{"id":66,"date":"2025-10-08T15:25:40","date_gmt":"2025-10-08T19:25:40","guid":{"rendered":"https:\/\/www.clarku.edu\/magazine\/?p=66"},"modified":"2025-11-03T11:47:13","modified_gmt":"2025-11-03T16:47:13","slug":"land-sea-sky-and-ai","status":"publish","type":"post","link":"https:\/\/www.clarku.edu\/magazine\/land-sea-sky-and-ai\/","title":{"rendered":"Land, sea, sky \u2026 and AI"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull has-custom-content-position is-position-bottom-center\" style=\"min-height:70vh;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-100 has-background-dim wp-block-cover__gradient-background has-background-gradient has-gradient-2-gradient-background\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1229\" class=\"wp-block-cover__image-background wp-image-97\" alt=\"A Clark-produced forest risk map\" src=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para.jpg 2048w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para-300x180.jpg 300w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para-1024x615.jpg 1024w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para-768x461.jpg 768w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para-1536x922.jpg 1536w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-left has-drop-shadow-1 is-style-intro double-bottom-margin has-x-large-font-size\" id=\"h-land-sea-sky-and-ai\">Land, sea, sky\u2026 and AI<\/h2>\n<\/div><\/div>\n\n\n\n<p class=\"wp-element-caption double-bottom-margin\">A Clark-produced forest \u2018Risk Map.\u2019&nbsp;<\/p>\n\n\n\n<p class=\"intro\">A pioneer in geospatial technology, Clark offers a revealing view of our world and the work needed to save\u00a0it\u00a0<\/p>\n\n\n\n<p>By Meredith Woodward King&nbsp;<\/p>\n\n\n\n<p>In classes on environmental change in the Arctic, Geography Professor Karen Frey often shares the photos she has taken over the past two decades on polar research expeditions: a lonely walrus atop a patch of shrinking ice and stark coastlands spotted by thawing permafrost. The images capture the findings of a tectonic scientific study several years ago reporting that since 1979 the Arctic has warmed nearly four times faster than the rest of the Earth.<\/p>\n\n\n\n<p>\u201cThe year I started at Clark, in 2007, there was a huge drop in sea- ice extent, and even though we\u2019ve had a lot of variability, we have never gone back to where we were prior to 2007,\u201d says Frey, a lead chapter author of NOAA\u2019s annual Arctic Report Card. \u201cMany scientists predict that by 2040, the Arctic could experience nearly no sea ice during summer months.\u201d<\/p>\n\n\n\n<p>Before 1978, there was no practical way to measure vast amounts of sea ice from the ground, and no reliable way to do so from above. But on Oct. 24, 1978, NASA and NOAA launched the Nimbus-7 satellite carrying the Scanning Multichannel Microwave Radiometer. Unlike earlier satellite technology, the remote sensing instrument could gather data on sea surface temperature, wind speed, and other ocean dynamics in all types of weather.<\/p>\n\n\n\n<p>Like many of her colleagues studying global environmental and climate change, Frey\u2019s research relies on remote sensing data collected by Earth observation satellites. &nbsp;<\/p>\n\n\n\n<p>\u201cI\u2019m also interested in how algae, the base of the food chain, is going to change with climate warming and sea-ice decline in the Arctic and in the Arctic Ocean,\u201d says Frey, who regularly brings students to the Arctic on research trips.<\/p>\n\n\n\n<p>A five-year National Science Foundation grant is funding her research as part of an international science collaboration seeking to understand such ecological changes in the Pacific Arctic region, and how that will have rippling effects across the world.<\/p>\n\n\n\n<p>\u201cA huge part of my research is linking what we measure in the field with what we see from space with satellites,\u201d Frey says.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Sangermano-working-in-Brazil-XPRIZE-3-1024x768.jpg\" alt=\"Florencia Sangermano conducting research in the Amazon\" class=\"wp-image-98\" srcset=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Sangermano-working-in-Brazil-XPRIZE-3-1024x768.jpg 1024w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Sangermano-working-in-Brazil-XPRIZE-3-300x225.jpg 300w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Sangermano-working-in-Brazil-XPRIZE-3-768x576.jpg 768w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Sangermano-working-in-Brazil-XPRIZE-3-1536x1152.jpg 1536w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Sangermano-working-in-Brazil-XPRIZE-3-2048x1536.