중동 및 북아프리카 공간 분석 및 데이터 과학 시장

Middle East and North Africa Spatial Analysis and Data Science Market

상품코드ICT8054
발행기관DataM Intelligence
발행일2024.02.13
페이지 수178 Pages
포맷PDF + EXCEL
커버리지Middle East and North Africa

5,625,00010,875,000

보고서 요약(국문)

개요
중동 및 북아프리카 공간 분석 및 데이터 과학 시장은 2023년 36억 달러 규모에 도달했으며, 2024년부터 2031년까지 연평균 10.5%의 성장률을 기록하며 2031년에는 80억 달러에 이를 것으로 예상됩니다.
최근 몇 년 동안, 특히 중동 지역에서 두드러진 주요 트렌드 중 하나는 공공 안전 분야에 공간 분석 도구를 활용하는 것입니다. 2022년 FIFA 월드컵 기간 동안 카타르는 광범위한 CCTV 카메라 네트워크에서 수집한 데이터를 분석하는 공간 분석 기반 시스템을 사용하여 잠재적 위험 지역에 경찰과 보안 인력을 배치했습니다.
공간 분석 및 데이터 과학 시장의 향후 성장은 숙련된 인력 부족으로 인해 저해될 수 있습니다. 군사 분야를 제외하고 이 산업 분야의 대부분 인력은 외국인이며, 현지 인력 양성에는 수년이 소요될 것으로 예상되어 해당 기간 동안 시장 성장을 제약할 수 있습니다.

동향
기후 변화 영향에 대한 우려 증가
아프리카는 기후 변화의 영향으로 가장 큰 피해를 입을 지역 중 하나로 예상됩니다. 극심한 폭염, 가뭄, 사막화, 홍수가 점점 더 심해지고 빈번해지고 있습니다. 중동 지역 또한 폭설, 돌발 홍수, 사막화 증가와 같은 이상 기상 현상이 증가하고 있습니다.
지리공간 분석은 기후 변화의 영향을 추적하고 모니터링하는 데 점점 더 많이 활용되고 있습니다. 2023년 두바이 기후변화 회의에서는 공간 분석과 같은 첨단 기술 도구 활용이 주요 논의 주제였습니다. 기후 변화의 영향에 대응하기 위한 첨단 도구의 도입이 증가함에 따라 예측 기간 동안 중동 지역의 공간 분석 수요가 증가할 것입니다.
농업 기술 도입 증가
석유 및 가스, 무역, 관광, 항공과 같은 새로운 산업이 부상하면서 많은 중동 정부는 농업을 소홀히 했습니다. 대부분의 국가는 석유 및 가스 판매 수익으로 뒷받침되는 강력한 통화 덕분에 식량 수입에 크게 의존하게 되었습니다. 그러나 변화하는 세계 정세로 인해 각국은 식량 안보에 집중하게 되었고, 그 결과 농업 산업이 활성화되고 있습니다.
지리공간 분석 도구는 농업 공정의 비효율성을 파악하고 새로운 해결책을 모색하는 데 활용되고 있습니다. 예를 들어, 모로코-이집트 스타트업인 AgriEdge는 공간 분석을 활용한 정밀 농업 플랫폼을 통해 날씨와 토양 상태 등의 변수를 고려하여 각 작물 종류에 필요한 최적의 비료와 물 사용량을 결정합니다.
높은 비용 및 인프라 요구 사항
공간 분석을 효과적으로 도입하려면 하드웨어 및 소프트웨어 라이선스 구매 및 유지 관리를 위한 막대한 자본 투자가 필요합니다. 또한 대용량 데이터 저장 시설 및 네트워킹 장비를 포함한 컴퓨팅 인프라 구축도 필수적입니다. 이러한 막대한 비용 때문에 재정적으로 탄탄한 지원을 받는 조직만이 공간 분석을 수행할 수 있습니다.
장비 및 인프라 구축에 드는 높은 비용은 공간 분석의 광범위한 도입을 저해하는 요인입니다. 중동 지역에서는 대부분의 지리공간 분석 시스템과 서비스가 사우디아라비아, 아랍에미리트, 이스라엘과 같은 부유한 국가에 집중되어 있습니다. 이라크와 같이 기후 변화로 큰 타격을 입을 것으로 예상되는 저개발 국가들은 지리공간 정보 기술 확보에 투자할 가능성이 낮습니다.
세분화 분석
중동 및 북아프리카 공간 분석 및 데이터 과학 시장은 구성 요소, 배포 방식, 애플리케이션, 최종 사용자 및 국가별로 세분화됩니다.
클라우드 기반 배포의 인기 증가로 시장 점유율 확대
많은 조직들이 지리공간 분석 도구와 서비스를 활용하면서 다양한 클라우드 플랫폼의 이점을 활용하고 운영 비용을 절감하기 위해 하이브리드 및 멀티 클라우드 환경을 도입하고 있습니다. 클라우드 기반 배포를 통해 복잡한 하드웨어 지원 없이도 어디서든 원격으로 접근할 수 있습니다. 또한, 모든 주요 이해관계자가 데이터에 쉽게 접근할 수 있도록 보장합니다.
반면, 온프레미스 배포는 광범위한 하드웨어 사용이 필요하여 비용이 더 많이 듭니다. 국가 안보와 관련된 민감한 데이터를 처리하는 군사 시설의 경우에만 고도로 보안된 하드웨어를 사용하여 지리공간 분석 도구를 온프레미스에 배포합니다.

