보고서 요약(국문)

지리공간 분석 시장 개요
글로벌 지리공간 분석 시장 규모는 2023년부터 2030년까지 예측 기간 동안 연평균 12.8%의 성장률을 보일 것으로 예상됩니다. 지리공간 분석은 지리 정보, 위치 데이터, 공간 데이터, 그리고 점점 더 컴퓨터 비전, 고해상도 이미지, 다양한 형태의 인공지능(AI)을 활용하여 특정 응용 분야에 필요한 구조화된 데이터를 얻는 컴퓨팅 분석입니다. 지리공간 분석은 GPS, 위치 센서, 소셜 미디어, 모바일 기기, 위성 이미지 등 모든 종류의 기술에서 얻은 데이터를 활용하여 장소와 사람 간의 복잡한 관계에서 현상을 파악하고 추세를 관찰하기 위한 데이터 시각화를 구축합니다. 정부는 교통 패턴 관리, 극한 기상 현상 추적, 인구 증가 및 에너지, 교통, 주택 수요에 미치는 영향 예측 등 도시 계획의 일환으로 지리공간 데이터에 크게 의존하고 있습니다.
지리공간 분석 시장 성장 동력 및 트렌드
스마트 시티에서의 응용 분야 증가는 글로벌 지리공간 분석 시장의 주요 성장 동력입니다.
스마트 시티는 다양한 방식으로 기술을 도입하여 여러 운영의 효율성을 향상시킵니다. 하지만 모든 스마트 도시는 스마트 도구를 위해 지리공간 기술에 의존합니다. 현대 스마트 도시는 IoT 센서 및 센서 노드, 모바일 애플리케이션, 스마트 기기, 소셜 네트워크를 도입하여 위치 기반 데이터를 생성하고 이를 통해 교통, 에너지, 공공 안전, 보안, 인프라, 긴급 대응 등의 효율성을 향상시킵니다. 이러한 네트워크의 기반은 데이터 수집, 의사 결정, 분석 언어, 의사 결정 실행 방법, 그리고 스마트 도시에서 시민과의 상호 작용 방식을 위한 프레임워크를 제공하는 지리공간 기술입니다.
수집된 데이터와 관련된 개인정보 보호 문제는 전 세계 지리공간 분석 시장의 성장을 저해할 것으로 예상됩니다.
대부분의 분야, 정부 및 기업에서 지리공간 데이터의 생성 및 분석은 이제 필수적입니다. 그러나 위치 데이터 수집과 관련된 문제는 심각한 문제로 이어질 수 있습니다. 지리공간 기술을 증거 생성에 활용하는 데에는 보안, 개인정보 보호, 감시 문제 등 수많은 잠재적 위험이 존재하며, 이는 사유 재산 감시, 민감한 개인 정보 획득, 그리고 잠재적으로 사람들을 위험에 빠뜨릴 수 있는 가능성과 관련됩니다.

5G 네트워크 도입은 글로벌 지리공간 분석 시장에 새로운 기회를 창출할 것으로 예상됩니다.
지리공간 정보와 5G는 상호 연결되어 정부가 더 나은 도시를 만들고, 공공 서비스를 집중화하고, 시민과 소통하는 데 도움이 되는 정확한 위치 정보를 제공합니다. 세계가 스마트 시티를 도입함에 따라 이러한 위치 데이터의 상당 부분이 실시간으로 제공되어야 합니다. 5G 네트워크 도입은 지리공간 분석의 정확성과 민감도를 크게 향상시킬 것으로 예상됩니다.
수집된 데이터의 표준화 및 통합의 어려움은 글로벌 시장에 과제를 제시할 것으로 예상됩니다.
지리공간 분석을 위해 다양한 소스에서 방대한 양의 데이터가 수집됩니다. 수집된 데이터를 정리, 분류 및 표준화하는 데는 많은 노력이 필요합니다. 수집된 데이터의 표준화 및 통합의 어려움은 글로벌 지리공간 분석 시장 성장에 주요 과제가 될 것입니다.
COVID-19가 지리공간 분석 시장에 미치는 영향 분석
글로벌 지리공간 분석 시장은 COVID-19 팬데믹의 영향을 받았습니다. 전 세계 공급망이 팬데믹으로 인해 중단되면서 지리공간 분석 시스템 하드웨어 배포가 지연되었습니다. 전 세계 정부와 기관들은 백신 접종 캠페인 관리를 위해 지리공간 데이터와 디지털 매핑 도구를 도입하고 있습니다. 코로나19 백신 접종이 매우 불규칙적으로 진행되는 가운데, 여러 보건 당국과 기관들은 지리공간 데이터를 활용하여 백신 접종 캠페인을 설계하고 진행 상황을 세밀하게 추적하고 있습니다. 팬데믹은 전 세계 지리공간 분석 시장의 장기적인 성장에 영향을 미치지 않을 것으로 예상됩니다.
업계 최근 동향:
1. 2022년 7월, 선도적인 GIS 개발업체인 Esri는 AI 및 고급 분석 도구가 통합된 새로운 GIS 소프트웨어인 GeoAnalytics Engine을 공개했습니다.
2. 2022년 8월, 인도네시아 정부는 신수도 건설 사업 지원을 위한 GIS 시스템을 구축했습니다.