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Professor Florencia Sangermano conducting research in the Amazon<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-clark-s-legacy-and-future-of-geospatial-research-nbsp\">Clark\u2019s legacy\u2014and future\u2014of geospatial research&nbsp;<\/h2>\n\n\n\n<p>Frey joins a long line of earth, environmental, and sustainability researchers at Clark who have deployed geospatial analytics in their work. In the 1980s, Graduate School of Geography Professor Ron Eastman launched Clark Labs and developed what became TerrSet, a geospatial software system for monitoring and modeling the Earth, which became widely used by academic and nonprofit researchers.&nbsp;<\/p>\n\n\n\n<aside class=\"wp-block-group alignright boxout hang has-background is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-12dd3699 wp-block-group-is-layout-constrained\" style=\"background-color:#d8e37696\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" src=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Map-a-thon-NH-683x1024.jpg\" alt=\"Students participate in a map-a-thon event at the Clark Graduate School of Geography\" class=\"wp-image-99\" srcset=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Map-a-thon-NH-683x1024.jpg 683w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Map-a-thon-NH-200x300.jpg 200w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Map-a-thon-NH-768x1151.jpg 768w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Map-a-thon-NH-1025x1536.jpg 1025w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Map-a-thon-NH.jpg 1200w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mapping-for-good-nbsp\">Mapping for good&nbsp;<\/h3>\n\n\n\n<p style=\"font-size:1.05rem\">When a deadly earthquake devastated parts of Turkey and Syria on Feb. 6, 2023, Clark students leapt into action. Working deep into the night, they staged a \u201cmapathon\u201d in the Jefferson GIS lab, using GIS technology to convert satellite imagery into maps showing the location of roads, buildings, bridges, and other features in the earthquake-impacted areas to aid relief organizations in their search-and-recovery efforts. <\/p>\n\n\n\n<p style=\"font-size:1.05rem\">The mapping response was coordinated worldwide through Humanitarian Open Street Maps, an ongoing project to make digitized, high-resolution maps available for public use, including by relief agencies who use them to plan disaster-response strategies. Thanks to Clark students, they have a high-tech tool to aid them with their life-saving efforts.<\/p>\n<\/aside>\n\n\n\n<p>Today, that legacy of pioneering geospatial software and technology continues with the Clark Center for Geospatial Analytics (CGA), led by Professor Hamed Alemohammad within the School of Climate, Environment, and Society.&nbsp;<\/p>\n\n\n\n<p>In 2023, the MIT-educated Alemohammad founded Clark CGA, which partners with geospatial experts on campus and enables collaboration with outside scientists, policymakers, and industry leaders like the GIS mapping software giant, Esri.<\/p>\n\n\n\n<p>Alemohammad leads the center\u2019s team of geospatial researchers, including students in the GIS and geography graduate programs who assist with research projects. Recently, the center named its first faculty fellows\u2014geography professors Robert \u201cGil\u201d Pontius, an expert at applying mathematical models in geospatial and environmental research, and Florencia Sangermano, M.A. \u201908, Ph.D. \u201909, who aims to use AI in conservation research that employs remote sensing and ecoacoustics.&nbsp;<\/p>\n\n\n\n<p>The center plays a pivotal role in helping Clark faculty \u201cempower students with the latest and best geospatial tools and knowledge so they can work hand in hand with stakeholders to solve real-world problems,\u201d Alemohammad says, \u201cand provide them with the experience to land positions after graduation.\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-getting-to-30-by-30-nbsp\">Getting to 30 by 30&nbsp;<\/h2>\n\n\n\n<p>Clark faculty already involve students in remote sensing and GIS research projects, both in and outside of the classroom.