{"id":905604,"date":"2022-12-19T17:17:04","date_gmt":"2022-12-20T01:17:04","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=905604"},"modified":"2022-12-19T17:38:44","modified_gmt":"2022-12-20T01:38:44","slug":"creating-a-sustainable-future","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/creating-a-sustainable-future\/","title":{"rendered":"Creating a sustainable future"},"content":{"rendered":"\n<p>We must ensure that economic growth does not come at the expense of our planet. Microsoft seeks to contribute to a sustainable future through a wide range of programs, partnerships, and initiatives that align with the United Nations Sustainable Development Goals (SDGs) adopted by all U.N. member states in 2015. Access to high-quality data is critical to enable measurement and realization of these goals.<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h3 id=\"global-renewables-watch-a-living-atlas-to-map-earths-solar-and-wind-energy-installations\">Global renewables watch: A living atlas to map earth\u2019s solar and wind energy installations&nbsp;<\/h3>\n\n\n\n<figure class=\"wp-block-image alignleft size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-1024x576.jpg\" alt=\"AI for Good - photo of solar panels on a green hillside\" class=\"wp-image-908193\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_sustainability-solarpanels_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>One way Microsoft\u2019s AI for Good Lab is helping address this challenge is through a newly-announced partnership with\u00a0<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.planet.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Planet Labs PBC<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> and <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.nature.org\/en-us\/\" target=\"_blank\" rel=\"noopener noreferrer\">The Nature Conservancy<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>. The project, called the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.globalrenewableswatch.org\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\">Global Renewables Watch<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, is intended to map the entirety of the world\u2019s utility-scale solar and wind installations, and to measure the capacity of these installations using AI and high-resolution satellite imagery. It will allow users to evaluate the progress of every country\u2019s transition to clean energy and track trends over time. It will also provide unique spatial data regarding land use trends to help promote &#8220;nature positive\u201d development. This work will help researchers and policymakers make data-driven decisions in renewable energy development.<\/p>\n\n\n\n<div class=\"annotations \" data-bi-aN=\"margin-callout\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 annotations__list--right\">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/geospatial-machine-learning\/\" data-bi-cN=\"Geospatial Machine Learning\" data-external-link=\"false\" data-bi-aN=\"margin-callout\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Geospatial Machine Learning<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h3 id=\"supporting-climate-resilience-in-the-global-south\">Supporting climate resilience in the Global South&nbsp;&nbsp;<\/h3>\n\n\n\n<p>No nation is immune to the ongoing perils of climate change; however, the Global South has been disproportionately impacted by extreme climate events, including droughts, floods, storms and heatwaves. Between 2008-2018, over 2.2 billion people in the Global South were under high climate risk.<sup>1<\/sup>&nbsp;Access to reliable climate data is crucial in order for governments and decision-makers to navigate and mitigate the worst effects.<\/p>\n\n\n\n<p>The Lab is supporting climate resilience in the <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\/07\/climate-data-divide-global-south\/\" target=\"_blank\" rel=\"noopener noreferrer\">Global South by opening two new locations\u202fin Egypt and Kenya<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>. The work of these data labs will be informed by a new Africa AI Innovation Council established by Microsoft and composed of representatives from leading African organizations. We\u2019ve also just launched an expanded collaboration with\u202fPlanet Labs PBC\u2014our third expansion this year\u2014to combine their high-quality satellite imagery of Africa with our AI technology to accelerate climate adaptation solutions.\u202fThe work is intended to provide Africa-based data scientists with access to and analysis of satellite imagery from across the African continent. This can better help them address the effects of climate change and develop early warning systems.\u202f&nbsp;<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\">\n<h3 id=\"supporting-biodiversity-and-wildlife-preservation\">Supporting biodiversity and wildlife preservation&nbsp;&nbsp;<\/h3>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-1024x576.jpg\" alt=\"Beluga whales only live in the Arctic Ocean and its adjoining seas, such as the Bering Sea. (Photo by David Merron Photography\/Getty Images)\" class=\"wp-image-783874\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2021\/10\/Beluga_GettyImages-547332670-scaled-1.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Beluga whales only live in the Arctic Ocean and its adjoining seas, such as the Bering Sea. <br>(Photo by David Merron Photography\/Getty Images)<\/figcaption><\/figure>\n\n\n\n<div class=\"annotations \" data-bi-aN=\"margin-callout\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 annotations__list--right\">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/accelerating-biodiversity-surveys\/\" data-bi-cN=\"Accelerating Biodiversity Surveys with AI\" data-external-link=\"false\" data-bi-aN=\"margin-callout\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Accelerating Biodiversity Surveys with AI<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n\n\n\n<p>A quarter of the planet\u2019s wild animal species are threatened with extinction; they must be preserved before it\u2019s too late. The <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/livingplanet.panda.org\/en-US\/\" target=\"_blank\" rel=\"noopener noreferrer\">Living Planet Index<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (LPI)\u2014which tracks populations of mammals, birds, fish, reptiles, and amphibians\u2014reveals an average 69% decrease in monitored wildlife populations since 1970, and a decline of 83% for monitored freshwater populations. Wetlands have been reduced by 1\/3 and coral reef habitats have declined by 50 percent.