3. 2020년 2월, 헥사곤의 제조 인텔리전스 사업부는 소형에서 중형 부품의 다중 센서 측정을 위한 직관적이고 비용 효율적인 솔루션을 제공하는 보급형 광학 좌표 측정기(CMM)인 캡투라(Captura)를 출시했다고 발표했습니다.
4. 2021년, 헥사곤은 엔지니어링, 시뮬레이션, 최적화 및 산업 신뢰성 분석을 전문으로 하는 CADLM을 인수했습니다.
지리공간 분석 시장 세분화:
본 보고서의 범위는 유형, 기술, 솔루션, 애플리케이션 및 지역을 기준으로 한 시장 세분화를 다룹니다. 전 세계 지리공간 분석 시장은 유형별로 지표 및 현장 분석, 지리 시각화, 네트워크 분석, 인공 신경망 및 기타로 세분화됩니다. 전 세계 지리공간 분석 시장은 기술별로 원격 감지, GPS, GIS 및 기타로 세분화됩니다. 전 세계 지리공간 분석 시장은 솔루션별로 지오코딩 및 역지오코딩, 보고 및 시각화, 주제도 작성 및 공간 분석, 데이터 통합 및 기타로 세분화됩니다. 전 세계 지리공간 분석 시장은 응용 분야별로 측량, 재난 위험 관리, 의료 및 공공 안전, 기후 변화 적응, 예측 자산 관리 및 기타로 구분됩니다. 또한 지역별로는 북미, 남미, 유럽, 아시아 태평양, 중동 및 아프리카로 구분됩니다.
1. 표면 및 현장 분석: 표면 분석은 특정 지점의 고도, 경사 및 방위와 같은 지형 속성을 파악하는 데 사용됩니다. 수로망 및 배수 분지와 같은 지형적 특징도 지도에서 구분할 수 있습니다. 이러한 지도는 수문학적 및 지질학적 분석, 농업 관리, 위험 모니터링 및 천연 자원 탐사에도 유용합니다.
2. 지리 시각화: 지리 시각화는 지리공간 데이터를 해석하기 위해 지리공간 시각화 도구와 기술을 활용합니다. 지리공간 데이터 시각화는 기존 지도에 대화형 시각화를 결합하여 지도의 다양한 레이어를 검토하고, 지도의 시각적 모양을 수정하고, 지리적 영역의 다양한 요소를 비교할 수 있도록 하는 유용한 방법입니다.
3. 네트워크 분석: 네트워크 분석은 연결된 선들의 모음입니다. 선은 철도, 도로, 하천, 통신선, 상수도관, 파이프라인 등을 나타내며, 이러한 것들은 일반적으로 네트워크로 분석되어야 합니다. 네트워크는 사람들의 이동 변화, 도로 및 통신망의 접근성과 연결성을 분석합니다. 네트워크는 계획 그래프와 특징 및 객체의 연결을 통해 매핑되고 비교됩니다. 네트워크는 인접성, 연결성, 발생 빈도와 같은 위상학적 속성에 따라 달라집니다.
4. 인공 신경망(ANN): 인공 신경망(ANN)은 변화 감지, 데이터 분류, 클러스터링, 함수 근사 및 예측을 위한 지리 공간 분석에 널리 사용되는 계산 모델입니다. 네트워크 아키텍처와 학습 패러다임을 기반으로 하는 여러 유형의 신경망이 존재하며, 원격 감지 및 기타 플랫폼에서 얻을 수 있는 방대한 데이터의 가용성이 증가함에 따라 그 응용 분야도 증가할 것으로 예상됩니다. 인공 신경망은 데이터를 연구하고 매핑하는 메커니즘을 제공합니다.