지리적 시장 침투
이스라엘, 최대 시장 점유율 예상
이스라엘은 항상 군사 분야에서 기술력을 활용하여 적대 세력의 수적 우위를 상쇄해 왔습니다. 이스라엘군은 전투 작전에 최첨단 공간 분석 도구를 도입하는 데 앞장서 왔으며, 이는 지역 내 다른 군대들이 뒤늦게 따라잡고 있는 부분입니다.
예를 들어, 2023년 12월 이스라엘 군사정보국은 가자지구에서 하마스와의 분쟁 중 공습 목표 정보를 얻기 위해 '가스펠(Gospel)'이라는 코드명을 가진 첨단 AI 기반 공간 분석 도구를 사용하고 있다고 발표했습니다. 이스라엘의 공간 분석 기술은 대부분 민간 부문, 특히 의료, 공공 인프라, 농업 분야에서도 활용 가능한 이중 용도 기술입니다.
코로나19 영향 분석
코로나19 팬데믹은 중동 및 북아프리카(MENA) 지역의 공간 분석 및 데이터 과학 시장에 다양한 기회를 창출했습니다. 팬데믹으로 인해 기술 기업들이 사업 지속성을 확보하기 위해 클라우드 기반 서비스로의 대대적인 전환을 단행했습니다. UAE와 같은 국가들이 역학 조사를 수행하고 팬데믹 확산 지도를 작성하기 위해 공간 분석 도구를 활용하면서 공공 의료 부문에서 공간 분석에 대한 수요가 크게 증가했습니다.
팬데믹 이후 중동 지역의 안보 상황 악화는 지리공간 분석 도구 및 서비스에 대한 투자 급증으로 이어졌습니다. 중기적으로는 군사적 응용 분야가 주를 이룰 것으로 예상되지만, 장기적으로는 기후 변화 완화, 농업, 의료 및 공공 서비스 분야로 초점이 옮겨갈 것입니다.
러시아-우크라이나 전쟁 영향 분석
러시아-우크라이나 전쟁으로 인해 부유한 러시아 시민들이 중동 국가, 특히 UAE로 대거 유입되었습니다. UAE를 비롯한 중동 지역의 은행 및 금융 서비스 기관들은 러시아 이민자 사회의 자산 관리 및 기타 은행 서비스 수요를 측정하기 위해 지리공간 분석 도구를 도입하고 있습니다.
중동 지역, 특히 이라크, 시리아, 이스라엘, 예멘의 안보 상황 악화로 인해 지리공간 분석 도구의 군사적 활용도 증가했습니다. 이러한 도구들은 주로 적의 반응을 가늠하고 그에 따라 군사 전략을 계획하기 위해 상황 전개를 감시하는 데 사용되고 있습니다.
구성 요소별
• 공간 매핑 및 공간 분석
• 데이터 통합 ​​및 ETL
• 지오코딩 및 역지오코딩
• 보고 및 지리 시각화
• 기타
배포 방식별
• 클라우드
• 온프레미스
애플리케이션별
• 재난 관리 및 위험 감소
• 공공 안전
• 측량
• 기후 변화 적응
• 기타
최종 사용자별
• 국방 및 안보
• 소매 및 물류
• 정부 보조금
• 금융 및 보험(BFSI)
• 에너지 및 전력
• 농업
• 의료 및 생명 과학
• 인프라 개발
• 기타
국가별
• 사우디아라비아
• UAE
• 오만
• 바레인
• 카타르
• 쿠웨이트
• 이집트
• 이란
• 이라크
• 이스라엘
• 기타 중동 및 북아프리카
주요 개발 사항
• 2023년 1월, 사우디아라비아는 국가 비전 2031 정책을 지원하기 위해 Esri Global과 공간 정보 및 분석 제공 계약을 체결했습니다.

