地理空間分析市場:提供サービス(ソリューション(タイプ(ジオコーディング&リバースジオコーディング、テマティックマッピング&空間分析))&サービス)、技術(リモートセンシング、GPS、GIS)、業種、地域別 - 2028年までの世界予測Geospatial Analytics Market by Offering (Solutions (Type (Geocoding & Reverse Geocoding and Thematic Mapping & Spatial Analytics)) & Services), Technology (Remote Sensing, GPS, GIS), Vertical, and Region - Global Forecast to 2028 地理空間アナリティクス市場は、2023年の785億米ドルから2028年には1,419億米ドルに成長し、予測期間中の年平均成長率は12.6%と予測されている。空間データ分析を基礎とする地理空間アナリティクスは、地理空間... もっと見る
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サマリー地理空間アナリティクス市場は、2023年の785億米ドルから2028年には1,419億米ドルに成長し、予測期間中の年平均成長率は12.6%と予測されている。空間データ分析を基礎とする地理空間アナリティクスは、地理空間データを理解し、そこから洞察を引き出すための包括的なアプローチを提供する。空間データ分析では、空間的に参照される情報の関係、パターン、特性を調べる。地理空間分析では、空間統計、空間補間、空間モデリングなどの高度なテクニックを活用して空間データを分析・解釈する。空間データ分析を活用することで、地理空間分析では空間パターンの特定、空間クラスターや異常値の検出、空間関係の探索が可能になる。都市計画、環境管理、交通、公衆衛生など多様な用途に実用的な洞察を提供することで、意思決定プロセスを促進する。予測期間中、BFSI分野が最大市場になると予測 地理空間アナリティクスは、地理空間データと顧客データの統合によるリスク評価と不正検知の強化、ロケーションベースの洞察に基づくターゲットを絞ったマーケティングキャンペーンとパーソナライズされた顧客エンゲージメントの促進、アクセシビリティとコスト効率の改善による支店とATMネットワークの最適化、不動産価値と市場動向に関する地理空間データの分析による信用リスク評価と引き受けの改善、正確なリスク評価とクレーム管理のための地理空間データの活用による災害と大災害のリスク管理の支援によって、銀行・金融サービス・保険(BFSI)セクターに大きな影響を与えている。地理空間アナリティクスは、BFSIセクターがデータ主導の意思決定を行い、業務効率を改善し、顧客に強化されたサービスを提供できるようにする。 技術の中では、GPS分野が予測期間中に最も高いCAGRで成長すると予測されている。 地理空間アナリティクスは、地理空間データから価値ある洞察を引き出す機能を活用することで、全地球測位システム(GPS)に大きな影響を与えている。GPSデータを他の地理空間データセットと統合することで、地理空間解析は位置情報に基づく分析の精度と正確性を高め、空間的なパターン、トレンド、関係をより深く理解できるようになります。地理空間解析は、高度な空間解析、予測モデリング、可視化機能を提供することでGPSアプリケーションを強化し、ナビゲーション、資産追跡、物流計画、位置情報サービスの改善を可能にします。GPSデータから得られる豊富な空間的洞察に基づいて、企業や個人が情報に基づいた意思決定を行えるようになり、幅広い業界や用途で効率性、生産性、意思決定が強化されます。 サービスの中では、コンサルティング・サービス分野が予測期間中に最大の市場規模を占めると予想される。 地理空間分析は、価値ある空間的洞察とデータ主導型ソリューションを提供することで、コンサルティング・サービスに影響を与えている。コンサルタントは地理空間アナリティクスを活用することで、ロケーションベースのデータを分析し、市場動向を特定し、サイトの適合性を評価し、リソース配分を最適化することができる。地理空間データと高度な分析技術を統合することで、コンサルタントはクライアントの意思決定支援、リスク評価、市場分析を強化することができる。地理空間アナリティクスによって、コンサルタントは空間的関係を可視化し、空間モデリングを実行し、実行可能な提言を生成できるようになり、不動産、小売、物流、都市計画などさまざまな分野のクライアントの戦略改善、業務効率化、競争力強化につながる。 予測期間中、北米が最大の市場規模を占める 北米が地理空間分析市場で最大のシェアを占めると推定される。地理空間分析の世界市場は北米が支配的である。北米は世界のGeospatial analytics市場で最も高い収益を生み出している地域であり、米国が最も高い市場シェアを占め、カナダがこれに続く。地理空間アナリティクスは北米に大きな影響を与え、さまざまな業界に革命をもたらし、イノベーションを促進している。地理空間アナリティクスは、その高度なツールと技術によって、意思決定、リソースの最適化、業務効率の改善のために位置情報データの力を活用することを可能にする。都市計画やインフラ整備から環境保全、災害管理、ヘルスケアに至るまで、地理空間アナリティクスは北米の複雑な課題に対処し、持続可能な成長を推進する上で重要な役割を果たしている。空間的な洞察と分析を活用することで、この地域の企業や政府は競争力を高め、地域社会によりスマートで強靭な未来を創造することができます。 プライマリーの内訳 地理空間アナリティクス市場で事業を展開する様々な主要組織の最高経営責任者(CEO)、イノベーション・技術責任者、システムインテグレーター、経営幹部に対して詳細なインタビューを実施。 企業別:ティア I:35%、ティア II:45%、ティア III:20%。 役職別Cレベルのエグゼクティブ:35%, 取締役:25%、その他40% 地域別北米: 40%, APAC:北米:40%、APAC:30%、欧州:20%、MEA:5%、中南米:5 世界中で地理空間解析ソリューションとサービスを提供している主なベンダーは、Esri(米国)、Precisely(米国)、Caliper Corporation(米国)、Blue Marble Geographic(米国)、Google(米国)、Alteryx(米国)、Blue Sky Analytics(オランダ)、HexagonAB(スイス)、TomTom(オランダ)、Trimble(米国)、Maxar Technologies(米国)、RMSI(インド)、Maplarge(米国)、General Electric(米国)、Bentley Systems(米国)、Fugro(オランダ)、Orbital Insights(米国)、Mapidea(ポルトガル)、Geospin(ドイツ)、Sparkgeo(カナダ)、Orbica(ニュージーランド)、Descartes Lab(米国)、Skymap Global(シンガポール)、ReMOT Technologies(米国)、CARTO(米国)、株式会社パスコ(日本)、Geoviet Consulting(ベトナム)、Mandalay Technology(ミャンマー)、GIS Co.Ltd.(タイ(タイ)、Suntac Technologies(ミャンマー)、Geomatic Consulting International(ベトナム)、AAM, A Woolpert Company(オーストラリア)、Mappointasia(タイ)、Vegastar Technology(ベトナム)、HERE Technologies(オランダ)。 調査範囲 この調査レポートは、地理空間分析を調査対象としています。この調査レポートは、オファリング、アプリケーション、業種、地域など、さまざまなセグメントにわたる市場規模と成長の可能性を推定することを目的としています。市場主要企業の詳細な競合分析、企業プロフィール、製品および事業提供に関する主な見解、最近の動向、主要市場戦略などを含みます。 レポート購入の主な利点 本レポートは、本市場における市場リーダー/新規参入者に、地理空間アナリティクス市場全体とそのサブセグメントにおける収益数の最も近い近似値に関する情報を提供します。本レポートは、利害関係者が競争状況を理解し、自社のビジネスを位置付け、適切な市場参入戦略を計画するためのより良い洞察を得るのに役立つものと思われます。また、利害関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。 本レポートでは、以下のポイントに関する洞察を提供しています: - 主な促進要因(ロケーションインテリジェンスに対する需要の高まり、市場成長を促進するロケーションベース技術の継続的な進歩、技術とコンピューティングパワーの進歩、スマートシティの発展と都市化、ロケーション全体へのIoTセンサーの高い展開、ビッグデータ分析の進歩)、阻害要因(中小企業にとっての高コストと予算の制約、ジオプライバシーと機密データに関する懸念、GISソリューションと地理空間データの障壁の高コスト)の分析、地理空間アナリティクス市場の成長に影響を与える機会(4D GISソフトウェアの技術的進歩、5G通信技術の進歩、中小企業における高い採用率、幅広い重要な洞察のための位置情報データの分析能力)、課題(コストとインフラ要件、地理空間アナリティクスの機能と利点に関する認識不足、熟練した人材の不足)。 - 製品開発/イノベーション:地理空間分析市場における今後の技術、研究開発活動、新製品・新サービスの発表に関する詳細な洞察。 - 市場開発:有利な市場に関する包括的情報 - 当レポートでは、さまざまな地域の地理空間分析市場を分析しています。 - 市場の多様化:新製品&サービス、未開拓の地域、最近の開発、地理空間分析市場戦略への投資に関する網羅的な情報。また、本レポートは、利害関係者が地理空間分析市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供します。 - 競合評価:地理空間分析市場におけるEsri社(米国)、Precisely社(米国)、Caliper Corporation社(米国)、Blue Marble Geographic社(米国)、Google社(米国)、Alteryx社(米国)などの主要企業の市場シェア、成長戦略、サービス内容を詳細に評価。 