5. 기타: 기타 부문에는 지리 컴퓨팅, 지리 시뮬레이션, 지도 일반화, 지도 추상화, 디지털 지형 분석 등 지리 공간 분석 시장에서 주로 사용되는 다양한 유형이 포함됩니다.
지리 공간 분석 시장 지역별 점유율
DataM Intelligence의 시장 조사 보고서에 따르면, 전 세계 지리 공간 분석 시장은 북미, 남미, 유럽, 아시아 태평양, 중동 및 아프리카로 구분됩니다. 북미에서는 농업, 건설, 교통 및 공공 시설 분야에서 지리 공간 분석 기술이 광범위하게 사용되고 있습니다. 실시간 정보 및 위치 기반 서비스를 위한 모바일 GIS 기술의 도입이 향후 몇 년 동안 증가할 것으로 예상되며, 이는 북미 지리 공간 분석 시장에 긍정적인 영향을 미칠 것입니다.
유럽에서는 지리 공간 기술이 경제에 혁명을 일으키고 있습니다. 공급망 추적부터 대중교통 내비게이션, 효율적인 배송 경로 계획에 이르기까지 GPS와 사회경제적 데이터와 같은 최신 지도 데이터를 기반으로 구축된 디지털 서비스는 일상생활과 상업 활동의 일부가 되었습니다. 예를 들어, 지구 관측, 도시 감지 및 모바일 접촉 추적을 기반으로 하는 반자동 지리공간 솔루션이 인공지능 및 머신러닝과 결합되어 이 지역에서 빠르게 확산되고 있습니다. 다양한 산업 분야에서 지리공간 분석의 도입이 확대됨에 따라 유럽 지리공간 분석 시장의 성장이 촉진될 것입니다.
아시아 태평양 지역은 혁신의 중심지로 자리매김하며 삶, 업무, 그리고 서로 간의 관계 방식을 변화시키고 있습니다. 인공지능과 사물인터넷(IoT)과 같은 디지털 혁신은 시급한 글로벌 문제에 대한 새롭고 혁신적인 해결책을 제시합니다. 아시아 태평양 국가들은 지구 관측(EO) 및 지리공간 데이터와 같은 우주 기술을 통합하고, 그 결과를 통계 및 인구 통계 데이터와 결합하여 실시간 공간 분석을 수행하고 복잡하고 역동적인 시나리오를 모델링하고 있습니다. 중국, 일본, 인도와 같은 주요 국가들의 지리공간 분석 도입은 아시아 태평양 지리공간 분석 시장 성장을 견인하는 주요 요인이 될 것입니다.

지리공간 분석 기업 및 경쟁 환경
글로벌 지리공간 분석 시장은 주요 국제 기업들이 상당한 시장 점유율을 차지하며 과점화되어 있습니다. 주요 기업들은 신기술 출시, 인수, 협력 등 다양한 전략을 통해 시장을 주도하고 있으며, 이러한 전략들이 글로벌 성장에 기여하고 있습니다.
주요 기업:
글로벌 지리공간 분석 시장 성장에 기여하는 주요 기업으로는 Microsoft, Google, General Electric, SAP SE, Salesforce, Precisely, Oracle Corporation, RMSI, OmniSci, Inc., Maxar Technologies Inc., WS Atkins Limited, Hexagon AB, TomTom, Trimble Inc. 등이 있습니다.

보고서 요약(영어 원문)