• 2024년 1월, UAE에 본사를 둔 위성 통신 회사인 YahSat과 Bayanat은 합병을 통해 AI와 같은 신흥 기술을 활용하여 새로운 지리공간 분석 도구를 개발하는 데 주력하는 새로운 법인을 설립한다고 발표했습니다.
경쟁 환경
시장의 주요 글로벌 업체로는 Trimble Inc., Hexagon AB, Bentley Systems, Incorporated, Esri Global, Locana, EOS Data Analytics, Inc., Autodesk Inc., L3Harris Technologies, Inc. 및 Alteryx Fugro가 있습니다.
보고서 ​​구매 이유

• 구성 요소, 배포 방식, 애플리케이션, 최종 사용자 및 국가를 기준으로 MENA 지역 공간 분석 및 데이터 과학 시장의 세분화를 시각화하고 주요 상업 자산 및 업체를 파악하기 위함입니다.

• 트렌드 분석 및 공동 개발을 통해 사업 기회를 발굴하기 위함입니다.

• 모든 세그먼트를 포함한 파우치 테이프 시장 수준의 다양한 데이터 포인트가 담긴 Excel 데이터 시트가 제공됩니다.

• 심층적인 질적 인터뷰와 연구를 바탕으로 종합적인 분석이 담긴 PDF 보고서가 제공됩니다.

• 주요 업체들의 핵심 제품을 모두 포함하는 제품 맵핑 자료를 엑셀 파일로 제공합니다.
중동 및 북아프리카 공간 분석 및 데이터 과학 시장 보고서는 약 45개의 표, 48개의 그림, 178페이지 분량입니다.
2024년 목표 고객
• 위성 영상 기업
• 군수업체
• 의료 서비스 제공업체
• 인프라 엔지니어
• 정부 기관
• 산업 투자자/투자 은행가
• 시장 조사 전문가

보고서 요약(영어 원문)