目次1 INTRODUCTION 441.1 STUDY OBJECTIVES 44 1.2 MARKET DEFINITION 44 1.2.1 INCLUSIONS AND EXCLUSIONS 45 1.3 STUDY SCOPE 46 1.3.1 MARKET SEGMENTATION 46 1.3.2 REGIONS COVERED 47 1.4 YEARS CONSIDERED 47 1.5 CURRENCY CONSIDERED 48 TABLE 1 USD EXCHANGE RATE, 2020–2022 48 1.6 STAKEHOLDERS 48 1.7 SUMMARY OF CHANGES 49 1.7.1 RECESSION IMPACT 49 2 RESEARCH METHODOLOGY 50 2.1 RESEARCH DATA 50 FIGURE 1 GEOSPATIAL ANALYTICS MARKET: RESEARCH DESIGN 50 2.1.1 SECONDARY DATA 51 2.1.1.1 Key data from secondary sources 51 2.1.2 PRIMARY DATA 52 2.1.2.1 Primary interviews with experts 52 2.1.2.2 Key primary interview participants 52 2.1.2.3 Breakup of primary profiles 53 2.1.2.4 Key data from primary sources 53 2.1.2.5 Key industry insights 54 2.2 DATA TRIANGULATION 54 2.3 MARKET SIZE ESTIMATION 55 FIGURE 2 GEOSPATIAL ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 55 2.3.1 TOP-DOWN APPROACH 55 2.3.2 BOTTOM-UP APPROACH 56 FIGURE 3 APPROACH 1 (SUPPLY SIDE): REVENUE FROM OFFERINGS OF GEOSPATIAL ANALYTICS MARKET PLAYERS 56 FIGURE 4 APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM OFFERINGS OF GEOSPATIAL ANALYTICS MARKET PLAYERS 57 FIGURE 5 APPROACH 3, BOTTOM-UP (SUPPLY SIDE): REVENUE AND SUBSEQUENT MARKET ESTIMATION FROM OFFERINGS OF GEOSPATIAL ANALYTICS MARKET PLAYERS 58 FIGURE 6 APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF GEOSPATIAL ANALYTICS OFFERINGS THROUGH OVERALL GEOSPATIAL ANALYTICS SPENDING 58 2.4 MARKET FORECAST 59 TABLE 2 FACTOR ANALYSIS 59 2.5 RESEARCH ASSUMPTIONS 60 2.6 LIMITATIONS AND RISK ASSESSMENT 62 2.7 IMPACT OF RECESSION ON GLOBAL GEOSPATIAL ANALYTICS MARKET 62 TABLE 3 IMPACT OF RECESSION ON GLOBAL GEOSPATIAL ANALYTICS MARKET 63 3 EXECUTIVE SUMMARY 64 TABLE 4 GLOBAL GEOSPATIAL ANALYTICS MARKET AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y%) 65 TABLE 5 GLOBAL GEOSPATIAL ANALYTICS MARKET AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 65 FIGURE 7 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023 65 FIGURE 8 GEOCODING & REVERSE GEOCODING SEGMENT TO LEAD MARKET IN 2023 66 FIGURE 9 ON-PREMISES SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023 66 FIGURE 10 CONSULTING SERVICES SEGMENT TO LEAD MARKET IN 2023 66 FIGURE 11 REMOTE SENSING SEGMENT TO LEAD MARKET IN 2023 67 FIGURE 12 ENERGY & UTILITY SEGMENT TO LEAD MARKET IN 2023 67 FIGURE 13 NORTH AMERICA TO LEAD GEOSPATIAL ANALYTICS MARKET IN 2023 68 4 PREMIUM INSIGHTS 69 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN GEOSPATIAL ANALYTICS MARKET 69 FIGURE 14 INCREASE IN NUMBER OF AI- AND ML-BASED GIS SOLUTIONS TO DRIVE MARKET GROWTH 69 4.2 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL 69 FIGURE 15 ENERGY & UTILITY SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 69 4.3 GEOSPATIAL ANALYTICS MARKET, BY REGION 70 FIGURE 16 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE BY 2023 70 4.4 GEOSPATIAL ANALYTICS MARKET, BY OFFERING AND KEY VERTICAL 70 FIGURE 17 SOLUTIONS AND ENERGY & UTILITY SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE BY 2023 70 5 MARKET OVERVIEW AND INDUSTRY TRENDS 71 5.1 INTRODUCTION 71 5.2 MARKET DYNAMICS 71 FIGURE 18 GEOSPATIAL ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 71 5.2.1 DRIVERS 72 5.2.1.1 Growing demand for location intelligence 72 5.2.1.2 Continuous advancements in location-based technology 72 5.2.1.3 Advancements in technology and computing power 72 5.2.1.4 Development of smart cities and urbanization 73 5.2.1.5 High deployment of IoT sensors across locations 73 5.2.1.6 Advancements in big data analytics 74 5.2.2 RESTRAINTS 74 5.2.2.1 Budgetary constraints in small and medium-sized enterprises 74 5.2.2.2 Concerns related to geoprivacy and confidential data 74 5.2.2.3 High cost of GIS solutions and geospatial data barriers 74 5.2.2.4 Location-based technologies (LBT) gaining momentum to increase RoI 75 5.2.3 OPPORTUNITIES 75 5.2.3.1 Technical advancements in 4D GIS software 75 5.2.3.2 Advancements in 5G communications technology 75 5.2.3.3 Rising adoption of geospatial analytics in small and medium-sized enterprises 76 5.2.3.4 Growing ability of organizations to analyze location data for wide range of critical insights 76 5.2.4 CHALLENGES 76 5.2.4.1 Cost and infrastructure requirements 76 5.2.4.2 Lack of awareness regarding capabilities and benefits of geospatial analytics 77 5.2.4.3 Lack of skilled manpower 77 5.3 CASE STUDY ANALYSIS 77 5.3.1 ENERGY & UTILITY 77 5.3.1.1 RMSI helped US-based electric and gas company enhance spatial accuracy 77 5.3.1.2 Kaukauna Utilities (KU) transitioned to ArcGIS Utility Network and implemented GIS-based Electric Design Workflows to improve design and asset management processes 78 5.3.1.3 Electric Authority of Cyprus deployed Oracle’s solutions to increase application stability and resolve several application-specific deadlocks 78 5.3.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 79 5.3.2.1 Bajaj Finserv implemented Esri’s Geospatial Platform solution to improve customer service 79 5.3.3 AUTOMOTIVE & TRANSPORTATION 79 5.3.3.1 Esri helped Carrefour establish a global platform for geomarketing to monitor store performance 79 5.3.4 EDUCATION 80 5.3.4.1 Esri enabled Chesley District Community School to engage students in geography classes 80 5.3.4.2 University of Northampton implemented GIS-based system to improve teaching and research capabilities, reduce costs, and enhance decision-making 80 5.3.5 HEALTHCARE & LIFE SCIENCES 81 5.3.5.1 Sanitas implemented CARTO’s solutions to evaluate demographic landscapes and ensure expansion during site planning 81 5.3.6 GOVERNMENT 81 5.3.6.1 City of San Diego implemented SAP solutions to strengthen emergency services 81 5.3.7 REAL ESTATE & CONSTRUCTION 82 5.3.7.1 Crown Estate implemented