<\/p>\n\n\n\n<p>For instance, Professor Abby Frazier, who studies the impacts of climate variability on Hawai\u2018i and Pacific Islands, is tapping into the programming and GIS skills of Kaylene Criollo \u201926, an honors student in environmental science. The two are creating maps of a new, statewide drought index to add to Hawai\u2018i\u2019s climate data portal, which is used by policymakers, farmers, disaster managers, and the public. The project seeks to inform wildfire-prevention efforts to avoid fires like the one that struck Maui in 2023, killing at least 102 people and destroying historic Lahaina.<\/p>\n\n\n\n<p>Meanwhile, over the past 13 years, Sangermano and her geography colleague, Professor John Rogan, have built career experience into their Wildlife Conservation GIS Research Seminar. Operating as Clark GIS Consulting, a cohort of graduate students works for the Wildlife Conservation Society (WCS) to investigate and address biodiversity challenges across the world, aiming to protect wildlife such as elephants roaming Tanzania, whales swimming off the shores of Argentina, and bears living in the Adirondacks.<\/p>\n\n\n\n<p>Also partnering with the WCS are Alemohammad and his graduate students and researchers at Clark CGA. The team is supporting the Democratic Republic of Congo in meeting the goals of the \u201c30 by 30\u201d initiative by using existing databases on deforestation, protected and Indigenous lands, population areas, and other information from Earth-orbiting satellites to build multi-layered maps. The global project was introduced to protect biodiversity and mitigate climate change by conserving 30 percent of the Earth\u2019s land and oceans by 2030.&nbsp;<\/p>\n\n\n\n<p>\u201cWe are providing data to help inform their decisions on where to invest to protect new land,\u201d Alemohammad says.&nbsp; &nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Clark-Labs-1024x683.jpg\" alt=\"Rishi Singh \u201917, M.S.-GIS \u201918 leads a team researching the impacts of coastal aquaculture farming.\" class=\"wp-image-107\" srcset=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Clark-Labs-1024x683.jpg 1024w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Clark-Labs-300x200.jpg 300w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Clark-Labs-768x512.jpg 768w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Clark-Labs-1536x1024.jpg 1536w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Clark-Labs-2048x1366.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Rishi Singh \u201917, M.S.-GIS \u201918 leads a team researching the impacts of coastal aquaculture farming.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ai-is-here-to-stay-nbsp\">AI is here to stay&nbsp;<\/h2>\n\n\n\n<p>Clark CGA already is focused on the next frontier in geospatial science: AI, which Alemohammad believes will expand research and career opportunities for Clark geospatial scientists and students.<\/p>\n\n\n\n<p>\u201cAI is a disruptor in many fields, including geospatial analytics,\u201d he says. \u201cWe have a lot of challenges to solve across the world, and it\u2019s not like AI is going to solve everything overnight, but it\u2019s opening a lot of doors to solving problems that we couldn\u2019t solve in the past.\u201d<\/p>\n\n\n\n<p>To create maps for analyzing planetary change, geospatial scientists traditionally have developed customized models that integrate remote-sensing and on-the-ground data over diverse locations and time periods. Attributes might include land cover type, crop variables, soil moisture,&nbsp; temperature, precipitation, wind speed, and wildfire and drought indicators in addition to drone and satellite images.<\/p>\n\n\n\n<p>But such models can require significant time, programming, and mathematical calculations, and be limited to certain applications and geographies. So how might geospatial scientists speed up the development phase of their research?<\/p>\n\n\n\n<figure class=\"wp-block-pullquote has-text-align-left\"><blockquote><p>\u201cAI is opening doors to solving a<br>lot of problems we couldn\u2019t solve in the past.\u201d<\/p><\/blockquote><\/figure>\n\n\n\n<p>Clark CGA has been working with NASA IMPACT and IBM on a solution: the world\u2019s first geospatial AI foundation model, which they already have launched and are continuing to advance.