Overview
Middle East and North Africa Spatial Analysis and Data Science Market reached US$ 3.6 billion in 2023 and is expected to reach US$ 8.0 billion by 2031, growing with a CAGR of 10.5% during the forecast period 2024-2031.
One of the major trends that has emerged in recent years, especially in the middle east, is the deployment of spatial analytical tools for public safety applications. During the 2022 FIFA world cup, Qatar utilized a spatial analytics-based sytem to analyse data from an extensive network of CCTV cameras to deploy police and security at potentially troubled areas.
The future growth of the spatial analysis and data science market could be challenged by the shortfall of skilled personnel. Most of the workforce in this industry, barring military applications, is expatriate and the training of a local workforce is bound to take a few years, thus constraining market growth over that time period.
Dynamics
Growing Concern About Climate Change Impact
Africa is projected to be among the hardest hit region due to the impact of climate change. Extreme heat waves, droughts, desertification and floods are increasingly becoming more intense and frequent. The middle east is also witnessing an increase in abnormal weather events such as heavy snowfall, flash flooding and increasing desertification.
Geospatial analytics is being increasingly deployed to track and monitor the impact of climate change. During the 2023 Climate Change Conference in Dubai, the topic of using advanced technological tools such as spatial analysis was at the forefront of discussions. The increasing adoption of advanced tools to fight climate change impact will be key in raising demand for spatial analytics in the middle east during the forecast period.
Increasing Adoption of Agritech
As new industries such as oil and gas, trade, tourism and aviation emerged, agriculture was neglected by many middle eastern governments. Most countries become heavily reliant on food imports, which were afforded by strong currencies backed by large oil and gas sales revenues. However, changing global dynamics have forced countries to focus on food security and hence a revitalization of the agricultural industry is taking place.
Geospatial analytical tools are being leveraged to identify agricultural process inefficiences and strategize new solutions. For instance, AgriEdge, a Moroccan-Egyptian startup, uses a precision agriculture platform, which utilizes spatial analytics, to determine the optimum level of fertilizer and water for each type of crop by taking into account variables like weather and soil condition.
High Cost and Infrastructure Requirements
The effective adoption of spatial analytics requires extensive capital investment for acquiring and maintaining hardware and software licenses. It also requires the development of computational infrastructure including high-capacity data storage facilities and networking equipment. The enormous costs involved means that only organization with major financial backing are able to undertake spatial analytics.
The high cost of equipment and infrastructure hampers the wider adoption of spatial analytics. In the middle east, most of the geospatial analytics systems and services are concentrated in richer countries such as Saudi Arabia, UAE and Israel. Poor and backward countries such as Iraq, which are expected to be hit hard by climate change, are unlikely to invest in acquiring geospatial capabilities.
Segment Analysis
The Middle East and north Africa spatial analysis and data science market is segmented based on component, deployment, application, end-user and country.
Growing Popularity of Cloud-based Deployment Gives it a Major Market Share
Many organizations utilizing geospatial analytical tools and services are adopting hybrid and multi-cloud environments to leverage the benefits of different cloud platforms and reduce operational costs. Cloud-based deployment allows for remote access from anywhere, without the need for complex hardware support. Furthemore, cloud-based deployment ensures easy availability of data to all major stakeholders.
Comparatively, on-premise deployment is more expensive, requiring the usage of extensive hardware. Only military applications, which process sensitive data pertaining to national security use heavily secured hardware for the on-premise deployment of geospatial analytical tools at a military facility.
Geographical Penetration
Israel is Expected to Have the Largest Market Share