GIS-based system to improve operations and reduce costs 82 5.4 EVOLUTION OF GEOSPATIAL ANALYTICS 82 FIGURE 19 EVOLUTION OF GEOSPATIAL ANALYTICS 82 5.5 ECOSYSTEM ANALYSIS 84 FIGURE 20 ECOSYSTEM ANALYSIS 84 TABLE 6 GEOSPATIAL ANALYTICS MARKET: SOLUTION PROVIDERS 84 TABLE 7 GEOSPATIAL ANALYTICS MARKET: SERVICE PROVIDERS 85 TABLE 8 GEOSPATIAL ANALYTICS MARKET: TECHNOLOGY PROVIDERS 86 TABLE 9 GEOSPATIAL ANALYTICS MARKET: REGULATORY BODIES 86 5.6 VALUE CHAIN ANALYSIS 88 FIGURE 21 VALUE CHAIN ANALYSIS 88 5.6.1 RESEARCH & DEVELOPMENT 88 5.6.2 SOFTWARE DEPLOYMENT 88 5.6.3 SYSTEM INTEGRATION 88 5.6.4 SERVICES 89 5.6.5 END-USER GROUPS 89 5.7 PRICING MODEL ANALYSIS 89 TABLE 10 GEOSPATIAL ANALYTICS MARKET: PRICING LEVELS 89 5.8 AVERAGE SELLING PRICE TRENDS 91 FIGURE 22 AVERAGE SELLING PRICE FOR KEY COMPANIES (USD) 91 5.9 PATENT ANALYSIS 91 5.9.1 METHODOLOGY 91 5.9.2 DOCUMENT TYPE 91 TABLE 11 PATENTS FILED, 2013–2023 91 5.9.3 INNOVATION AND PATENT APPLICATIONS 92 FIGURE 23 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023 92 5.9.3.1 Top applicants 92 FIGURE 24 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2013–2023 92 FIGURE 25 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 93 TABLE 12 TOP 20 PATENT OWNERS, 2013–2023 93 TABLE 13 LIST OF PATENTS IN GEOSPATIAL ANALYTICS MARKET, 2021–2023 94 5.10 TECHNOLOGY ANALYSIS 94 5.10.1 RELATED TECHNOLOGIES 94 5.10.1.1 LiDAR 94 5.10.1.2 Big Data Analytics 95 5.10.1.3 3D Modelling 95 5.10.1.4 Unmanned Vehicle Systems and Drones 95 5.10.1.5 Simulation 95 5.10.2 ALLIED TECHNOLOGIES 96 5.10.2.1 Artificial Intelligence 96 5.10.2.2 Machine Learning 96 5.10.2.3 Smart Sensors and IoT 96 5.10.2.4 Cloud Computing 96 5.10.2.5 Blockchain 97 5.11 TYPES OF GEOSPATIAL ANALYTICS TECHNIQUES 97 5.11.1 SURFACE & FIELD ANALYTICS 97 5.11.2 NETWORK & LOCATION ANALYTICS 97 5.11.3 GEOVISUALIZATION 98 5.11.4 GEOCOMPUTATION 98 5.11.5 OTHER TYPES 98 5.12 STAGES IN GEOSPATIAL ANALYTICS 99 FIGURE 26 STAGES IN GEOSPATIAL ANALYTICS 99 5.12.1 DATA CAPTURE 99 5.12.2 DATA MANAGEMENT 99 5.12.3 GEOSPATIAL ANALYTICS AND MODELING 99 5.12.4 VISUALIZATION 99 5.13 DATA COLLECTION AND PROCESSING TECHNIQUES IN GEOSPATIAL ANALYTICS 100 FIGURE 27 DATA COLLECTION AND PROCESSING TECHNIQUES IN GEOSPATIAL ANALYTICS 100 5.13.1 IMAGE DATA 100 5.13.1.1 Spectral Data 100 5.13.1.2 Spatial Data 100 5.13.1.3 Temporal Data 100 5.13.1.4 Radiometric Data 100 5.13.2 DATA ANALYTICS 101 5.13.2.1 Image Data Processing 101 5.13.2.2 Orthorectification 101 5.13.2.3 Mosaicking 101 5.13.2.4 Cloud Patching & Aerial Triangulation 101 5.13.2.5 Feature Extraction 102 5.13.3 DIGITAL MODELS 102 5.13.3.1 Digital Terrain Models 102 5.13.3.2 Digital Surface Models 102 5.13.3.3 Digital Elevation Models 102 5.13.4 CLASSIFICATION 102 5.13.4.1 Object Classification 103 5.13.4.2 Land Cover 103 5.13.4.3 Change Detection 103 5.14 BUSINESS MODELS OF GEOSPATIAL ANALYTICS 103 5.14.1 DATA-AS-A-SERVICE (DAAS) 103 5.14.2 SOFTWARE-AS-A-SERVICE (SAAS) 103 5.14.3 PLATFORM-AS-A-SERVICE (PAAS) 104 5.15 PORTER’S FIVE FORCES ANALYSIS 104 FIGURE 28 PORTER’S FIVE FORCES ANALYSIS 104 TABLE 14 PORTER’S FIVE FORCES ANALYSIS 105 5.15.1 THREAT OF NEW ENTRANTS 105 5.15.2 THREAT OF SUBSTITUTES 105 5.15.3 BARGAINING POWER OF BUYERS 105 5.15.4 BARGAINING POWER OF SUPPLIERS 106 5.15.5 INTENSITY OF COMPETITIVE RIVALRY 106 5.16 KEY CONFERENCES & EVENTS, 2023–2024 106 TABLE 15 LIST OF CONFERENCES & EVENTS, 2023–2024 106 5.17 REGULATORY LANDSCAPE 107 5.17.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 107 TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 107 TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 108 TABLE 18 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 110 TABLE 19 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 111 5.17.1.1 North America 111 5.17.1.1.1 US 111 5.17.1.1.2 Canada 111 5.17.1.2 Europe 111 5.17.1.3 Asia Pacific 111 5.17.1.3.1 South Korea 112 5.17.1.3.2 China 112 5.17.1.3.3 India 112 5.17.1.4 Middle East & Africa 112 5.17.1.4.1 UAE 112 5.17.1.4.2 KSA 112 5.17.1.4.3 Bahrain 112 5.17.1.5 Latin America 113 5.17.1.5.1 Brazil 113 5.17.1.5.2 Mexico 113 5.18 KEY STAKEHOLDERS & BUYING CRITERIA 113 5.18.1 KEY STAKEHOLDERS IN BUYING PROCESS 113 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 113 TABLE 20 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%) 113 5.18.2 BUYING CRITERIA 114 FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 114 TABLE 21 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 114 5.19 BEST PRACTICES IN GEOSPATIAL ANALYTICS MARKET 115 TABLE 22 BEST PRACTICES IN GEOSPATIAL ANALYTICS MARKET 115 5.20 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN GEOSPATIAL ANALYTICS MARKET 116 FIGURE 31 AUTOMATED MACHINE LEARNING MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS 116 5.21 TECHNOLOGY ROADMAP FOR GEOSPATIAL ANALYTICS LANDSCAPE 116 TABLE 23 SHORT-TERM ROADMAP, 2023–2025 116 TABLE 24 MID-TERM ROADMAP, 2026–2028 117 TABLE 25 LONG-TERM ROADMAP, 2029–2030 117 6 GEOSPATIAL ANALYTICS MARKET, BY OFFERING 118 6.1 INTRODUCTION 119 6.1.1 OFFERINGS: GEOSPATIAL ANALYTICS MARKET DRIVERS 119 FIGURE 32 SOLUTIONS SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 