&nbsp;<\/p>\n\n\n\n<p>Think of it as a ready-made concrete slab, Alemohammad explains. Once it\u2019s laid, you can build many different kinds of structures with custom floor plans, designs, and finishings on top of it. Trained to recognize patterns and relationships among massive amounts of Earth-observation data, this geospatial AI foundation model can be used as a base from which to build customized AI models. They can perform a wide variety of tasks, from mapping flooded areas and droughts to assessing land change due to housing, commercial, and agricultural development.<\/p>\n\n\n\n<p>\u201cBy training massive models\u2014ranging from 600 million to over a billion parameters\u2014on extensive satellite data, we can capture patterns and spatial meaning across the globe,\u201d Alemohammad says. \u201cThese models are able to interpret seasonal shifts and extreme events alike, enabling informed decision-making in virtually any location.\u201d &nbsp;<\/p>\n\n\n\n<p>Clark researchers are applying the foundation model in other projects, too.&nbsp;<\/p>\n\n\n\n<p>Rishi Singh \u201917, M.S.-GIS \u201918, a research scientist and principial investigator at Clark CGA, is managing a team of students developing maps that reflect land changes due to coastal aquaculture farming in Indonesia, Thailand, Vietnam, Myanmar, and Ecuador. Having already used GIS, satellite imagery, and machine learning technology to improve the maps, the team is now working with Sam Khallaghi, Ph.D. \u201924, postdoctoral researcher at Clark CGA, to employ AI foundation models to finetune them. The maps have been used by nonprofit organizations to help consumers and businesses such as Costco, Whole Foods, and The Cheesecake Factory better understand global land-use practices and the ecological footprints underlying the aquaculture industry.&nbsp;<\/p>\n\n\n\n<aside class=\"wp-block-group alignright boxout hang has-background is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-12dd3699 wp-block-group-is-layout-constrained\" style=\"background-color:#d8e37696\">\n<h3 class=\"wp-block-heading\" id=\"h-new-wave-of-ai\">New Wave of AI<\/h3>\n\n\n\n<p style=\"font-size:1.05rem\">Beyond geospatial science, researchers affiliated with Clark\u2019s School of Climate, Environment, and Society are finding other ways to apply AI in their research. Environmental economist Robert Johnston, director of the George Perkins Marsh Institute, is co-leading a study applying machine learning to understand the types of community engagement and capacity-building activities that best support hazard resilience within inland and coastal communities throughout New England.<\/p>\n\n\n\n<p style=\"font-size:1.05rem\">Funded by the Adaptation Sciences Program, part of NOAA\u2019s Climate Program Office, the ongoing project supports the efforts of communities to protect themselves from extreme-weather and climate disasters that, according to NOAA\u2019s Office for Coastal Management, have cost the United States $2.9 trillion since 1980.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"811\" height=\"1024\" src=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Hurricane-811x1024.jpg\" alt=\"Satellite image of a hurricane\" class=\"wp-image-108\" srcset=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Hurricane-811x1024.jpg 811w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Hurricane-237x300.jpg 237w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Hurricane-768x970.jpg 768w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Hurricane-1216x1536.jpg 1216w, https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/Hurricane.jpg 1500w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><\/figure>\n<\/aside>\n\n\n\n<p>For over 15 years, environmental scientist and Geography Professor Christopher Williams, working with his Biogeosciences Research Group, has deployed remote sensing and GIS to develop National Forest Carbon Monitoring System datasets, which support conservation organizations and state and federal agencies in targeting forest conservation for the greatest climate benefits. Working with Williams and Alemohammad, postdoctoral researcher Varun Tiwari is using AI to enhance the spatial granularity of maps used for identifying conservation pathways.<\/p>\n\n\n\n<p>Meanwhile, geography Ph.D. student Rahebe Abedi is building an AI-informed model to monitor organic carbon stored in the soil to better understand how, where, and when it mitigates the effects of climate change.