Geospatial Analytics Market Overview
The Global Geospatial Analytics Market size is projected to reach with a CAGR of 12.8% over the forecast period 2023-2030. Geospatial analytics is computational analytics that leverages geographic information, location data, spatial data and increasingly computer vision, high-resolution imagery and distinct forms of AI to obtain structured data for particular applications industries. Geospatial analytics utilizes data from all kinds of technology, including GPS, location sensors, social media, mobile devices and satellite imagery — to build data visualizations for recognizing phenomena and observing trends in complex relationships between places and people. Governments heavily rely on the geospatial data for everything from handling traffic patterns, tracking extreme weather events and estimating population growth and its influence on energy, transportation and housing requirements as part of urban planning.
Geospatial Analytics Market Growth Dynamics and Trends
Growing applications in smart cities is a major driver for the global geospatial analytics market:
Smart cities adopt technologies in various ways to improve the efficiency of numerous operations. However, all smart cities rely on geospatial technology for smart tools. Modern smart cities adopt IoT sensors and sensor nodes, mobile applications, smart devices and social networks that create location-based data to develop the efficiency of traffic, energy, public safety, security, infrastructure, emergency response and others. The foundation of the network is geospatial technology that presents a framework for data collection, decision-making, language for analysis, decision implementation method and a method for interaction with the public in smart cities.
Privacy problems with collected data are expected to restrain the global geospatial analytics market:
Creating and analyzing geospatial data are now necessary for most domains, governments and businesses. However, the problems associated with collecting location data can lead to major problems. There can be numerous key potential risks of utilizing geospatial technology for evidence generation, including security, privacy and surveillance concerns relating to the potential to observe private property, obtain sensitive personal information and possibly put persons in harm's way.
The introduction of 5G networks is expected to generate new opportunities for the global geospatial analytics market:
Geospatial and 5G are interconnected for offering precise location information that helps governments create better cities, concentrate public services and engage with citizens. As the world adopts smarted cities, much of this location data has to be real-time. The introduction of 5G networks is expected to significantly boost the accuracy and sensitivity of geospatial analytics.
The difficulty in standardizing and integrating collected data is expected to present challenges for the global market:
A large amount of data is collected from various sources for geospatial analytics. It requires much effort to clean, separate and standardize the collected data. The difficulty in standardizing and integrating the collected data will be a major challenge for the growth of the global geospatial analytics s market.
COVID-19 Impact Analysis on Geospatial Analytics Market
The global geospatial analytics market was affected by the COVID-19 pandemic. Global supply chains have been interrupted due to the pandemic, leading to delays in deploying geospatial analytics system hardware. Governments and organizations worldwide are adopting geospatial data and digital mapping tools to manage vaccination campaigns. Amid the extremely irregular rollout of Covid-19 vaccines, various health officials and organizations are drawing upon geospatial data to design their vaccination campaigns and trace their progress in fine-grained detail. The pandemic is not expected to impact the long-term growth of the global geospatial analytics market and
Recent Developments in the Industry:
1. In July 2022, Esri, a leading GIS developer, unveiled GeoAnalytics Engine, a new GIS software integrated with AI and advanced analytical tools.
2. In August 2022, the Indonesian government set up a GIS system to assist with the developmental works of the new capital city project.
3. In Feb 2020, Hexagon’s Manufacturing Intelligence division announced the launch of Captura, an entry-level optical coordinate measuring machine (CMM) that offers an intuitive and cost-effective solution for multisensor measurement of small to medium parts.
4. In 2021, Hexagon acquired CADLM, a company that specializes in engineering, simulation, optimization and industrial reliability analysis.
Geospatial analytics market Segmentation:
The scope of the report covers segmentation based on type, technology, solutions, application and region. The global geospatial analytics market is segmented by type into surface and field analytics, geovisualization, network analysis, artificial neural networks and others. The global geospatial analytics market is segmented by technology into remote sensing, GPS, GIS and others. The global geospatial analytics market is segmented by solutions into geocoding and reverse geocoding, reporting and visualization, thematic mapping and spatial analysis, data integration and others. The global geospatial analytics market is segmented by application into surveying, disaster risk management, medicine and public safety, climate change adaptation, predictive asset management and others. The global geospatial analytics market is segmented by region into North America, South America, Europe, Asia-Pacific, Middle East and Africa.
1. Surface and Field Analytics: Surface analysis is utilized to discover terrain attributes such as elevation at any point, slope and aspect. Terrain features like channel networks and drainage basins can also be distinguished from the maps. The maps are also helpful for hydrologic and geologic analyses, agricultural management, hazard monitoring, and exploration of natural resources.
2. Geovisualization: Geovisualization utilizes geospatial visualization tools and techniques for interpreting geospatial data. Geospatial data visualization is a useful practice that blends interactive visualization into traditional maps, providing the ability to examine different layers of a map, modify the visual appearance of the map and compare various factors to the geographic area.
3. Network Analysis: Network analysis is a collection of connected lines. The lines denote railways, roads, streams, telecommunication lines, water lines, pipelines etc., that usually need to be analyzed as a network. Network analyses the change in the movement of people, accessibility & connectivity of road and telecommunications. The network is mapped and compared by planning graphs and linkages of features and objects. The network depends on topological properties, i.e., adjacency, connectivity and incidence.
4. Artificial Neural Networks (ANN): Artificial neural networks (ANN) are computational models extensively used in geospatial analysis for changing detection, data classification, clustering, function approximation and prediction. Several types of neural networks based upon network architectures and learning paradigms exist and their application is anticipated to grow with the growing availability of extensive data from remote sensing and other platforms. Artificial neural networks present a mechanism for studying data and mapping data.
5. Others: The other segments include various other types, including geocomputation, geosimulation, map generalization, map abstraction, digital terrain analysis and others which are majorly used in the geospatial analytics market.
Geospatial Analytics Market Geographical Share
According to the DataM Intelligence market research report, the global Geospatial analytics market is divided into North America, South America, Europe, Asia-Pacific, Middle East and Africa. In North America, geospatial analytics technologies are extensively used in agriculture, construction, transportation and utilities. The adoption of mobile GIS technologies for real-time information and location-based services is expected to increase in the coming years, positively impacting the North American geospatial analytics market.
In Europe, geospatial technologies are revolutionizing the economy. From tracking supply chains to navigating public transport and planning efficient delivery routes, the digital services built on GPS and current mapping data such as socioeconomic data have become part of daily life and commerce. For instance, semi-automated geospatial solutions based on earth observation, urban sensing and mobile contact tracing coupled with artificial intelligence and machine learning are spreading fast in the region. The expanding adoption of geospatial analytics in various industries will drive the growth of the European geospatial analytics market.
Asia-Pacific has become a hub of innovation, transforming living, working and relating to one another. Digital innovations such as artificial intelligence and the Internet of things (IoT) bring new and innovative solutions to pressing global problems. Countries in the Asia-Pacific are integrating space technology such as Earth observation (EO) and geospatial data and combining their results with statistical and demographic data for real-time spatial analysis of conditions and modeling complex and dynamic scenarios. The adoption of geospatial analytics by major countries such as China, Japan and India will be the major factor in driving the growth of the Asia-Pacific geospatial analytics market.
Geospatial Analytics Companies and Competitive Landscape
The global geospatial analytics market is consolidated, with major international players having a large market share. The major players are adopting various strategies to dominate the market, such as launching new technologies, acquisitions, and collaborations responsible for global growth.
Major Companies:
Some key companies contributing to the global Geospatial analytics market growth include Microsoft, Google, General Electric, SAP SE, Salesforce, Precisely, Oracle Corporation, RMSI, OmniSci, Inc., Maxar Technologies Inc., WS Atkins Limited, Hexagon AB, TomTom and Trimble Inc., among others.