Israel has always leveraged its technological prowess in military applications to offset the conventional numerical advantage enjoyed by its adversaries. The Israeli military has been at the forefront of adopting emerging spatial analytical tools for combat operations, something other militaries in the region are belatedly catching up upon.
For instance, in December 2023, Israel’s military intelligence directorate announced that it was using an advanced AI-based geospatial analytical tool, codenamed the ‘Gospel’ to acquire airstrike targeting information during the ongoing conflict against Hamas in Gaza. Most of Israel’s spatial analytical technology is dual-use, which means that civilian sectors such as healthcare, public infrastructure and agriculture also benefit from deployed military technology.
COVID-19 Impact Analysis
The COVID-19 pandemic created various opportunities for the MENA spatial analysis and data science market. The pandemic led to a major migration to cloud-based services as tech businesses scrambled to ensure continuity. The demand for spatial analysis increased significantly from the public healthcare sector, as countries such as UAE deployed these tools to undertake epidemiological surveys and map the spread of the pandemic.
The deteriorating security situation in the middle east in the post-pandemic period has led to a spurt in investment in geospatial analytical tools and services. Although military applications are likely to dominate in the medium term, the long-term focus will eventually shift towards climate change mitigation, agriculture and healthcare and public services.
Russia-Ukraine War Impact Analysis
The Russia-Ukraine war has led to a major influx of wealthy Russian citizens into middle eastern countries, especially UAE. Banking and financial service institutions in UAE and other middle eastern are now deploying geospatial analytical tools to gauge the demand for wealth management and other banking services from the Russian expatriate community.
The military usage of geospatial analytical tools has also increased, in wake of the deteriorating security situation in the middle east, especially in Iraq, Syria, Israel and Yemen. The tools are mainly being deploying for monitoring the developing situations in order to gauge adversary response and plan military strategy accordingly.
By Component
• Itsatic Mapping & Spatial Analysis
• Data Integration & ETL
• Geocoding & Reverse Geocoding
• Reporting & Geovisualization
• Others
By Deployment
• Cloud
• On-Premise
By Application
• Disaster Management & Risk Reduction
• Public Safety
• Surveying
• Climate Change Adaption
• Others
By End-User
• Defence & Security
• Retail & Logistics
• Government Subsidies
• BFSI
• Energy & Power
• Agriculture
• Healthcare & Lifesciences
• Infrastructure Development
• Others
By Country
• Saudi Arabia
• UAE
• Oman
• Bahrain
• Qatar
• Kuwait
• Egypt
• Iran
• Iraq
• Israel
• Rest of Middle East and North Africa
Key Developments
• In January 2023, the Saudi Arabian signed a contract with Esri Global to provide geospatial information and analytics in support of the country’s Vision 2031 policy.
• In January 2024, YahSat and Bayanat, two UAE-based satellite communication companies announced a merger to form a new entity focused on leveraging emerging technologies such as AI to build new geospatial analytics tools.
Competitive Landscape
The major global players in the market include Trimble Inc., Hexagon AB, Bentley Systems, Incorporated, Esri Global, Locana, EOS Data Analytics, Inc., Autodesk Inc., L3Harris Technologies, Inc. and Alteryx Fugro.
Why Purchase the Report?
• To visualize the MENA spatial analysis and data science market segmentation based on component, deployment, application, end-user and country, as well as understand key commercial assets and players.
• Identify commercial opportunities by analyzing trends and co-development.
• Excel data sheet with numerous data points of pouch tapes market-level with all segments.
• PDF report consists of a comprehensive analysis after exhaustive qualitative interviews and an in-depth study.
• Product mapping available as excel consisting of key products of all the major players.
The Middle East and North Africa Spatial Analysis and Data Science Market report would provide approximately 45 tables, 48 figures and 178 Pages.
Target Audience 2024
• Satellite Imaging Companies
• Military Contractors
• Health Service Providers
• Infrastructure Engineers
• Government Agencies
• Industry Investors/Investment Bankers
• Research Professionals