120 TABLE 26 GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 120 TABLE 27 GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 120 6.2 SOLUTIONS 120 TABLE 28 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 121 TABLE 29 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 121 6.2.1 GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE 121 FIGURE 33 GEOCODING & REVERSE GEOCODING SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 122 TABLE 30 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2017–2022 (USD MILLION) 122 TABLE 31 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2023–2028 (USD MILLION) 122 6.2.1.1 Geocoding & reverse geocoding 123 6.2.1.1.1 Rising need to deploy location intelligence for data-driven insights to drive market for geocoding and reverse geocoding 123 TABLE 32 GEOCODING & REVERSE GEOCODING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 123 TABLE 33 GEOCODING & REVERSE GEOCODING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 124 6.2.1.2 Data integration & ETL 124 6.2.1.2.1 Need to extract geographic data from any source system to drive adoption of geospatial analytics solutions 124 TABLE 34 GEOSPATIAL DATA INTEGRATION & ETL: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 125 TABLE 35 GEOSPATIAL DATA INTEGRATION & ETL: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 125 6.2.1.3 Reporting & visualization 125 6.2.1.3.1 Need for detailed breakdown and analysis of complex data to drive market for reporting and visualization 125 TABLE 36 GEOSPATIAL REPORTING & VISUALIZATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 126 TABLE 37 GEOSPATIAL REPORTING & VISUALIZATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 126 6.2.1.4 Thematic mapping & spatial analysis 126 6.2.1.4.1 Demand for rapid visual representation of geographical data to aid decision-making to drive market growth 126 TABLE 38 THEMATIC MAPPING & SPATIAL ANALYSIS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 127 TABLE 39 THEMATIC MAPPING & SPATIAL ANALYSIS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 127 6.2.1.5 Other types 127 TABLE 40 OTHER TYPES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 128 TABLE 41 OTHER TYPES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 128 6.2.2 GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT 128 FIGURE 34 CLOUD SEGMENT TO ACHIEVE HIGHER GROWTH DURING FORECAST PERIOD 129 TABLE 42 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 129 TABLE 43 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 129 6.2.2.1 On-premises 129 6.2.2.1.1 Need to exercise direct control over geospatial data to boost market for on-premises deployment of geospatial analytics solutions 129 TABLE 44 ON-PREMISES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 130 TABLE 45 ON-PREMISES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 130 6.2.2.2 Cloud 130 6.2.2.2.1 Demand for scalable deployment model in organizations to drive growth of cloud-based geospatial analytics solutions 130 TABLE 46 CLOUD: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 131 TABLE 47 CLOUD: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 131 6.3 SERVICES 131 FIGURE 35 CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 132 TABLE 48 GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 132 TABLE 49 GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 132 TABLE 50 SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 133 TABLE 51 SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 133 6.3.1 CONSULTING SERVICES 133 6.3.1.1 Need to develop geospatial analytics strategies and roadmaps to drive market growth 133 TABLE 52 CONSULTING SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 134 TABLE 53 CONSULTING SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 134 6.3.2 DEPLOYMENT & INTEGRATION 134 6.3.2.1 Growing need for efficient setup and configuration of geospatial analytics to drive adoption of geospatial analytics deployment and integration services 134 TABLE 54 DEPLOYMENT & INTEGRATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 135 TABLE 55 DEPLOYMENT & INTEGRATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 135 6.3.3 TRAINING, SUPPORT, AND MAINTENANCE 135 6.3.3.1 Rising use of support services to address technical challenges and provide timely assistance to users to drive growth 135 TABLE 56 TRAINING, SUPPORT, AND MAINTENANCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 136 TABLE 57 TRAINING, SUPPORT, AND MAINTENANCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 136 7 GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY 137 7.1 INTRODUCTION 138 7.1.1 TECHNOLOGIES: GEOSPATIAL ANALYTICS MARKET DRIVERS 138 FIGURE 36 REMOTE SENSING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 139 TABLE 58 GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 139 TABLE 59 GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 139 7.2 REMOTE SENSING 140 7.2.1 GROWING NEED TO MEASURE SPATIALLY COMPLEX AND SOCIAL PHENOMENA TO DRIVE USE OF REMOTE SENSING TECHNOLOGY 140 TABLE 60 REMOTE SENSING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 