상세 목차

1. Scope and Methodology
1.1. Research Methodology
1.2. Scope of the Market
2. Key Trends and Developments
3. Executive Summary
3.1. Market Snippet By Type
3.2. Market Snippet By Technology
3.3. Market Snippet By Solutions
3.4. Market Snippet By Application
3.5. Market Snippet By End-User
3.6. DataM CLO Scenario
4. Market Dynamics
4.1. Market impacting factors
4.2. Drivers
4.2.1. The combination of geospatial technology with normal technologies is driving the market growth.
4.2.2. Advancements in geospatial analytics with the introduction of computing and massive information analytics are boosting the market growth.
4.3. Restraints
4.3.1. Costly implementation of geospatial analytics solutions is hampering the market growth.
4.3.2. Lack of awareness related to capabilities and benefits of geospatial analytics
4.4. Opportunities
4.4.1. Advancement in 5G technology
4.5. Impact analysis
5. Industry Analysis
5.1. Porter's five forces analysis
5.2. Supply chain analysis
5.3. Pricing analysis
5.4. Regulatory Analysis
6. COVID-19 Analysis
6.1. Analysis of Covid-19 on the Market
6.1.1. Before COVID-19 Market Scenario
6.1.2. Present COVID-19 Market Scenario
6.1.3. After COVID-19 or Future Scenario
6.2. Pricing Dynamics Amid Covid-19
6.3. Demand-Supply Spectrum
6.4. Government Initiatives Related to the Market During Pandemic
6.5. Manufacturers Strategic Initiatives
6.6. Conclusion
7. By Type
7.1. Introduction
7.1.1. Market size analysis, and Y-o-Y growth analysis (%), By Type segment
7.1.2. Market attractiveness index, By Type segment.
7.2. Surface and Field Analytics
7.3. Geovisualization
7.4. Network Analysis
7.5. Artificial Neural Networks (ANN)
7.6. Others
8. By Technology
8.1. Introduction
8.1.1. Market size analysis, and Y-o-Y growth analysis (%), By Technology segment.
8.1.2. Market attractiveness index, By Technology segment.
8.2. Remote Sensing
8.3. GPS
8.4. GIS
8.5. Others
9. By Solutions
9.1. Introduction
9.1.1. Market size analysis, and Y-o-Y growth analysis (%), By Solutions Segment
9.1.2. Market attractiveness index, By Solutions Segment.
9.2. Geocoding and Reverse Geocoding
9.3. Reporting and Visualization
9.4. Thematic Mapping and Spatial Analysis
9.5. Data Integration and ETL
9.6. Others
10. By Application
10.1. Introduction
10.1.1. Market size analysis, and Y-o-Y growth analysis (%), By Application Segment
10.1.2. Market attractiveness index, By Application Segment.
10.2. Surveying
10.3. Disaster Risk Reduction and Management
10.4. Medicine and Public Safety
10.5. Climate Change Adaptation
10.6. Predictive Asset Management
10.7. Others
11. By End-User
11.1. Introduction
11.1.1. Market size analysis, and Y-o-Y growth analysis (%), By End-User Segment
11.1.2. Market attractiveness index, By End-User Segment.
11.2. Agriculture
11.3. Defense and Intelligence
11.4. Utility and Communication
11.5. Automotive
11.6. Government
11.7. Travel and Logistics
11.8. Others
12. By Region
12.1. Introduction
12.2. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Region
12.3. Market Attractiveness Index, By Region
12.4. North America
12.4.1. Introduction
12.4.2. Key region-specific dynamics
12.4.3. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Type
12.4.4. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Technology
12.4.5. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Solutions
12.4.6. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Application
12.4.7. Market Size Analysis, And Y-O-Y Growth Analysis (%), By End-User
12.4.8. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Country
12.4.8.1. The U.S.
12.4.8.2. Canada
12.4.8.3. Mexico
12.5. Europe
12.5.1. Introduction
12.5.2. Key Region-Specific Dynamics
12.5.3. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Type
12.5.4. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Technology
12.5.5. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Solutions
12.5.6. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Application
12.5.7. Market Size Analysis, And Y-O-Y Growth Analysis (%), By End-User
12.5.8. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Country
12.5.8.1. Germany
12.5.8.2. The U.K.
12.5.8.3. France
12.5.8.4. Italy
12.5.8.5. Spain
12.5.8.6. Rest of Europe
12.6. South America
12.6.1. Introduction
12.6.2. Key Region-Specific Dynamics
12.6.3. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Type
12.6.4. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Technology
12.6.5. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Solutions
12.6.6. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Application
12.6.7. Market Size Analysis, And Y-O-Y Growth Analysis (%), By End-User
12.6.8. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Country
12.6.8.1. Brazil
12.6.8.2. Argentina
12.6.8.3. Chile
12.6.8.4. Rest of South America
12.7. Asia Pacific
12.7.1. Introduction
12.7.2. Key Region-Specific Dynamics
12.7.3. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Type
12.7.4. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Technology
12.7.5. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Solutions
12.7.6. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Application
12.7.7. Market Size Analysis, And Y-O-Y Growth Analysis (%), By End-User
12.7.8. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Country
12.7.8.1. China
12.7.8.2. India
12.7.8.3. Japan
12.7.8.4. Australia & New Zealand
12.7.8.5. Rest of Asia Pacific
12.8. The Middle East And Africa
12.8.1. Introduction
12.8.2. Key Region-Specific Dynamics
12.8.3. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Type
12.8.4. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Technology
12.8.5. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Solutions
12.8.6. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Application
12.8.7. Market Size Analysis, And Y-O-Y Growth Analysis (%), By End-User
12.8.8. Market Size Analysis, And Y-O-Y Growth Analysis (%), By Country
13. Competitive Landscape
13.1. Competitive scenario
13.2. Competitor strategy analysis
13.3. Comparative type of portfolio analysis
13.4. Market positioning/share analysis
13.5. Mergers and acquisitions analysis
14. Company Profiles
14.1. General Electric (GE)
14.1.1. Company Overview
14.1.2. Product Portfolio
14.1.3. Recent Developments
14.1.4. Financial Overview
14.2. ESRI Inc.
14.3. MDA Corporation
14.4. Hexagon AB
14.5. Trimble Geospatial
14.6. Bentley Systems, Inc
14.7. Critigen
14.8. Atkins
14.9. Fugro N.V.
14.10. Oracle Corporation (List not Exhaustive)
15. DataM Intelligence
15.1. Appendix
15.2. About us and services
15.3. Contact us

