"},{"ID":6481,"user_firstname":"Suzanne","user_lastname":"Foss","nickname":"Suzanne Foss","user_nicename":"sfoss_dtc","display_name":"Suzanne Foss","user_email":"SFoss@esri.com","user_url":"","user_registered":"2018-03-02 00:18:24","user_description":"Suzanne is the Product Manager for Esri's Spatial Analytics & Data Science capability. She has worked in the geographic information systems industry for over 17 years with a focus on spatiotemporal analysis, model building, real-time processing, and workflow automation.","user_avatar":"
"},{"ID":364572,"user_firstname":"Priscilla","user_lastname":"Kim","nickname":"Priscilla Kim","user_nicename":"pkim","display_name":"Priscilla Kim","user_email":"pkim@esri.com","user_url":"","user_registered":"2024-11-07 22:29:58","user_description":"Priscilla is an Associate Product Marketing Manager for ArcGIS Dashboards and ArcGIS GeoAnalytics Engine. She focuses on connecting powerful ArcGIS capabilities with customer needs.","user_avatar":"
"}],"short_description":"Spatial Analytics and Data Science capabilities across ArcGIS have been enhanced this fall with new tools and optimized experiences.","flexible_content":[{"acf_fc_layout":"content","content":"Spatial Analytics and Data Science<\/a> capabilities across ArcGIS have been enhanced this fall with new tools and optimized experiences. Do more to account for uncertainty within data in ArcGIS Pro, streamline repetitive analysis tasks in ArcGIS Online, and leverage ArcGIS for Microsoft Fabric to process large datasets. Read on to learn about these updates and how they can help you unlock new insights from your data while improving your workflows.<\/p>\n"},{"acf_fc_layout":"content","content":" Listed here are some of the major improvements and innovations in this fall\u2019s releases:<\/p>\n"},{"acf_fc_layout":"content","content":" You can now try ModelBuilder within Map Viewer to visually connect analysis tools and data. This helps you create models for visualizing, documenting, and automating your analysis workflows. With this no-code approach, you can streamline repetitive analysis tasks, reduce errors, and enhance the transparency and reproducibility of your analyses.<\/p>\n"},{"acf_fc_layout":"kaltura","video_id":"1_uhh3ee2h","time":false,"start":0,"stop":""},{"acf_fc_layout":"content","content":" ModelBuilder is available as a public beta in ArcGIS Online\u00a0through the Early Adopter Program<\/a>.<\/p>\n To participate in the beta program, you must have an\u00a0ArcGIS Online\u00a0organizational account that meets the\u00a0requirements to use\u00a0ModelBuilder<\/a>.<\/p>\n"},{"acf_fc_layout":"content","content":" The Assess Sensitivity to Attribute Uncertainty<\/a> tool in ArcGIS Pro introduces new capabilities for effectively evaluating how analysis results may change when the values of one or more input variables are uncertain. By simulating input data, the tool presents variations in results through layers, charts, and pop-ups, helping you assess the stability of the results based on the input variables’ level of uncertainty. This helps you determine whether the model or analysis process is fit for its intended purpose.<\/p>\n The tool conducts sensitivity analysis by repeatedly generating simulated datasets. It uses the original analysis variable and its associated measure of uncertainty (e.g. margin of error) to create these datasets, which accurately reflect plausible real-world scenarios.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2599582,"id":2599582,"title":"Slide2","filename":"Slide2.jpg","filesize":101087,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/spatial-analyst\/analytics\/whats-new-for-spatial-analytics-across-arcgis-q4-2024\/slide2-8","alt":"The tool creates an output that reports on the sensitivity of the analysis to attribute uncertainty.","author":"364572","description":"","caption":"","name":"slide2-8","status":"inherit","uploaded_to":2599472,"date":"2024-11-22 20:18:28","modified":"2024-11-22 21:44:54","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":1280,"height":720,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","large-width":1280,"large-height":720,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","1536x1536-width":1280,"1536x1536-height":720,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","2048x2048-width":1280,"2048x2048-height":720,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2-826x465.jpg","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/Slide2.jpg","wide_image-width":1280,"wide_image-height":720}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":" This process allows for multiple runs of the analysis to assess sensitivity to uncertainty. If the simulation results closely align with the original findings, this can provide additional degrees of confidence in the model\u2019s reliability. However, if considerable differences are found, caution is advised in drawing conclusions.<\/p>\n"},{"acf_fc_layout":"content","content":" Using the Train Deep Learning Model<\/strong><\/a> tool within ArcGIS Pro, you can now fine-tune geospatial foundational models such as Prithvi<\/strong>, designed for tasks like crop classification and flood segmentation, as well as ClimaX<\/strong>, which assists with forecasting and climate modeling. The Train Deep Learning Model tool provides a guided workflow to assist you in training deep learning models using the data you have collected.<\/p>\n"},{"acf_fc_layout":"content","content":" Additionally, you can now integrate external, third-party Large Language Models (LLMs). These include open-source LLMs such as Mistral, as well as commercial LLMs. These models make it possible for more accurate and efficient AI-powered text analysis using fewer training examples and less compute resources.<\/p>\n"},{"acf_fc_layout":"content","content":" The new Zonal Characterization<\/a> tool in ArcGIS Pro enables you to easily summarize different raster datasets within specified zones, which can significantly aid in workflows such as evaluating the suitability of candidate sites for planting specific types of plants or crops.