative as a company by 2030 \u2013 meaning that by that date we will remove from the environment more carbon than we emit. By 2050, we committed that we\u2019ll remove from the environment all the carbon that Microsoft has emitted directly or through electricity use since the company was founded in 1975.&nbsp;Here we use an illustration to visually show the pathway to becoming carbon negative.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/blogs.microsoft.com\/blog\/2021\/01\/28\/one-year-later-the-path-to-carbon-negative-a-progress-report-on-our-climate-moonshot\/\" target=\"_blank\" rel=\"noopener noreferrer\">Read the article<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-1024x576.jpg\" alt=\"Dashboard of community college enrollment\" class=\"wp-image-906597\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Cybersecurity_1400x788-6393adea95613.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"land-cover-mapping\">Expanding the cybersecurity workforce<\/h4>\n\n\n\n<p>At the end of 2021, Microsoft launched a national campaign with U.S. community colleges to help skill and recruit into the cybersecurity workforce 250,000 people by 2025, representing half of the country\u2019s workforce shortage. While some of these individuals will work at Microsoft, the vast majority will work for tens of thousands of other employers across the country.&nbsp;We created a Power BI dashboard so you can check out the details for each state in the nation.<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/blogs.microsoft.com\/blog\/2021\/10\/28\/america-faces-a-cybersecurity-skills-crisis-microsoft-launches-national-campaign-to-help-community-colleges-expand-the-cybersecurity-workforce\/\" target=\"_blank\" rel=\"noopener noreferrer\">Read the article<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-1024x576.jpg\" alt=\"Sustainability and increasing Microsoft's carbon fee\" class=\"wp-image-906621\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Sustainability_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"building-damage-assessment\">Sustainability and increasing our carbon fee<\/h4>\n\n\n\n<p>New research we commissioned with Pricewaterhouse Coopers UK (PwC UK) shows that greater adoption of AI across even a few sectors has the potential to boost global GDP by up to 4.4 percent, while also reducing global greenhouse gas emissions by as much as 4 percent. This is approximately 2.4 gigatons of CO2, equivalent to zeroing out the 2030 annual emissions of Australia, Canada and Japan combined.&nbsp;<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2019\/04\/15\/were-increasing-our-carbon-fee-as-we-double-down-on-sustainability\/\" target=\"_blank\" rel=\"noopener noreferrer\">Read the article<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-1024x576.jpg\" alt=\"Company sustainability professionals focus on three main areas of work: strategy, implementation and enablement\" class=\"wp-image-906609\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/DataViz_Skills_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"addressing-the-sustainability-skills-gap\">Addressing the sustainability skills gap<\/h4>\n\n\n\n<p>This report represents the culmination of intensive research conducted by Microsoft and Boston Consulting Group (BCG) with roughly 250 employees at 15 companies that are at the forefront of sustainability innovation and change. It highlights the formidable sustainability skilling challenges we must overcome around the world. Even more important, it offers several concrete recommendations, both for business leaders and government policymakers.&nbsp;&nbsp;<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2022\/11\/02\/closing-sustainability-skills-gap\/\" target=\"_blank\" rel=\"noopener noreferrer\">Read the article<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> | <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/query.prod.cms.rt.microsoft.com\/cms\/api\/am\/binary\/RE5bhuF\" target=\"_blank\" rel=\"noopener noreferrer\">View the report<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Sophisticated data visualization tools that illustrate data stories Our team of visual designers and data scientists bring the AI for Good Lab\u2019s\u202flearnings to light via \u201cdata stories\u201d developed for a broad audience and illustrated using sophisticated data visualization tools. By combining science with art, we translate research into beautiful, compelling, and inclusive data narratives. In [&hellip;]<\/p>\n","protected":false},"featured_media":905415,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556,13563],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-905352","msr-project","type-msr-project","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-data-platform-analytics","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"","related-publications":[760624],"related-downloads":[],"related-videos":[908409],"related-groups":[],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[{"type":"user_nicename","display_name":"Allen Kim","user_id":41704,"people_section":"Section name 1","alias":"allkim"},{"type":"guest","display_name":"Divya Michael","user_id":898344,"people_section":"Section name 1","alias":""},{"type":"guest","display_name":"Jane Wang","user_id":798076,"people_section":"Section name 1","alias":""},{"type":"user_nicename","display_name":"Juan M. Lavista Ferres","user_id":39552,"people_section":"Section name 1","alias":"jlavista"},{"type":"user_nicename","display_name":"Santiago Salcido","user_id":42255,"people_section":"Section name 1","alias":"ssalcido"}],"msr_research_lab":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/905352","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":47,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/905352\/revisions"}],"predecessor-version":[{"id":1029048,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/905352\/revisions\/1029048"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/905415"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=905352"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=905352"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=905352"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=905352"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=905352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}