언급된 주요 기업들

General Electric (GE), 3.	Recent Developments, ESRI Inc., MDA Corporation, Hexagon AB, Trimble Geospatial, Bentley Systems, Inc, Critigen, Atkins, Fugro N.V.

표 목록 (Tables)

List of Tables Table 1 Global Geospatial Analytics Market Value, By Type, 2023, 2027 & 2031 ($ Million)

Table 2 Global Geospatial Analytics Market Value, By Technology, 2023, 2027 & 2031 ($ Million)

Table 3 Global Geospatial Analytics Market Value, By Solution, 2023, 2027 & 2031 ($ Million)

Table 4 Global Geospatial Analytics Market Value, By Application, 2023, 2027 & 2031 ($ Million)

Table 5 Global Geospatial Analytics Market Value, By End User, 2023, 2027 & 2031 ($ Million)

Table 6 Global Geospatial Analytics Market Value, By Region, 2023, 2027 & 2031 ($ Million)

Table 7 Global Geospatial Analytics Market Value, By Type, 2023, 2027 & 2031 ($ Million)

Table 8 Global Geospatial Analytics Market Value, By Type, 2022-2031($ Million)

Table 9 Global Geospatial Analytics Market Value, By Technology, 2023, 2027 & 2031 ($ Million)

Table 10 Global Geospatial Analytics Market Value, By Technology, 2022-2031($ Million)

Table 11 Global Geospatial Analytics Market Value, By Solution, 2023, 2027 & 2031 ($ Million)

Table 12 Global Geospatial Analytics Market Value, By Solution, 2022-2031($ Million)

Table 13 Global Geospatial Analytics Market Value, By Application, 2023, 2027 & 2031 ($ Million)

Table 14 Global Geospatial Analytics Market Value, By Application, 2022-2031($ Million)

Table 15 Global Geospatial Analytics Market Value, By End User, 2023, 2027 & 2031 ($ Million)

Table 16 Global Geospatial Analytics Market Value, By End User, 2022-2031($ Million)

Table 17 Global Geospatial Analytics Market Value, By Region, 2023, 2027 & 2031 ($ Million)

Table 18 Global Geospatial Analytics Market Value, By Region, 2022-2031($ Million)