<sup>2,3<\/sup> The AI for Good Lab has worked on many projects that promote biodiversity by harnessing AI to analyze large amounts of data collected by conservationists. Remote sensing has become the most powerful tool for conservationists to estimate wildlife populations and understand how animals use their habitats. It is dependent, however, on tremendous amounts of manual data annotation. It can take years for a small NGO to annotate millions of images or audio recordings for a single project.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column 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\/AI-for-Good_Biodiversity-mountain-goats_1400x788-1024x576.jpg\" alt=\"AI for Good - biodiversity - photo of mountain goats on a rocky hillside\" class=\"wp-image-908250\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Biodiversity-mountain-goats_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>Our Lab applies machine learning tools to a variety of image sources\u2014including motion-triggered camera traps, aerial cameras, and microphones\u2014to accelerate the work of ecologists. For instance, in 2019 the AI for Good Lab partnered with the nonprofit conservation group Wildlife Protection Solutions, which had gathered a vast and overwhelming amount of image data using remote cameras to monitor the status of different animal species. The Lab helped them implement AI and machine learning tools to analyze and simplify the data.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-1024x576.jpg\" alt=\"AI for Good - Bioacoustics - beluga whale whistles\" class=\"wp-image-908256\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-whistles_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Beluga whale whistles<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-1024x576.jpg\" alt=\"AI for Good - Bioacoustics - beluga whale harmonics\" class=\"wp-image-908259\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-343x193.jpg 343w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/12\/AI-for-Good_Bioacoustical-beluga-harmonics_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption>Beluga whale harmonics<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"annotations \" data-bi-aN=\"margin-callout\">\n\t<article class=\"annotations__list card depth-16 bg-body p-4 annotations__list--right\">\n\t\t<div class=\"annotations__list-item\">\n\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Project<\/span>\n\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/bioacoustics\/\" data-bi-cN=\"Bioacoustics\" data-external-link=\"false\" data-bi-aN=\"margin-callout\" data-bi-type=\"annotated-link\" class=\"annotations__link font-weight-semibold text-decoration-none\"><span>Bioacoustics<\/span>&nbsp;<span class=\"glyph-in-link glyph-append glyph-append-chevron-right\" aria-hidden=\"true\"><\/span><\/a>\t\t\t\t\t<\/div>\n\t<\/article>\n<\/div>\n\n\n\n<p>We also work on this problem by taking large\u202fvolumes of bioacoustics recordings and applying\u202fdeep learning models\u202fto them. This can give bio-scientists profound insights into environmental features, such as the presence or absence of species in the ocean or rainforest. By automatically processing and analyzing bioacoustics data, we can cut detection and annotation time by as much as 93%.<\/p>\n\n\n\n<p>There is an urgent need for acquiring information to help protect our wildlife and preserve our wetlands which have a major impact on carbon sequestration and biodiversity. Some of our current geospatial work includes detecting beluga whales from satellite imagery, wetland mapping and carbon measurement.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Footnotes<\/p>\n\n\n\n<p><sup>1<\/sup> <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/internal-displacement.org\" target=\"_blank\" rel=\"noopener noreferrer\">Internal Displacement Monitoring Centre (IDMC.org)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p><sup>2<\/sup> <ins><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/livingplanet.panda.org\/en-US\/\" target=\"_blank\" rel=\"noopener noreferrer\">WWF: Living Planet Report 2022 (panda.org)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/ins><\/p>\n\n\n\n<p><sup>3<\/sup> <ins><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.global-wetland-outlook.ramsar.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Global Wetland Outlook (ramsar.org)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/ins><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>We must ensure that economic growth does not come at the expense of our planet. Microsoft seeks to contribute to a sustainable future through a wide range of programs, partnerships, and initiatives that align with the United Nations Sustainable Development Goals (SDGs) adopted by all U.N. member states in 2015. Access to high-quality data is [&hellip;]<\/p>\n","protected":false},"author":42255,"featured_media":908193,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":696544,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[],"msr-locale":[268875],"msr-post-option":[],"class_list":["post-905604","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-locale-en_us"],"msr_assoc_parent":{"id":696544,"type":"group"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/905604","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/42255"}],"version-history":[{"count":23,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/905604\/revisions"}],"predecessor-version":[{"id":908745,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/905604\/revisions\/908745"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/908193"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=905604"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=905604"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=905604"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=905604"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}