{"id":1755,"date":"2025-10-15T13:35:13","date_gmt":"2025-10-15T17:35:13","guid":{"rendered":"https:\/\/www.clarku.edu\/marsh-institute\/research-projects\/enabling-crop-analytics-at-scale-agdata-acceleration-facility\/"},"modified":"2026-04-16T23:23:03","modified_gmt":"2026-04-17T03:23:03","slug":"enabling-crop-analytics-at-scale-agdata-acceleration-facility","status":"publish","type":"research-projects","link":"https:\/\/www.clarku.edu\/marsh-institute\/research-projects\/enabling-crop-analytics-at-scale-agdata-acceleration-facility\/","title":{"rendered":"Enabling Crop Analytics at Scale: AGData Acceleration Facility"},"content":{"rendered":"\n<p>Smallholders in Africa often lack access to the inputs and information that can help boost their productivity and resilience to major sources of volatility including climate shocks. One key reason for this inadequacy of agricultural extension services is the absence of data that accurately map where croplands are and what they grow. Making such maps is challenging because it requires the ability to use satellite imagery to accurately map the boundaries of smallholders\u2019 fields over large areas, and the ability to collect, on an annual basis, precisely geo-referenced ground-truth observations that detail which crops are growing within a large sample of those mapped field boundaries. This project will provide the cropland and crop type mapping capabilities that will allow provisioning of new agricultural extension services to farmers in Ghana, and demonstrate the ability to extend such services to Tanzania.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Smallholders in Africa often lack access to the inputs and information that can help boost their productivity and resilience to major sources of volatility including climate shocks. One key reason for this inadequacy of agricultural extension services is the absence of data that accurately map where croplands are and what they grow. Making such maps [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"template":"","meta":{"_links_to":"","_links_to_target":""},"tags":[21],"principal-investigator":[317],"funding-agency":[383],"class_list":["post-1755","research-projects","type-research-projects","status-publish","hentry","tag-past","principal-investigator-lyndon-estes","funding-agency-farmerline-tetratech"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.6 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Enabling Crop Analytics at Scale: AGData Acceleration Facility | George Perkins Marsh Institute<\/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\/marsh-institute\/research-projects\/enabling-crop-analytics-at-scale-agdata-acceleration-facility\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enabling Crop Analytics at Scale: AGData Acceleration Facility\" \/>\n<meta property=\"og:description\" content=\"Smallholders in Africa often lack access to the inputs and information that can help boost their productivity and resilience to major sources of volatility including climate shocks. 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