Table 19 North America Geospatial Analytics Market Value, By Type, 2022-2031($ Million)

Table 20 North America Geospatial Analytics Market Value, By Technology, 2022-2031($ Million)

Table 21 North America Geospatial Analytics Market Value, By Solution, 2022-2031($ Million)

Table 22 North America Geospatial Analytics Market Value, By Application, 2022-2031($ Million)

Table 23 North America Geospatial Analytics Market Value, By End User, 2022-2031($ Million)

Table 24 North America Geospatial Analytics Market Value, By Country, 2022-2031($ Million)

Table 25 South America Geospatial Analytics Market Value, By Type, 2022-2031($ Million)

Table 26 South America Geospatial Analytics Market Value, By Technology, 2022-2031($ Million)

Table 27 South America Geospatial Analytics Market Value, By Solution, 2022-2031($ Million)

Table 28 South America Geospatial Analytics Market Value, By Application, 2022-2031($ Million)

Table 29 South America Geospatial Analytics Market Value, By End User, 2022-2031($ Million)

Table 30 South America Geospatial Analytics Market Value, By Country, 2022-2031($ Million)

Table 31 Europe Geospatial Analytics Market Value, By Type, 2022-2031($ Million)

Table 32 Europe Geospatial Analytics Market Value, By Technology, 2022-2031($ Million)

Table 33 Europe Geospatial Analytics Market Value, By Solution, 2022-2031($ Million)

Table 34 Europe Geospatial Analytics Market Value, By Application, 2022-2031($ Million)

Table 35 Europe Geospatial Analytics Market Value, By End User, 2022-2031($ Million)

Table 36 Europe Geospatial Analytics Market Value, By Country, 2022-2031($ Million)

Table 37 Asia-Pacific Geospatial Analytics Market Value, By Type, 2022-2031($ Million)

Table 38 Asia-Pacific Geospatial Analytics Market Value, By Technology, 2022-2031($ Million)

Table 39 Asia-Pacific Geospatial Analytics Market Value, By Solution, 2022-2031($ Million)

Table 40 Asia-Pacific Geospatial Analytics Market Value, By Application, 2022-2031($ Million)

Table 41 Asia-Pacific Geospatial Analytics Market Value, By End User, 2022-2031($ Million)

Table 42 Asia-Pacific Geospatial Analytics Market Value, By Country, 2022-2031($ Million)

Table 43 the Middle East & Africa Geospatial Analytics Market Value, By Type, 2022-2031($ Million)

Table 44 the Middle East & Africa Geospatial Analytics Market Value, By Technology, 2022-2031($ Million)

Table 45 the Middle East & Africa Geospatial Analytics Market Value, By Solution, 2022-2031($ Million)

Table 46 the Middle East & Africa Geospatial Analytics Market Value, By Application, 2022-2031($ Million)

Table 47 the Middle East & Africa Geospatial Analytics Market Value, By End User, 2022-2031($ Million)

Table 48 General Electric: Overview

Table 49 General Electric: Product Portfolio

Table 50 General Electric: Key Developments

Table 51 ESRI Inc.: Overview

Table 52 ESRI Inc.: Product Portfolio

Table 53 ESRI Inc.: Key Developments

Table 54 MDA Corporation: Overview

Table 55 MDA Corporation: Product Portfolio

Table 56 MDA Corporation: Key Developments

Table 57 Hexagon AB: Overview

Table 58 Hexagon AB: Product Portfolio

Table 59 Hexagon AB: Key Developments

Table 60 Trimble Geospatial: Overview

Table 61 Trimble Geospatial: Product Portfolio

Table 62 Trimble Geospatial: Key Developments

Table 63 Bentley Systems, Inc: Overview

Table 64 Bentley Systems, Inc: Product Portfolio

Table 65 Bentley Systems, Inc: Key Developments

Table 66 Critigen: Overview

Table 67 Critigen: Product Portfolio

Table 68 Critigen: Key Developments

Table 69 Atkins: Overview

Table 70 Atkins: Product Portfolio

Table 71 Atkins: Key Developments

Table 72 Fugro N.V.: Overview

Table 73 Fugro N.V.: Product Portfolio

Table 74 Fugro N.V.: Key Developments

Table 75 Oracle Corporation: Overview

Table 76 Oracle Corporation: Product Portfolio

Table 77 Oracle Corporation: Key Developments

그림 목록 (Figures)

List of Figures Global Geospatial Analytics Market Share, By Type, 2022 & 2031(%)

Global Geospatial Analytics Market Share, By Technology, 2022 & 2031(%)

Global Geospatial Analytics Market Share, By Solution, 2022 & 2031(%)

Global Geospatial Analytics Market Share, By Application, 2022 & 2031(%)

Global Geospatial Analytics Market Share, By End User, 2022 & 2031(%)