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2599612,"id":2599612,"title":"GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web","filename":"GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","filesize":19952,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/spatial-analyst\/analytics\/whats-new-for-spatial-analytics-across-arcgis-q4-2024\/guid-82e2479d-a3da-4d69-9370-2e3d3af76efc-web","alt":"Internal conversion of a feature zone while calculating zonal statistics is shown.","author":"364572","description":"","caption":"","name":"guid-82e2479d-a3da-4d69-9370-2e3d3af76efc-web","status":"inherit","uploaded_to":2599472,"date":"2024-11-22 20:30:23","modified":"2024-11-22 21:45:19","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":543,"height":262,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","medium-width":464,"medium-height":224,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","medium_large-width":543,"medium_large-height":262,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","large-width":543,"large-height":262,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","1536x1536-width":543,"1536x1536-height":262,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","2048x2048-width":543,"2048x2048-height":262,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","card_image-width":543,"card_image-height":262,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/11\/GUID-82E2479D-A3DA-4D69-9370-2E3D3AF76EFC-web.png","wide_image-width":543,"wide_image-height":262}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":" A zone is defined as all areas in the input that share the same value, and these areas do not need to be contiguous. With a single run, the Zonal Characterization tool can calculate different statistics for multiple rasters and reports the results as a table. This provides a comprehensive overview for informed decision-making for agricultural use cases and much more.<\/p>\n"},{"acf_fc_layout":"content","content":" In ArcGIS Pro 3.4, the\u202fField Script Evaluator and Element Script evaluator<\/a>\u202fdialog boxes have been enhanced with aids for writing evaluator expressions. Script evaluators enable you to craft custom and domain-specific logic for assigning values to network attributes and refining how network traversability is modeled.<\/p>\n"},{"acf_fc_layout":"content","content":" Field Script and Element Script, two types of evaluators, use expressions to calculate the value that gets assigned to each element. Field Script evaluators utilize fields from network sources, while Element Script Evaluators use parameters on the same attribute or values from other network attributes.<\/p>\n"},{"acf_fc_layout":"content","content":" The latest release of ArcGIS Knowledge<\/a> introduces enhancements for graph analytics, designed to improve data visualization and analysis capabilities. Here are the key updates for this release:<\/p>\n"},{"acf_fc_layout":"content","content":" For more information about the latest enhancements to ArcGIS Knowledge, read this blog<\/a>.<\/p>\n"},{"acf_fc_layout":"content","content":" With the latest release of 3D Analyst, users in industries like transportation can now generate 3D lines representing rails or centerlines using point cloud data. This is made possible through deep learning libraries and point cloud data that has been pre-classified as rails. By automating this process, you can improve the efficiency of transportation workflows and better showcase important transportation features in 3D models.<\/p>\n"},{"acf_fc_layout":"content","content":" Within the ArcGIS Enterprise 11.4 release, you can now use ArcGIS Pro to schedule web tools that you own or manage, enabling automatic updates of datasets and refreshing analysis workflows. The recurrence options are flexible, allowing you to set schedules by the minute, hourly, daily, or monthly \u2013 so you can easily schedule a web tool to run at a later time or execute on a recurring basis based on a list of preset parameters.<\/p>\n"},{"acf_fc_layout":"content","content":" The latest release provides updates and enhancements to ArcGIS for Microsoft 365, that is designed to boost your data management, editing, visualization, collaboration and automation within the Microsoft environment. Here are the key updates for the December release:<\/p>\n To learn more about all the release updates and how they can enhance your workflows, please read the blog<\/a>.<\/p>\n"},{"acf_fc_layout":"content","content":" The spatial analytics updates across ArcGIS also include:<\/p>\n From automation enhancements, to new visualization options, to innovations in GeoAI and predictive analytics, spatial analytics across ArcGIS enable you to gain deeper insights and harness the full potential of your geospatial data.<\/p>\n For more information, check out the blogs below and we encourage you to try out the lates features.<\/p>\nWhat\u2019s new in spatial analysis?<\/strong><\/h2>\n
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And more…<\/a><\/h4>\n"},{"acf_fc_layout":"content","content":"
1. ModelBuilder available in ArcGIS Online<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"2. Use capabilities for a<\/strong>ssessing uncertainty<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"3. Accelerate AI-workflows with foundational models<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"4. Enhance zonal analysis workflows<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"5. Streamline your workflows for creating network evaluators<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"6. Improved graph data visualization and analysis<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
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Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"7. Generate 3D lines using point cloud data <\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"8. Schedule web tools<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"9. Elevate your workflows with ArcGIS for Microsoft 365 <\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
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Return to Menu<\/a><\/strong><\/code><\/p>\n"},{"acf_fc_layout":"content","content":"And more\u2026<\/strong><\/h3>\n"},{"acf_fc_layout":"content","content":"
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