140 TABLE 61 REMOTE SENSING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 140 7.3 GLOBAL POSITIONING SYSTEMS 141 7.3.1 DEMAND FOR REAL-TIME TRACKING AND ANALYSIS TO DRIVE POPULARITY OF GPS SYSTEMS 141 TABLE 62 GLOBAL POSITIONING SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 141 TABLE 63 GLOBAL POSITIONING SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 141 7.4 GEOGRAPHIC INFORMATION SYSTEMS 142 7.4.1 GROWING DEMAND FOR SEAMLESS INTEGRATION OF DIVERSE GEOSPATIAL DATASETS TO BOOST ADOPTION OF GEOGRAPHIC INFORMATION SYSTEMS 142 TABLE 64 GEOGRAPHIC INFORMATION SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 142 TABLE 65 GEOGRAPHIC INFORMATION SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 142 7.5 OTHER TECHNOLOGIES 143 TABLE 66 OTHER TECHNOLOGIES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 143 TABLE 67 OTHER TECHNOLOGIES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 143 8 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL 144 8.1 INTRODUCTION 145 8.1.1 VERTICALS: GEOSPATIAL ANALYTICS MARKET DRIVERS 145 FIGURE 37 ENERGY & UTILITY SEGMENT TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 146 TABLE 68 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 146 TABLE 69 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 147 8.2 ENERGY & UTILITY 147 8.2.1 DEMAND FOR OPTIMUM ENERGY GENERATION, DISTRIBUTION, AND CONSUMPTION TO DRIVE USE OF GEOSPATIAL ANALYTICS IN ENERGY AND UTILITY SECTOR 147 TABLE 70 ENERGY & UTILITY: USE CASES 148 TABLE 71 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 148 TABLE 72 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 148 TABLE 73 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 149 TABLE 74 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 149 8.2.2 ASSET MANAGEMENT 149 8.2.3 NETWORK ANALYSIS 149 8.2.4 OUTAGE MANAGEMENT SYSTEM 150 8.2.5 WILDLIFE & FISHERIES SCIENCE AND MANAGEMENT 150 8.2.6 OTHER APPLICATIONS 150 8.3 GOVERNMENT 150 8.3.1 INCREASING NEED TO TRANSFORM GOVERNANCE TO HARNESS POWER OF GEOSPATIAL ANALYTICS TO DRIVE GROWTH 150 TABLE 75 GOVERNMENT: USE CASES 151 TABLE 76 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 151 TABLE 77 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 151 TABLE 78 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 152 TABLE 79 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 152 8.3.2 LAND MANAGEMENT 152 8.3.3 OPTIMIZATION AND LOCATION-ALLOCATION MODELING 152 8.3.4 PUBLIC SAFETY AND EMERGENCY MANAGEMENT 153 8.3.5 ENVIRONMENTAL MONITORING 153 8.3.6 OTHER APPLICATIONS 153 8.4 DEFENSE & INTELLIGENCE 153 8.4.1 DEMAND FOR GEOSPATIAL DATA TO HELP BORDER SECURITY OPERATIONS DELIVER INFORMATION TO DRIVE ADOPTION OF GEOSPATIAL ANALYTICS 153 TABLE 80 DEFENSE & INTELLIGENCE: USE CASES 154 TABLE 81 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 154 TABLE 82 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 154 TABLE 83 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 155 TABLE 84 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 155 8.4.2 REAL-TIME SITUATIONAL AWARENESS 155 8.4.3 TERRAIN ANALYSIS & VISUALIZATION 155 8.4.4 INTELLIGENCE ANALYSIS 156 8.4.5 LOGISTICS PLANNING 156 8.4.6 OTHER APPLICATIONS 156 8.5 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI) 156 8.5.1 NEED TO HARNESS GEOSPATIAL ANALYTICS FOR ENHANCED DECISION-MAKING TO DRIVE GROWTH 156 TABLE 85 BFSI: USE CASES 157 TABLE 86 BFSI: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 157 TABLE 87 BFSI: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 157 TABLE 88 BFSI: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 157 TABLE 89 BFSI: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 158 8.5.2 RISK ASSESSMENT 158 8.5.3 CREDIT SCORING 158 8.5.4 MOBILE BANKING 158 8.5.5 INSURANCE CLAIMS MANAGEMENT 158 8.5.6 OTHER APPLICATIONS 159 8.6 REAL ESTATE & CONSTRUCTION 159 8.6.1 RISING NEED TO LEVERAGE SPATIAL DATA AND ANALYSIS TO PROVIDE VALUABLE INSIGHTS FOR DECISION-MAKING, PROJECT PLANNING, AND ASSET MANAGEMENT TO DRIVE GROWTH 159 TABLE 90 REAL ESTATE & CONSTRUCTION: USE CASES 159 TABLE 91 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 160 TABLE 92 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 160 TABLE 93 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 160 TABLE 94 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 161 8.6.2 RECREATION PLANNING & MANAGEMENT 161 8.6.3 LAND SURVEYING & MAPPING 161 8.6.4 URBAN & REGIONAL PLANNING 161 8.6.5 REAL ESTATE PORTFOLIO MANAGEMENT 162 8.6.6 OTHER APPLICATIONS 162 8.7 HEALTHCARE & LIFE SCIENCES 162 8.7.1 GROWING DEMAND TO MAP AND ANALYZE HEALTHCARE INFRASTRUCTURE TO BOOST USE OF GEOSPATIAL ANALYTICS SERVICES 162 TABLE 95 HEALTHCARE & LIFE SCIENCES: USE CASES 163 TABLE 96 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 163 TABLE 97 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 163 TABLE 98 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 164 TABLE 99 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 164 8.7.2 DISEASE MAPPING 164 8.7.3 HEALTH RESOURCE ALLOCATION 164 8.7.4 EMERGENCY RESPONSE PLANNING 165 8.7.5 MEDICAL & PUBLIC SAFETY 