{"id":2219072,"date":"2024-01-10T11:49:07","date_gmt":"2024-01-10T19:49:07","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2219072"},"modified":"2024-03-14T15:58:10","modified_gmt":"2024-03-14T22:58:10","slug":"remote-sensing-why-should-i-care-about-it-as-an-educator-researcher","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher","title":{"rendered":"Remote Sensing \u2013 why should I care about it as an educator\/researcher?"},"author":299302,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[430042,22931],"tags":[220432,757211,31921,115262,257572],"industry":[],"product":[421922,36651,767992,36581,672941],"class_list":["post-2219072","blog","type-blog","status-publish","format-standard","hentry","category-education","category-imagery","tag-cloud","tag-drone","tag-education","tag-imagery","tag-research","product-arcgis","product-drone2map","product-arcgis-image-for-arcgis-online","product-arcgis-living-atlas","product-site-scan"],"acf":{"short_description":"Uncover how the revolution in Remote Sensing technology is reshaping education &amp; research, making Earth's data more accessible than ever","flexible_content":[{"acf_fc_layout":"image","image":{"ID":2222542,"id":2222542,"title":"AdobeStock_794322821.jpeg-jpgW760 - Copy","filename":"AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","filesize":63854,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\/adobestock_794322821-jpeg-jpgw760-copy","alt":"","author":"299302","description":"","caption":"","name":"adobestock_794322821-jpeg-jpgw760-copy","status":"inherit","uploaded_to":2219072,"date":"2024-01-10 19:41:26","modified":"2024-01-10 19:41:26","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":760,"height":507,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","medium-width":391,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","medium_large-width":760,"medium_large-height":507,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","large-width":760,"large-height":507,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","1536x1536-width":760,"1536x1536-height":507,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","2048x2048-width":760,"2048x2048-height":507,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy-697x465.jpg","card_image-width":697,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/AdobeStock_794322821.jpeg-jpgW760-Copy.jpg","wide_image-width":760,"wide_image-height":507}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><span data-contrast=\"auto\">Did you know that the cost of sending an object into space has gone down 90% over the last 10 years? And you have most likely heard about drones and how they seem to be everywhere? And what about the cloud? All these advancements are incredible &#8211; but what has that got to do with Remote Sensing and why should I even care as an educator\/researcher?\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Before answering these questions let&#8217;s understand what <a href=\"https:\/\/www.esri.com\/en-us\/capabilities\/imagery-remote-sensing\/overview\">Remote Sensing<\/a> is \u2013 according to Wikipedia: \u201cIn current usage, the term remote sensing refers to the use of satellite- or aircraft-based sensor technologies to detect and classify objects on Earth. It includes the surface and the atmosphere and oceans, based on propagated signals (e.g., electromagnetic radiation). It may be split into &#8220;active&#8221; remote sensing (when a signal is emitted by a satellite or aircraft to the object and its reflection detected by the sensor) and &#8220;passive&#8221; remote sensing (when the reflection of sunlight is detected by the sensor).\u201d Now that we have a general idea, we can start to realize how these advancements in technology are bringing us into a \u201cgolden age\u201d of Remote Sensing.\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\"><span class=\"TextRun SCXW170746724 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW170746724 BCX0\">Today, there are thousands of satellites in space and the number is rapidly growing due to the <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">disruptive breakthroughs in space travel<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> and its lowering costs. While <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">some<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> of these are not<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> carrying Remote Sensing technology, <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">this domain has also seen a significant increase in<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> its presence in space <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">due to the same reason. What this means is that <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">more<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> Remote Sensing sensors are now collecting information<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> about Earth<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">.<\/span> <span class=\"NormalTextRun SCXW170746724 BCX0\">The <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">advances and lowering costs of cloud computing <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">add to this development<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> by enabl<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">ing more data to be stored and archived and<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> for anyone <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">c<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">onnect<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">ed<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> to the <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">internet<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> to access <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">it, analyze <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">it,<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> and share<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> it<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> as