상세 목차

1. Methodology and Scope
1.1. Research Methodology
1.2. Research Objective and Scope of the Report
2. Definition and Overview
3. Executive Summary
3.1. Snippet by Component
3.2. Snippet by Deployment
3.3. Snippet by Application
3.4. Snippet by End-User
3.5. Snippet by Region
4. Dynamics
4.1. Impacting Factors
4.1.1. Drivers
4.1.1.1. Growing Concern About Climate Change Impact
4.1.1.2. Increasing Adoption of Agritech
4.1.2. Restraints
4.1.2.1. High Cost and Infrastructure Requirements
4.1.3. Opportunity
4.1.4. Impact Analysis
5. Industry Analysis
5.1. Porter's Five Force Analysis
5.2. Supply Chain Analysis
5.3. Pricing Analysis
5.4. Regulatory Analysis
5.5. Russia-Ukraine War Impact Analysis
5.6. DMI Opinion
6. COVID-19 Analysis
6.1. Analysis of COVID-19
6.1.1. Scenario Before COVID
6.1.2. Scenario During COVID
6.1.3. Scenario Post COVID
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 Component
7.1. Introduction
7.1.1. Market Source Analysis and Y-o-Y Growth Analysis (%), By Component
7.1.2. Market Attractiveness Index, By Component
7.2. Itsatic Mapping & Spatial Analysis*
7.2.1. Introduction
7.2.2. Market Source Analysis and Y-o-Y Growth Analysis (%)
7.3. Data Integration & ETL
7.4. Geocoding & Reverse Geocoding
7.5. Reporting & Geovisualization
7.6. Others
8. By Deployment
8.1. Introduction
8.1.1. Market Source Analysis and Y-o-Y Growth Analysis (%), By Deployment
8.1.2. Market Attractiveness Index, By Deployment
8.2. Cloud*
8.2.1. Introduction
8.2.2. Market Source Analysis and Y-o-Y Growth Analysis (%)
8.3. On-Premise
9. By Application
9.1. Introduction
9.1.1. Market Source Analysis and Y-o-Y Growth Analysis (%), By Application
9.1.2. Market Attractiveness Index, By Application
9.2. Disaster Management & Risk Reduction*
9.2.1. Introduction
9.2.2. Market Source Analysis and Y-o-Y Growth Analysis (%)
9.3. Public Safety
9.4. Surveying
9.5. Climate Change Adaption
9.6. Others
10. By End-User
10.1. Introduction
10.1.1. Market Source Analysis and Y-o-Y Growth Analysis (%), By End-User
10.1.2. Market Attractiveness Index, By End-User
10.2. Defence & Security*
10.2.1. Introduction
10.2.2. Market Source Analysis and Y-o-Y Growth Analysis (%)
10.3. Retail & Logistics
10.4. Government Subsidies
10.5. BFSI
10.6. Energy & Power
10.7. Agriculture
10.8. Healthcare & Lifesciences
10.9. Infrastructure Development
10.10. Others
11. By Region
11.1. Introduction
11.1.1. Market Source Analysis and Y-o-Y Growth Analysis (%), By Region
11.1.2. Market Attractiveness Index, By Region
11.2. Middle East and North Africa
11.2.1. Introduction
11.2.2. Key Region-Specific Dynamics
11.2.3. Market Source Analysis and Y-o-Y Growth Analysis (%), By Component
11.2.4. Market Source Analysis and Y-o-Y Growth Analysis (%), By Deployment
11.2.5. Market Source Analysis and Y-o-Y Growth Analysis (%), By Application
11.2.6. Market Source Analysis and Y-o-Y Growth Analysis (%), By End-User
11.2.7. Market Source Analysis and Y-o-Y Growth Analysis (%), By Country
11.2.7.1. Saudi Arabia
11.2.7.2. UAE
11.2.7.3. Oman
11.2.7.4. Bahrain
11.2.7.5. Qatar
11.2.7.6. Kuwait
11.2.7.7. Egypt
11.2.7.8. Iran
11.2.7.9. Iraq
11.2.7.10. Israel
11.2.7.11. Rest of Middle East and North Africa
12. Competitive Landscape
12.1. Competitive Scenario
12.2. Market Positioning/Share Analysis
12.3. Mergers and Acquisitions Analysis
13. Company Profiles
13.1. Trimble Inc.*
13.1.1. Company Overview
13.1.2. Product Portfolio and Description
13.1.3. Financial Overview
13.1.4. Key Developments
13.2. Hexagon AB
13.3. Bentley Systems, Incorporated
13.4. Esri Global
13.5. Locana
13.6. EOS Data Analytics, Inc.
13.7. Autodesk Inc.
13.8. L3Harris Technologies, Inc.
13.9. Alteryx
13.10. Fugro
LIST NOT EXHAUSTIVE
14. Appendix
14.1. About Us and Services
14.2. Contact Us