165 8.7.6 OTHER APPLICATIONS 165 8.8 MINING & NATURAL RESOURCES 165 8.8.1 INCREASING ADOPTION OF GEOSPATIAL ANALYTICS IN MEASURING IMPACT OF USING NATURAL RESOURCES ON ENVIRONMENT TO DRIVE MARKET 165 TABLE 100 MINING & NATURAL RESOURCES: USE CASES 166 TABLE 101 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 166 TABLE 102 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 166 TABLE 103 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 167 TABLE 104 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 167 8.8.2 RESOURCE MAPPING 167 8.8.3 LAND RESOURCE AND INVENTORY MANAGEMENT 167 8.8.4 ENVIRONMENTAL MONITORING 168 8.8.5 GEOLOGICAL HAZARD MAPPING 168 8.8.6 MINING OPERATIONS MANAGEMENT 168 8.8.7 OTHER APPLICATIONS 168 8.9 AUTOMOTIVE & TRANSPORTATION 169 8.9.1 NEED TO ANALYZE LOCAL DEMAND FOR VEHICLES TO DRIVE ADOPTION OF GEOSPATIAL ANALYTICS 169 TABLE 105 AUTOMOTIVE & TRANSPORTATION: USE CASES 169 TABLE 106 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 170 TABLE 107 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 170 TABLE 108 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 170 TABLE 109 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 171 8.9.2 FLEET MANAGEMENT 171 8.9.3 TRAFFIC MANAGEMENT 171 8.9.4 PROBLEM DETECTION & MANAGEMENT 171 8.9.5 SMART PARKING AND TOLLING 172 8.9.6 AUTONOMOUS VEHICLE NAVIGATION 172 8.9.7 OTHER APPLICATIONS 172 8.10 AGRICULTURE 172 8.10.1 INCREASING DEMAND TO IDENTIFY AREAS OF CULTIVATION AND PROMOTE SUSTAINABLE PRACTICES TO LEAD TO RAPID MARKET GROWTH 172 TABLE 110 AGRICULTURE: USE CASES 173 TABLE 111 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 173 TABLE 112 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 173 TABLE 113 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 174 TABLE 114 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 174 8.10.2 SMART FARMING 174 8.10.3 SOIL MAPPING 174 8.10.4 CROP MONITORING 175 8.10.5 LAND MANAGEMENT 175 8.10.6 PEST AND DISEASE MANAGEMENT 175 8.10.7 OTHER APPLICATIONS 175 8.11 OTHER VERTICALS 176 TABLE 115 OTHER VERTICALS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 176 TABLE 116 OTHER VERTICALS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 176 9 GEOSPATIAL ANALYTICS MARKET, BY REGION 177 9.1 INTRODUCTION 178 TABLE 117 GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 179 TABLE 118 GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 179 9.2 NORTH AMERICA 180 9.2.1 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET DRIVERS 180 9.2.2 NORTH AMERICA: RECESSION IMPACT 180 FIGURE 40 NORTH AMERICA: MARKET SNAPSHOT 181 TABLE 119 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 181 TABLE 120 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 182 TABLE 121 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 182 TABLE 122 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 182 TABLE 123 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 182 TABLE 124 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 183 TABLE 125 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 183 TABLE 126 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 183 TABLE 127 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 183 TABLE 128 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 184 TABLE 129 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 184 TABLE 130 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 185 TABLE 131 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 185 TABLE 132 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 185 9.2.3 US 186 9.2.3.1 Rising adoption of geospatial analytics technologies across verticals to drive market 186 TABLE 133 US: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 186 TABLE 134 US: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 186 TABLE 135 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 187 TABLE 136 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 187 TABLE 137 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 187 TABLE 138 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 187 TABLE 139 US: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 188 TABLE 140 US: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 188 9.2.4 CANADA 188 9.2.4.1 Rising awareness regarding benefits of geospatial analytics to boost market growth 188 9.3 EUROPE 189 9.3.1 EUROPE: GEOSPATIAL ANALYTICS MARKET DRIVERS 189 9.3.2 EUROPE: RECESSION IMPACT 189 TABLE 141 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 190 TABLE 142 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 190 TABLE 143 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 190 TABLE 144 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 190 TABLE 145 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 191 TABLE 146 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 191 TABLE 147 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 191 TABLE 148 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 191 TABLE 149 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 192 TABLE 150 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 192 TABLE 151 