actionable information. <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">Cloud computing also <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">gives more people the opportunity to process larger datasets <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">in a timely manner<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> by <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">utilizing<\/span> <span class=\"NormalTextRun SCXW170746724 BCX0\">powerful hardware at scale. Imagery datasets have always been<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> harder to process <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">d<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">u<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">e<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> to their size and complexity and this barrier is now being removed<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">. <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">Adding to this influx of data are drones and the sensors they usually carry on them. <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">These small flying machines have exploded in popularity while their costs have decreased rapidly<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> and can now be legally flown in most areas<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> with increasing safety. Drones can cover small areas faster and <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">at a smaller cost compared to satellite or <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">manned<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> aerial imag<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">ery and can deliver <\/span><span class=\"NormalTextRun SCXW170746724 BCX0\">extremely high<\/span><span class=\"NormalTextRun SCXW170746724 BCX0\"> resolution to their low flying altitudes.<\/span><\/span><span class=\"EOP SCXW170746724 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span>\u00a0<\/span><\/p>\n<p><span class=\"TextRun SCXW5821640 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW5821640 BCX0\">But how do these d<\/span><span class=\"NormalTextRun SCXW5821640 BCX0\">evelopments relate to educators or researchers?<\/span><span class=\"NormalTextRun SCXW5821640 BCX0\">\u00a0<\/span><\/span><span class=\"EOP SCXW5821640 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<p><b><span data-contrast=\"auto\">More available imagery data<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">First, the rapid increase of imagery data sources has increased the need for people with knowledge on how to process this data and convert it into meaningful information. While the topics of Remote Sensing from satellites and Photogrammetry from manned aerial images have been taught in a select number of academic institutions, the demand from the industry is vastly outpacing the number of students attending these courses. This means that companies need to train people on the job which could easily lead to less qualified employees who may know how to process the data but may not have the full understanding of the information that can be derived from it. Educators should introduce imagery and remotely sensed data workflows into more campuses to help bridge the gap and ensure that their students can compete and fill the gap that employers are looking for. Esri has a library of Learn Lessons that Educators can adopt into their classes for a wide range of topics in Imagery and that make use of Esri technology and which they already have access to as part of the Institutional Agreements. These lessons can be used as entire lesson plans or as complementary material for an existing syllabus.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1582162,"id":1582162,"title":"DJI drone flying","filename":"banner-7.jpg","filesize":139645,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/drone2map\/imagery\/using-a-custom-camera-model-in-drone2map\/banner-251","alt":"Drone flying over terrain","author":"291562","description":"","caption":"","name":"banner-251","status":"inherit","uploaded_to":1387212,"date":"2022-05-19 22:36:39","modified":"2024-01-09 21:41:49","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1920,"height":1080,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7.jpg","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7.jpg","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7.jpg","large-width":1920,"large-height":1080,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7-1536x864.jpg","1536x1536-width":1536,"1536x1536-height":864,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7.jpg","2048x2048-width":1920,"2048x2048-height":1080,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7-826x465.jpg","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/banner-7-1920x1080.jpg","wide_image-width":1920,"wide_image-height":1080}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><b><span data-contrast=\"auto\">Easy to use processing tools<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Second, the use of readily available satellite imagery and easy to use processing tools that come out of the box with Esri\u2019s ArcGIS Pro and its Image Analyst extension gives researchers the data and tools they need to answer many more pressing questions and contribute to solving some of the world\u2019s largest issues such as climate and global warming. To speed up the analysis of large imagery datasets, Esri offers multiple Deep Learning models that can be used or refined to extract information quicker, and it also provides tools to train brand new models for those use cases that are not already covered. As always, these tools can be further customized using Python for more complex research work that cannot be completed by the ArcGIS Pro.