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-as-goes-africa-so-goes-the-world-nbsp\">As goes Africa, so goes the world&nbsp;<\/h2>\n\n\n\n<p>Geography Professor Lyndon Estes is deploying AI for research with graduate students in his Agricultural Impacts Research Group. They are using neural networks\u2014computational models in AI that \u201ctrain\u201d on vast amounts of satellite images\u2014in order to create more accurate, high-resolution maps of agricultural lands in countries in Sub-Saharan Africa. Sitian Xiong, Ph.D. \u201925, conducted much of this research for his dissertation.<\/p>\n\n\n\n<p>According to U.N. projections, Africa\u2019s population could reach 2.5 billion by 2050, or 25 percent of the world\u2019s population, before starting to decline at the end of the century.<\/p>\n\n\n\n<p>In two decades, a third of Africans will be under age 18, and most will abandon rural villages for the cities. That means fewer farmers growing food for their families on small plots.<\/p>\n\n\n\n<p>As a result, the continent will&nbsp; see \u201csome of the world\u2019s most dramatic socioeconomic changes this century\u201d including rapidly growing economies, a rising middle class, changing diets that favor more meat, and surging food demand, according to Estes.<\/p>\n\n\n\n<p>\u201cIf you take all that, plus the fact that Africa is the most rapidly urbanizing continent on the planet,\u201d he says, \u201cyou are going to have major changes in land use.\u201d<\/p>\n\n\n\n<p>Africa is home to the largest share of the world\u2019s remaining potential rainfed farmland, Estes says. \u201cMany areas that are currently rangelands or not used for agriculture are going to be converted into croplands. This transformation is already happening now.\u201d<\/p>\n\n\n\n<p>Funded by external grants, including a NASA grant alongside Alemohammad, Estes\u2019 team is using improved AI models to generate detailed, annual maps of crop field boundaries to analyze agricultural change in Ghana, Tanzania, and Zambia. The maps can help governments, farmers, and the public better predict land changes, and \u201cthe dynamics of how the food system reacts to climate variability, particularly rainfall and temperature,\u201d Estes says. &nbsp;<\/p>\n\n\n\n<p>The maps also could be used to indicate expansion of fields by investors, who might plant non-food crops like trees, sell land, or consolidate their holdings into larger parcels. Many urban Africans are investing their growing incomes in farmland, which is \u201cchanging how farmland is produced,\u201d Estes says.<\/p>\n\n\n\n<p>\u201cIf you want to understand commodity markets in the future,\u201d he says, \u201cyou\u2019re going to want to understand what\u2019s going on with agriculture in Africa.\u201d<\/p>\n\n\n\n<p>From Africa to the Arctic, it seems, the reach of Clark\u2019s geospatial research knows no borders. \u25cf<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A pioneer in geospatial technology, Clark offers a revealing view of our world and the work needed to save\u00a0it.<\/p>\n","protected":false},"author":14,"featured_media":97,"comment_status":"open","ping_status":"closed","sticky":false,"template":"wp-custom-template-feature","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"departments":[4],"issues":[3],"class_list":["post-66","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","departments-features","issues-fall-winter-2025"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Land, sea, sky \u2026 and AI | Clark Magazine | Clark University<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.clarku.edu\/magazine\/land-sea-sky-and-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Land, sea, sky \u2026 and AI\" \/>\n<meta property=\"og:description\" content=\"A pioneer in geospatial technology, Clark offers a revealing view of our world and the work needed to save\u00a0it.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.clarku.edu\/magazine\/land-sea-sky-and-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Clark Magazine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ClarkUniversityWorcester\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-08T19:25:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-03T16:47:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.clarku.edu\/magazine\/wp-content\/uploads\/sites\/90\/risk_map_para.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2048\" \/>\n\t<meta property=\"og:image:height\" content=\"1229\" \/>\n\t<meta property=\"og:image:type\" 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