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 192 TABLE 152 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 193 TABLE 153 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 193 TABLE 154 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 193 9.3.3 UK 194 9.3.3.1 Government initiatives to promote use of geospatial data to drive market 194 TABLE 155 UK: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 194 TABLE 156 UK: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 194 TABLE 157 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 195 TABLE 158 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 195 TABLE 159 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 195 TABLE 160 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 195 TABLE 161 UK: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 196 TABLE 162 UK: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 196 9.3.4 GERMANY 196 9.3.4.1 Technological developments across various verticals to support growth of geospatial analytics market 196 9.3.5 FRANCE 197 9.3.5.1 Robust growth of transportation and construction sectors to drive growth of geospatial analytics market 197 9.3.6 ITALY 197 9.3.6.1 Rising need for infrastructural development and mobility to propel adoption of geospatial analytics solutions 197 9.3.7 SPAIN 198 9.3.7.1 Rising investments by tech companies to boost market growth 198 9.3.8 REST OF EUROPE 198
SummaryThe market for Geospatial analytics is projected to grow from USD 78.5 billion in 2023 to USD 141.9 billion by 2028, at a CAGR of 12.6% during the forecast period. Geospatial analytics, with its foundation in spatial data analysis, offers a comprehensive approach to understanding and extracting insights from geospatial data. Spatial data analysis involves examining the relationships, patterns, and characteristics of spatially referenced information. Geospatial analytics leverages advanced techniques, such as spatial statistics, spatial interpolation, and spatial modeling, to analyze and interpret spatial data. By utilizing spatial data analysis, geospatial analytics enables the identification of spatial patterns, the detection of spatial clusters or outliers, and the exploration of spatial relationships. It facilitates decision-making processes by providing actionable insights for diverse applications, including urban planning, environmental management, transportation, and public health. Table of Contents1 INTRODUCTION 441.1 STUDY OBJECTIVES 44 1.2 MARKET DEFINITION 44 1.2.1 INCLUSIONS AND EXCLUSIONS 45 1.3 STUDY SCOPE 46 1.3.1 MARKET SEGMENTATION 46 1.3.2 REGIONS COVERED 47 1.4 YEARS CONSIDERED 47 1.5 CURRENCY CONSIDERED 48 TABLE 1 USD EXCHANGE RATE, 2020–2022 48 1.6 STAKEHOLDERS 48 1.7 SUMMARY OF CHANGES 49 1.7.1 RECESSION IMPACT 49 2 RESEARCH METHODOLOGY 50 2.1 RESEARCH DATA 50 FIGURE 1 GEOSPATIAL ANALYTICS MARKET: RESEARCH DESIGN 50 2.1.1 SECONDARY DATA 51 2.1.1.1 Key data from secondary sources 51 2.1.2 PRIMARY DATA 52 2.1.2.1 Primary interviews with experts 52 2.1.2.2 Key primary interview participants 52 2.1.2.3 Breakup of primary profiles 53 2.1.2.4 Key data from primary sources 53 2.1.2.5 Key industry insights 54 2.2 DATA TRIANGULATION 54 2.3 MARKET SIZE ESTIMATION 55 FIGURE 2 GEOSPATIAL ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 55 2.3.1 TOP-DOWN APPROACH 55 2.3.2 BOTTOM-UP APPROACH 56 FIGURE 3 APPROACH 1 (SUPPLY SIDE): REVENUE FROM OFFERINGS OF GEOSPATIAL ANALYTICS MARKET PLAYERS 56 FIGURE 4 APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM OFFERINGS OF GEOSPATIAL ANALYTICS MARKET PLAYERS 57 FIGURE 5 APPROACH 3, BOTTOM-UP (SUPPLY SIDE): REVENUE AND SUBSEQUENT MARKET ESTIMATION FROM OFFERINGS OF GEOSPATIAL ANALYTICS MARKET PLAYERS 58 FIGURE 6 APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF GEOSPATIAL ANALYTICS OFFERINGS THROUGH OVERALL GEOSPATIAL ANALYTICS SPENDING 58 2.4 MARKET FORECAST 59 TABLE 2 FACTOR ANALYSIS 59 2.5 RESEARCH ASSUMPTIONS 60 2.6 LIMITATIONS AND RISK ASSESSMENT 62 2.7 IMPACT OF RECESSION ON GLOBAL GEOSPATIAL ANALYTICS MARKET 62 TABLE 3 IMPACT OF RECESSION ON GLOBAL GEOSPATIAL ANALYTICS MARKET 63 3 EXECUTIVE SUMMARY 64 TABLE 4 GLOBAL GEOSPATIAL ANALYTICS MARKET AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y%) 65 TABLE 5 GLOBAL GEOSPATIAL ANALYTICS MARKET AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 65 FIGURE 7 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023 65 FIGURE 8 GEOCODING & REVERSE GEOCODING SEGMENT TO LEAD MARKET IN 2023 66 FIGURE 9 ON-PREMISES SEGMENT TO ACCOUNT FOR LARGER SHARE IN 2023 66 FIGURE 10 CONSULTING SERVICES SEGMENT TO LEAD MARKET IN 2023 66 FIGURE 11 REMOTE SENSING SEGMENT TO LEAD MARKET IN 2023 67 FIGURE 12 ENERGY & UTILITY SEGMENT TO LEAD MARKET IN 2023 67 FIGURE 13 NORTH AMERICA TO LEAD GEOSPATIAL ANALYTICS MARKET IN 2023 68 4 PREMIUM INSIGHTS 69 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN GEOSPATIAL ANALYTICS MARKET 69 FIGURE 14 INCREASE IN NUMBER OF AI- AND ML-BASED GIS SOLUTIONS TO DRIVE MARKET GROWTH 69 4.2 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL 69 FIGURE 15 ENERGY & UTILITY SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 69 4.3 