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2222552,"id":2222552,"title":"adobestock-294192532.jpeg-jpgW760","filename":"adobestock-294192532.jpeg-jpgW760.jpg","filesize":53132,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\/adobestock-294192532-jpeg-jpgw760","alt":"","author":"299302","description":"","caption":"","name":"adobestock-294192532-jpeg-jpgw760","status":"inherit","uploaded_to":2219072,"date":"2024-01-10 19:43:31","modified":"2024-01-10 19:43:31","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":760,"height":428,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","medium_large-width":760,"medium_large-height":428,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","large-width":760,"large-height":428,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","1536x1536-width":760,"1536x1536-height":428,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","2048x2048-width":760,"2048x2048-height":428,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","card_image-width":760,"card_image-height":428,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-294192532.jpeg-jpgW760.jpg","wide_image-width":760,"wide_image-height":428}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><b><span data-contrast=\"auto\">Image archives are available in the cloud<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Third, open imagery resources have been archived on cloud servers by Amazon and Microsoft and are accessible via a programmatic API or through a cloud connection from ArcGIS Pro. To reduce the complexity of accessing these resources and leverage the power of cloud computing, Microsoft and Esri have teamed up to create the ArcGIS for Microsoft Planetary Computer. This is designed for researchers that have access to a Microsoft Azure account and includes a Virtual Machine in the same region as the open imagery repositories and it has ArcGIS Pro installed, configured to access the imagery datasets via a STAC (Spatiotemporal Asset Catalog) connection and to run Deep Learning models or other image analysis tasks. Researchers can take advantage of this new offering which can simplify the work currently being done by their IT (Information Technology) departments, speed up the processing of large image analysis tasks and free up their local workstation for other research work.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2222562,"id":2222562,"title":"adobestock-503637788.jpeg-jpgW760","filename":"adobestock-503637788.jpeg-jpgW760.jpg","filesize":70172,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\/adobestock-503637788-jpeg-jpgw760","alt":"","author":"299302","description":"","caption":"","name":"adobestock-503637788-jpeg-jpgw760","status":"inherit","uploaded_to":2219072,"date":"2024-01-10 19:48:06","modified":"2024-01-10 19:48:06","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":760,"height":507,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","medium-width":391,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","medium_large-width":760,"medium_large-height":507,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","large-width":760,"large-height":507,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","1536x1536-width":760,"1536x1536-height":507,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","2048x2048-width":760,"2048x2048-height":507,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760-697x465.jpg","card_image-width":697,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/01\/adobestock-503637788.jpeg-jpgW760.jpg","wide_image-width":760,"wide_image-height":507}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><b><span data-contrast=\"auto\">Answer more questions<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Finally, as imagery sources become cheaper to acquire, different industries are finding that they can now start to answer questions they could not in the past. To help them answer these questions, researchers and teachers need to know how to process these imagery sources and how to incorporate them into a GIS to derive meaningful results that can be easily understood by decision makers in non-technical terms.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">A few examples include:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"28\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Clients that have commissioned construction projects can now monitor their progress without relying on reports coming out of the contractor.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"28\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Environmental agencies can monitor pollution more easily and can research its effects on the population.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"28\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Coastal communities can monitor coastal erosion and work on plans to mitigate its effect on private and public assets.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n"},{"acf_fc_layout":"content","content":"<p><span data-contrast=\"auto\">The advancements in space travel and decreasing costs have led to a significant increase in the number of satellites, including those equipped with Remote Sensing technology. As a result, there is now a larger collection of Earth information through these sensors. Cloud computing has played a crucial role in facilitating the storage, analysis, and sharing of this data, making it accessible to anyone connected to the internet. Drones have also gained popularity as a cost-effective option for data collection, providing high-resolution imagery. These advancements have important implications for educators and researchers. There is a growing demand for individuals skilled in processing imagery data, and educators should consider introducing Remote Sensing courses to meet the industry demand. Researchers can take advantage of readily available satellite imagery and powerful software tools to address pressing global issues. Deep Learning models and customization options are also available for more advanced research work. Open imagery resources hosted on cloud servers provide researchers with simplified access and processing capabilities. As imagery sources become more affordable, a wide range of industries can now utilize this data to answer questions and make informed decisions. R<\/span><span data-contrast=\"auto\">esearchers and teaching staff should embrace the rise of imagery data by utilizing different Esri imagery technology products and offerings that are provided to them by their academic institution. By integrating imagery with GIS analysis and using the different dissemination options that Esri provides (web maps, web apps, dashboards) this vital data can reach decision makers quicker and help make them better informed.