언급된 주요 기업들

Trimble Inc., 4. Key Developments, Hexagon AB, Bentley Systems, Incorporated, Esri Global, Locana, EOS Data Analytics, Inc., Autodesk Inc., L3Harris Technologies, Inc., Alteryx, Fugro

표 목록 (Tables)

List of Tables

Table 1 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Component, 2023, 2027 & 2031 (US$ Million)

Table 2 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Component, 2022-2031 (US$ Million)

Table 3 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Deployment, 2023, 2027 & 2031 (US$ Million)

Table 4 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Deployment, 2022-2031 (US$ Million)

Table 5 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Application, 2023, 2027 & 2031 (US$ Million)

Table 6 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Application, 2022-2031 (US$ Million)

Table 7 Middle East and North Africa Spatial Analysis and Data Science Market Value, By End-User, 2023, 2027 & 2031 (US$ Million)

Table 8 Middle East and North Africa Spatial Analysis and Data Science Market Value, By End-User, 2022-2031 (US$ Million)

Table 9 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Region, 2023, 2027 & 2031 (US$ Million)

Table 10 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Region, 2022-2031 (US$ Million)

Table 11 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Component, 2022-2031 (US$ Million)

Table 12 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Deployment, 2022-2031 (US$ Million)

Table 13 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Application, 2022-2031 (US$ Million)

Table 14 Middle East and North Africa Spatial Analysis and Data Science Market Value, By End-User, 2022-2031 (US$ Million)

Table 15 Middle East and North Africa Spatial Analysis and Data Science Market Value, By Country, 2022-2031 (US$ Million)

Table 16 Trimble Inc.: Overview

Table 17 Trimble Inc.: Product Portfolio

Table 18 Trimble Inc.: Key Developments

Table 19 Hexagon AB: Overview

Table 20 Hexagon AB: Product Portfolio

Table 21 Hexagon AB: Key Developments

Table 22 Bentley Systems, Incorporated: Overview

Table 23 Bentley Systems, Incorporated: Product Portfolio

Table 24 Bentley Systems, Incorporated: Key Developments

Table 25 Esri Global: Overview

Table 26 Esri Global: Product Portfolio

Table 27 Esri Global: Key Developments

Table 28 Locana: Overview

Table 29 Locana: Product Portfolio

Table 30 Locana: Key Developments

Table 31 EOS Data Analytics, Inc.: Overview

Table 32 EOS Data Analytics, Inc.: Product Portfolio

Table 33 EOS Data Analytics, Inc.: Key Developments

Table 34 Autodesk Inc.: Overview

Table 35 Autodesk Inc.: Product Portfolio

Table 36 Autodesk Inc.: Key Developments

Table 37 L3Harris Technologies, Inc.: Overview

Table 38 L3Harris Technologies, Inc.: Product Portfolio

Table 39 L3Harris Technologies, Inc.: Key Developments

Table 40 Alteryx: Overview

Table 41 Alteryx: Product Portfolio

Table 42 Alteryx: Key Developments

Table 43 Fugro: Overview

Table 44 Fugro: Product Portfolio

Table 45 Fugro: Key Developments

그림 목록 (Figures)

List of Figures

Figure 1 Middle East and North Africa Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 2 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Component, 2023 & 2031 (%)

Figure 3 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Deployment, 2023 & 2031 (%)

Figure 4 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Application, 2023 & 2031 (%)

Figure 5 Middle East and North Africa Spatial Analysis and Data Science Market Share, By End-User, 2023 & 2031 (%)

Figure 6 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Region, 2023 & 2031 (%)

Figure 7 Middle East and North Africa Spatial Analysis and Data Science Market Y-o-Y Growth, By Component, 2022-2031 (%)