Global Geospatial Analytics Market Share, By Region, 2022 & 2031(%)

Global Geospatial Analytics Market Value, 2022-2031($ Million)

Global Geospatial Analytics Market Y-o-Y Growth, By Type, 2022-2031(%)

Surface and Field Analytics: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Geovisualization: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Network Analysis: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Artificial Neural Networks (ANN): Global Geospatial Analytics Market Value, 2022-2031($ Million)

Others: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Global Geospatial Analytics Market Y-o-Y Growth, By Technology, 2022-2031(%)

Remote Sensing: Global Geospatial Analytics Market Value, 2022-2031($ Million)

GPS: Global Geospatial Analytics Market Value, 2022-2031($ Million)

GIS: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Others: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Global Geospatial Analytics Market Y-o-Y Growth, By Solution, 2022-2031(%)

Geocoding and Reverse Geocoding: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Reporting and Visualization: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Thematic Mapping and Spatial Analysis: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Data Integration and ETL: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Others: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Global Geospatial Analytics Market Y-o-Y Growth, By Application, 2022-2031(%)

Surveying: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Disaster Risk Reduction and Management: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Medicine and Public Safety: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Climate Change Adaptation: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Predictive Asset Management: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Others: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Global Geospatial Analytics Market Y-o-Y Growth, By End User, 2022-2031(%)

Agriculture: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Defense and Intelligence: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Utility and Communication: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Automotive: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Government: Global Geospatial Analytics Market Value, 2022-2031($ Million)

Global Geospatial Analytics Market Y-o-Y Growth, By Region, 2022-2031(%)

North America Geospatial Analytics Market Value, 2022-2031($ Million)

North America Geospatial Analytics Market Share, By Type, 2022 & 2031(%)

North America Geospatial Analytics Market Share, By Technology, 2022 & 2031(%)

North America Geospatial Analytics Market Share, By Solution, 2022 & 2031(%)

North America Geospatial Analytics Market Share, By Application, 2022 & 2031(%)

North America Geospatial Analytics Market Share, By End User, 2022 & 2031(%)

North America Geospatial Analytics Market Share, By Country, 2022 & 2031(%)

South America Geospatial Analytics Market Value, 2022-2031($ Million)

South America Geospatial Analytics Market Share, By Type, 2022 & 2031(%)

South America Geospatial Analytics Market Share, By Technology, 2022 & 2031(%)

South America Geospatial Analytics Market Share, By Solution, 2022 & 2031(%)

South America Geospatial Analytics Market Share, By Application, 2022 & 2031(%)

South America Geospatial Analytics Market Share, By End User, 2022 & 2031(%)

South America Geospatial Analytics Market Share, By Country, 2022 & 2031(%)

Europe Geospatial Analytics Market Value, 2022-2031($ Million)

Europe Geospatial Analytics Market Share, By Type, 2022 & 2031(%)

Europe Geospatial Analytics Market Share, By Technology, 2022 & 2031(%)

Europe Geospatial Analytics Market Share, By Solution, 2022 & 2031(%)

Europe Geospatial Analytics Market Share, By Application, 2022 & 2031(%)

Europe Geospatial Analytics Market Share, By End User, 2022 & 2031(%)

Europe Geospatial Analytics Market Share, By Country, 2022 & 2031(%)

Asia-Pacific Geospatial Analytics Market Value, 2022-2031($ Million)

Asia-Pacific Geospatial Analytics Market Share, By Type, 2022 & 2031(%)

Asia-Pacific Geospatial Analytics Market Share, By Technology, 2022 & 2031(%)

Asia-Pacific Geospatial Analytics Market Share, By Solution, 2022 & 2031(%)

Asia-Pacific Geospatial Analytics Market Share, By Application, 2022 & 2031(%)

Asia-Pacific Geospatial Analytics Market Share, By End User, 2022 & 2031(%)

Asia-Pacific Geospatial Analytics Market Share, By Country, 2022 & 2031(%)

The Middle East & Africa Geospatial Analytics Market Value, 2022-2031($ Million)

The Middle East & Africa Geospatial Analytics Market Share, By Type, 2022 & 2031(%)

The Middle East & Africa Geospatial Analytics Market Share, By Technology, 2022 & 2031(%)

The Middle East & Africa Geospatial Analytics Market Share, By Solution, 2022 & 2031(%)

The Middle East & Africa Geospatial Analytics Market Share, By Application, 2022 & 2031(%)

The Middle East & Africa Geospatial Analytics Market Share, By End User, 2022 & 2031(%)

General Electric: Financials

ESRI Inc.: Financials

MDA Corporation: Financials

Hexagon AB: Financials

Trimble Geospatial: Financials

Bentley Systems, Inc: Financials

Critigen: Financials

Atkins: Financials

Fugro N.V.: Financials

Oracle Corporation: Financials