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"}],"related_articles":"","authors":[{"ID":299302,"user_firstname":"Asaf","user_lastname":"Even Paz","nickname":"Asaf Even-Paz","user_nicename":"aeven","display_name":"Asaf Even Paz","user_email":"aeven@esri.com","user_url":"","user_registered":"2022-01-13 18:03:02","user_description":"Asaf Even-Paz is an Account Manager on the AEC team. He has been at Esri since 2021 and started out as a Solutions Engineer supporting account managers in various imagery relates sales opportunities. Asaf has an extensive geo-spatial background spanning 20 years and included aerial imagery, traffic information systems and geographic system analysis. He is the Subject Matter Expert for Imagery &amp; Remote Sensing for the AEC team at Esri and helps Esri's clients utilize remotely sensed data as an enterprise asset to increase their safety and cut down costs. Outside of work he enjoys spending time outdoors and watching movies.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/05\/asaf_large-e1746820293894.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"card_image":false,"wide_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Remote Sensing \u2013 why should I care about it as an educator\/researcher?<\/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.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Remote Sensing \u2013 why should I care about it as an educator\/researcher?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\" \/>\n<meta property=\"og:site_name\" content=\"ArcGIS Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/esrigis\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-14T22:58:10+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@ESRI\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\"},\"author\":{\"name\":\"Asaf Even Paz\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ec327d98455e9b29c46ba14395bd66cd\"},\"headline\":\"Remote Sensing \u2013 why should I care about it as an educator\/researcher?\",\"datePublished\":\"2024-01-10T19:49:07+00:00\",\"dateModified\":\"2024-03-14T22:58:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\"},\"wordCount\":12,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\"},\"keywords\":[\"cloud\",\"drone\",\"Education\",\"Imagery\",\"research\"],\"articleSection\":[\"Education\",\"Imagery &amp; Remote Sensing\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\",\"name\":\"Remote Sensing \u2013 why should I care about it as an educator\/researcher?\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#website\"},\"datePublished\":\"2024-01-10T19:49:07+00:00\",\"dateModified\":\"2024-03-14T22:58:10+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.esri.com\/arcgis-blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Remote Sensing \u2013 why should I care about it as an educator\/researcher?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#website\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/\",\"name\":\"ArcGIS Blog\",\"description\":\"Get insider info from Esri product teams\",\"publisher\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.esri.com\/arcgis-blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\",\"name\":\"Esri\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png\",\"contentUrl\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png\",\"width\":400,\"height\":400,\"caption\":\"Esri\"},\"image\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/esrigis\/\",\"https:\/\/x.com\/ESRI\",\"https:\/\/www.linkedin.com\/company\/5311\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ec327d98455e9b29c46ba14395bd66cd\",\"name\":\"Asaf Even Paz\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/05\/asaf_large-e1746820293894.jpg\",\"contentUrl\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/05\/asaf_large-e1746820293894.jpg\",\"caption\":\"Asaf Even Paz\"},\"description\":\"Asaf Even-Paz is an Account Manager on the AEC team. He has been at Esri since 2021 and started out as a Solutions Engineer supporting account managers in various imagery relates sales opportunities. Asaf has an extensive geo-spatial background spanning 20 years and included aerial imagery, traffic information systems and geographic system analysis. He is the Subject Matter Expert for Imagery &amp; Remote Sensing for the AEC team at Esri and helps Esri's clients utilize remotely sensed data as an enterprise asset to increase their safety and cut down costs. Outside of work he enjoys spending time outdoors and watching movies.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/asaf-even-paz-0a86802\/\"],\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/author\/aeven\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Remote Sensing \u2013 why should I care about it as an educator\/researcher?","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher","og_locale":"en_US","og_type":"article","og_title":"Remote Sensing \u2013 why should I care about it as an educator\/researcher?","og_url":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher","og_site_name":"ArcGIS Blog","article_publisher":"https:\/\/www.facebook.com\/esrigis\/","article_modified_time":"2024-03-14T22:58:10+00:00","twitter_card":"summary_large_image","twitter_site":"@ESRI","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#article","isPartOf":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher"},"author":{"name":"Asaf Even Paz","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ec327d98455e9b29c46ba14395bd66cd"},"headline":"Remote Sensing \u2013 why should I care about it as an educator\/researcher?","datePublished":"2024-01-10T19:49:07+00:00","dateModified":"2024-03-14T22:58:10+00:00","mainEntityOfPage":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher"},"wordCount":12,"commentCount":0,"publisher":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization"},"keywords":["cloud","drone","Education","Imagery","research"],"articleSection":["Education","Imagery &amp; Remote Sensing"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher","url":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher","name":"Remote Sensing \u2013 why should I care about it as an educator\/researcher?","isPartOf":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#website"},"datePublished":"2024-01-10T19:49:07+00:00","dateModified":"2024-03-14T22:58:10+00:00","breadcrumb":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/education\/remote-sensing-why-should-i-care-about-it-as-an-educator-researcher#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.esri.com\/arcgis-blog\/"},{"@type":"ListItem","position":2,"name":"Remote Sensing \u2013 why should I care about it as an educator\/researcher?"