Figure 8 Itsatic Mapping & Spatial Analysis Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 9 Data Integration & ETL Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 10 Geocoding & Reverse Geocoding Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 11 Reporting & Geovisualization Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 12 Others Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 13 Middle East and North Africa Spatial Analysis and Data Science Market Y-o-Y Growth, By Deployment, 2022-2031 (%)

Figure 14 Cloud Deployment in Middle East and North Africa Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 15 On-Premise Deployment in Middle East and North Africa Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 16 Middle East and North Africa Spatial Analysis and Data Science Market Y-o-Y Growth, By Application, 2022-2031 (%)

Figure 17 Middle East and North Africa Spatial Analysis and Data Science Market Value in Disaster Management & Risk Reduction , 2022-2031 (US$ Million)

Figure 18 Middle East and North Africa Spatial Analysis and Data Science Market Value in Public Safety , 2022-2031 (US$ Million)

Figure 19 Middle East and North Africa Spatial Analysis and Data Science Market Value in Surveying , 2022-2031 (US$ Million)

Figure 20 Middle East and North Africa Spatial Analysis and Data Science Market Value in Climate Change Adaption , 2022-2031 (US$ Million)

Figure 21 Middle East and North Africa Spatial Analysis and Data Science Market Value in Others , 2022-2031 (US$ Million)

Figure 22 Middle East and North Africa Spatial Analysis and Data Science Market Y-o-Y Growth, By End-User, 2022-2031 (%)

Figure 23 Middle East and North Africa Spatial Analysis and Data Science Market Value in Defence & Security, 2022-2031 (US$ Million)

Figure 24 Middle East and North Africa Spatial Analysis and Data Science Market Value in Retail & Logistics, 2022-2031 (US$ Million)

Figure 25 Middle East and North Africa Spatial Analysis and Data Science Market Value in Government Subsidies, 2022-2031 (US$ Million)

Figure 26 Middle East and North Africa Spatial Analysis and Data Science Market Value in BFSI, 2022-2031 (US$ Million)

Figure 27 Middle East and North Africa Spatial Analysis and Data Science Market Value in Energy & Power, 2022-2031 (US$ Million)

Figure 28 Middle East and North Africa Spatial Analysis and Data Science Market Value in Agriculture, 2022-2031 (US$ Million)

Figure 29 Middle East and North Africa Spatial Analysis and Data Science Market Value in Healthcare & Lifesciences, 2022-2031 (US$ Million)

Figure 30 Middle East and North Africa Spatial Analysis and Data Science Market Value in Infrastructure Development, 2022-2031 (US$ Million)

Figure 31 Middle East and North Africa Spatial Analysis and Data Science Market Value in Others, 2022-2031 (US$ Million)

Figure 32 Middle East and North Africa Spatial Analysis and Data Science Market Y-o-Y Growth, By Region, 2022-2031 (%)

Figure 33 Middle East and North Africa Spatial Analysis and Data Science Market Value, 2022-2031 (US$ Million)

Figure 34 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Component, 2023 & 2031 (%)

Figure 35 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Deployment, 2023 & 2031 (%)

Figure 36 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Application, 2023 & 2031 (%)

Figure 37 Middle East and North Africa Spatial Analysis and Data Science Market Share, By End-User, 2023 & 2031 (%)

Figure 38 Middle East and North Africa Spatial Analysis and Data Science Market Share, By Country, 2023 & 2031 (%)

Figure 39 Trimble Inc.: Financials

Figure 40 Hexagon AB: Financials

Figure 41 Bentley Systems, Incorporated: Financials

Figure 42 Esri Global: Financials

Figure 43 Locana: Financials

Figure 44 EOS Data Analytics,Inc.: Financials

Figure 45 Autodesk Inc.: Financials

Figure 46 L3Harris Technologies, Inc.: Financials

Figure 47 Alteryx: Financials

Figure 48 Fugro: Financials