Feature layer generated from running the Enrich layer solution. Council Boundaries - Council Districts were enriched using the ESRI Arc GIS Online enrichment tool and the demographic data that ESRI provided. The information was generated using the council district that were in effect prior to May 2023 and do not reflect the current council district boundaries. The data was created to support analysis during the Covid-19 pandemic and should not be used for other analysis projects. Last updated July 30, 2021

The Geospatial Analytics Market size was valued at USD 98.93 billion in 2023 and is projected to reach USD 227.04 billion by 2032, exhibiting a CAGR of 12.6 % during the forecasts period. The Geospatial Analytics Market describes an application of technologies and approaches processing geographic and spatial data for intelligence and decision-making purposes. This market comprises of mapping tools and software, spatial data and geographic information systems (GIS) used in various fields including urban planning, environmental, transport and defence. Use varies from inventory tracking and control to route optimization and assessment of changes in environment. Other trends are the growth of big data and machine learning to improve the predictive methods, the improved real-time data processing the use of geographic data in combination with other technologies, for example, IoT and cloud. Some of the factors that are fuelling the need to find a marketplace for GIS solutions include; Increasing importance of place-specific information Increasing possibilities for data collection The need to properly manage spatial information in a high stand environment. Recent developments include: In May 2023, Google launched Google Geospatial Creator, a powerful tool that allows users to create immersive AR experiences that are both accurate and visually stunning. It is powered by Photorealistic 3D Tiles and ARCore from Google Maps Platform and can be used with Unity or Adobe Aero. Geospatial Creator provides a 3D view of the world, allowing users to place their digital content in the real world, similar to Google Earth and Google Street View. , In April 2023, Hexagon AB launched the HxGN AgrOn Control Room. It is a mobile app that allows managers and directors of agricultural companies to monitor all field operations in real time. It helps managers identify and address problems quickly, saving time and money. Additionally, the app can help to improve safety by providing managers with a way to monitor the location and status of field workers. , In December 2022, ESRI India announced the availability of Indo ArcGIS offerings on Indian public clouds and services to provide better management, collecting, forecasting, and analyzing location-based data. , In May 2022, Trimble announced the launch of the Trimble R12i GNSS receiver, which has a powerful tilt adjustment feature. It enables land surveyors to concentrate on the task and finish it more quickly and precisely. , In May 2021, Foursquare purchased Unfolded, a US-based provider of location-based services. This US-based firm provides location-based services and goods, including data enrichment analytics and geographic data visualization. With this acquisition, Foursquare aims to provide its users access to various first and third-party data sets and integrate them with the geographical characteristics. , In January 2021, ESRI, a U.S.-based geospatial image analytics solutions provider, introduced the ArcGIS platform. ArcGIS Platform by ESRI operates on a cloud consumption paradigm. App developers generally use this technology to figure out how to include location capabilities in their apps, business operations, and goods. It aids in making geospatial technologies accessible. .

Egypt Country Boundary provides a 2023 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2023 boundaries are provided by Michael Bauer Research GmbH. They are sourced from CAPMAS. These were published in October 2023. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Province

Kazakhstan Boundaries provides 2022 boundaries for several layers of administrative divisions. Country Oblystar Each available geography level contains total population counts. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months.

Georgia Country Boundary provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Mchareebi

Tajikistan Raioni Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Region

Georgia Mchareebi Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country

Tajikistan Region Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Raioni

Tajikistan Country Boundary provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Region Raioni

Kazakhstan Country Boundary provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Oblystar

Mauritania Department Boundaries provides a 2023 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2023 boundaries are provided by Michael Bauer Research GmbH. These were published in October 2023. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Province

Togo Region Boundaries provides a 2023 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2023 boundaries are provided by Michael Bauer Research GmbH. These were published in October 2023. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country

Indonesia District Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. They are sourced from Badan Pusat Statistik. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Provinsi Kabupaten Subdistrict

Guinea-Bissau Sector Boundaries provides a 2023 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2023 boundaries are provided by Michael Bauer Research GmbH. These were published in October 2023. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Region

Armenia Marzer Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country

Azerbaijan Rayonlar Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Region

Uzbekistan Country Boundary provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Viloyat

Kyrgyzstan Rajondor Boundaries provides a 2022 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2022 boundaries are provided by Michael Bauer Research GmbH. They are sourced from National Statistical Committee of the Kyrgyz Republic and Humanitarian Data Exchange. These were published in December 2022. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Country Oblastar

This map contains demographic variables for block groups in the Boston area. The map shows a comparison of two variables: per capita income growth from 2015-2020 and unemployment. Size and color are used to show the two variables.The size of the circle represents the unemployed population over the age of 16, so the largest circles show the areas with the most unemployment. The colors showcase a range of personal income growth from 2015 to 2020. Green areas have the least projected growth, and yellow areas have the highest projected income growth.The data comes from Esri's ArcGIS Online data enrichment using the Living Atlas Block Group Analysis layer. The vintage of the data is 2015.

Mozambique Country Boundary provides a 2023 boundary with a total population count. The layer is designed to be used for mapping and analysis. It can be enriched with additional attributes using data enrichment tools in ArcGIS Online.The 2023 boundaries are provided by Michael Bauer Research GmbH. These were published in October 2023. A new layer will be published in 12-18 months. Other administrative boundaries for this country are also available: Province