}]},{"@type":"WebSite","@id":"https:\/\/www.esri.com\/arcgis-blog\/#website","url":"https:\/\/www.esri.com\/arcgis-blog\/","name":"ArcGIS Blog","description":"Get insider info from Esri product teams","publisher":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.esri.com\/arcgis-blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization","name":"Esri","url":"https:\/\/www.esri.com\/arcgis-blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png","contentUrl":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png","width":400,"height":400,"caption":"Esri"},"image":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/esrigis\/","https:\/\/x.com\/ESRI","https:\/\/www.linkedin.com\/company\/5311\/"]},{"@type":"Person","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ec327d98455e9b29c46ba14395bd66cd","name":"Asaf Even Paz","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/image\/","url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/05\/asaf_large-e1746820293894.jpg","contentUrl":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/05\/asaf_large-e1746820293894.jpg","caption":"Asaf Even Paz"},"description":"Asaf Even-Paz is an Account Manager on the AEC team. He has been at Esri since 2021 and started out as a Solutions Engineer supporting account managers in various imagery relates sales opportunities. Asaf has an extensive geo-spatial background spanning 20 years and included aerial imagery, traffic information systems and geographic system analysis. He is the Subject Matter Expert for Imagery &amp; Remote Sensing for the AEC team at Esri and helps Esri's clients utilize remotely sensed data as an enterprise asset to increase their safety and cut down costs. Outside of work he enjoys spending time outdoors and watching movies.","sameAs":["https:\/\/www.linkedin.com\/in\/asaf-even-paz-0a86802\/"],"url":"https:\/\/www.esri.com\/arcgis-blog\/author\/aeven"}]}},"text_date":"January 10, 2024","author_name":"Asaf Even Paz","author_page":"https:\/\/www.esri.com\/arcgis-blog\/author\/aeven","custom_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Newsroom-Keyart-Wide-1920-x-1080.jpg","primary_product":"ArcGIS","tag_data":[{"term_id":220432,"name":"cloud","slug":"cloud","term_group":0,"term_taxonomy_id":220432,"taxonomy":"post_tag","description":"","parent":0,"count":13,"filter":"raw"},{"term_id":757211,"name":"drone","slug":"drone","term_group":0,"term_taxonomy_id":757211,"taxonomy":"post_tag","description":"","parent":0,"count":13,"filter":"raw"},{"term_id":31921,"name":"Education","slug":"education","term_group":0,"term_taxonomy_id":31921,"taxonomy":"post_tag","description":"","parent":0,"count":52,"filter":"raw"},{"term_id":115262,"name":"Imagery","slug":"imagery","term_group":0,"term_taxonomy_id":115262,"taxonomy":"post_tag","description":"","parent":0,"count":152,"filter":"raw"},{"term_id":257572,"name":"research","slug":"research","term_group":0,"term_taxonomy_id":257572,"taxonomy":"post_tag","description":"","parent":0,"count":4,"filter":"raw"}],"category_data":[{"term_id":430042,"name":"Education","slug":"education","term_group":0,"term_taxonomy_id":430042,"taxonomy":"category","description":"","parent":0,"count":80,"filter":"raw"},{"term_id":22931,"name":"Imagery &amp; Remote Sensing","slug":"imagery","term_group":0,"term_taxonomy_id":22931,"taxonomy":"category","description":"","parent":0,"count":765,"filter":"raw"}],"product_data":[{"term_id":421922,"name":"ArcGIS","slug":"arcgis","term_group":0,"term_taxonomy_id":421922,"taxonomy":"product","description":"Reserved for articles that cover all of ArcGIS","parent":36981,"count":336,"filter":"raw"},{"term_id":36651,"name":"ArcGIS Drone2Map","slug":"drone2map","term_group":0,"term_taxonomy_id":36651,"taxonomy":"product","description":"","parent":36591,"count":55,"filter":"raw"},{"term_id":767992,"name":"ArcGIS Image for ArcGIS Online","slug":"arcgis-image-for-arcgis-online","term_group":0,"term_taxonomy_id":767992,"taxonomy":"product","description":"","parent":0,"count":43,"filter":"raw"},{"term_id":36581,"name":"ArcGIS Living Atlas","slug":"arcgis-living-atlas","term_group":0,"term_taxonomy_id":36581,"taxonomy":"product","description":"","parent":0,"count":1164,"filter":"raw"},{"term_id":672941,"name":"Site Scan for ArcGIS","slug":"site-scan","term_group":0,"term_taxonomy_id":672941,"taxonomy":"product","description":"","parent":36591,"count":40,"filter":"raw"}],"primary_product_link":"https:\/\/www.esri.com\/arcgis-blog\/?s=#&products=arcgis","_links":{"self":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog\/2219072","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/users\/299302"}],"replies":[{"embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/comments?post=2219072"}],"version-history":[{"count":0,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog\/2219072\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/media?parent=2219072"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/categories?post=2219072"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/tags?post=2219072"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/industry?post=2219072"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/product?post=2219072"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}