GEOSPATIAL ANALYTICS MARKET, BY REGION 70 FIGURE 16 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE BY 2023 70 4.4 GEOSPATIAL ANALYTICS MARKET, BY OFFERING AND KEY VERTICAL 70 FIGURE 17 SOLUTIONS AND ENERGY & UTILITY SEGMENTS TO ACCOUNT FOR SIGNIFICANT SHARE BY 2023 70 5 MARKET OVERVIEW AND INDUSTRY TRENDS 71 5.1 INTRODUCTION 71 5.2 MARKET DYNAMICS 71 FIGURE 18 GEOSPATIAL ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 71 5.2.1 DRIVERS 72 5.2.1.1 Growing demand for location intelligence 72 5.2.1.2 Continuous advancements in location-based technology 72 5.2.1.3 Advancements in technology and computing power 72 5.2.1.4 Development of smart cities and urbanization 73 5.2.1.5 High deployment of IoT sensors across locations 73 5.2.1.6 Advancements in big data analytics 74 5.2.2 RESTRAINTS 74 5.2.2.1 Budgetary constraints in small and medium-sized enterprises 74 5.2.2.2 Concerns related to geoprivacy and confidential data 74 5.2.2.3 High cost of GIS solutions and geospatial data barriers 74 5.2.2.4 Location-based technologies (LBT) gaining momentum to increase RoI 75 5.2.3 OPPORTUNITIES 75 5.2.3.1 Technical advancements in 4D GIS software 75 5.2.3.2 Advancements in 5G communications technology 75 5.2.3.3 Rising adoption of geospatial analytics in small and medium-sized enterprises 76 5.2.3.4 Growing ability of organizations to analyze location data for wide range of critical insights 76 5.2.4 CHALLENGES 76 5.2.4.1 Cost and infrastructure requirements 76 5.2.4.2 Lack of awareness regarding capabilities and benefits of geospatial analytics 77 5.2.4.3 Lack of skilled manpower 77 5.3 CASE STUDY ANALYSIS 77 5.3.1 ENERGY & UTILITY 77 5.3.1.1 RMSI helped US-based electric and gas company enhance spatial accuracy 77 5.3.1.2 Kaukauna Utilities (KU) transitioned to ArcGIS Utility Network and implemented GIS-based Electric Design Workflows to improve design and asset management processes 78 5.3.1.3 Electric Authority of Cyprus deployed Oracle’s solutions to increase application stability and resolve several application-specific deadlocks 78 5.3.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 79 5.3.2.1 Bajaj Finserv implemented Esri’s Geospatial Platform solution to improve customer service 79 5.3.3 AUTOMOTIVE & TRANSPORTATION 79 5.3.3.1 Esri helped Carrefour establish a global platform for geomarketing to monitor store performance 79 5.3.4 EDUCATION 80 5.3.4.1 Esri enabled Chesley District Community School to engage students in geography classes 80 5.3.4.2 University of Northampton implemented GIS-based system to improve teaching and research capabilities, reduce costs, and enhance decision-making 80 5.3.5 HEALTHCARE & LIFE SCIENCES 81 5.3.5.1 Sanitas implemented CARTO’s solutions to evaluate demographic landscapes and ensure expansion during site planning 81 5.3.6 GOVERNMENT 81 5.3.6.1 City of San Diego implemented SAP solutions to strengthen emergency services 81 5.3.7 REAL ESTATE & CONSTRUCTION 82 5.3.7.1 Crown Estate implemented GIS-based system to improve operations and reduce costs 82 5.4 EVOLUTION OF GEOSPATIAL ANALYTICS 82 FIGURE 19 EVOLUTION OF GEOSPATIAL ANALYTICS 82 5.5 ECOSYSTEM ANALYSIS 84 FIGURE 20 ECOSYSTEM ANALYSIS 84 TABLE 6 GEOSPATIAL ANALYTICS MARKET: SOLUTION PROVIDERS 84 TABLE 7 GEOSPATIAL ANALYTICS MARKET: SERVICE PROVIDERS 85 TABLE 8 GEOSPATIAL ANALYTICS MARKET: TECHNOLOGY PROVIDERS 86 TABLE 9 GEOSPATIAL ANALYTICS MARKET: REGULATORY BODIES 86 5.6 VALUE CHAIN ANALYSIS 88 FIGURE 21 VALUE CHAIN ANALYSIS 88 5.6.1 RESEARCH & DEVELOPMENT 88 5.6.2 SOFTWARE DEPLOYMENT 88 5.6.3 SYSTEM INTEGRATION 88 5.6.4 SERVICES 89 5.6.5 END-USER GROUPS 89 5.7 PRICING MODEL ANALYSIS 89 TABLE 10 GEOSPATIAL ANALYTICS MARKET: PRICING LEVELS 89 5.8 AVERAGE SELLING PRICE TRENDS 91 FIGURE 22 AVERAGE SELLING PRICE FOR KEY COMPANIES (USD) 91 5.9 PATENT ANALYSIS 91 5.9.1 METHODOLOGY 91 5.9.2 DOCUMENT TYPE 91 TABLE 11 PATENTS FILED, 2013–2023 91 5.9.3 INNOVATION AND PATENT APPLICATIONS 92 FIGURE 23 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023 92 5.9.3.1 Top applicants 92 FIGURE 24 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2013–2023 92 FIGURE 25 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 93 TABLE 12 TOP 20 PATENT OWNERS, 2013–2023 93 TABLE 13 LIST OF PATENTS IN GEOSPATIAL ANALYTICS MARKET, 2021–2023 94 5.10 TECHNOLOGY ANALYSIS 94 5.10.1 RELATED TECHNOLOGIES 94 5.10.1.1 LiDAR 94 5.10.1.2 Big Data Analytics 95 5.10.1.3 3D Modelling 95 5.10.1.4 Unmanned Vehicle Systems and Drones 95 5.10.1.5 Simulation 95 5.10.2 ALLIED TECHNOLOGIES 96 5.10.2.1 Artificial Intelligence 96 5.10.2.2 Machine Learning 96 5.10.2.3 Smart Sensors and IoT 96 5.10.2.4 Cloud Computing 96 5.10.2.5 Blockchain 97 5.11 TYPES OF GEOSPATIAL ANALYTICS TECHNIQUES 97 5.11.1 SURFACE & FIELD ANALYTICS 97 5.11.2 NETWORK & LOCATION ANALYTICS 97 5.11.3 GEOVISUALIZATION 98 5.11.4 GEOCOMPUTATION 98 5.11.5 OTHER TYPES 98 5.12 STAGES IN GEOSPATIAL ANALYTICS 99 FIGURE 26 STAGES IN GEOSPATIAL ANALYTICS 99 5.12.1 DATA CAPTURE 99 5.12.2 DATA MANAGEMENT 99 5.12.3 GEOSPATIAL ANALYTICS AND MODELING 99 5.12.4 VISUALIZATION 99 5.13 DATA COLLECTION AND PROCESSING TECHNIQUES IN GEOSPATIAL ANALYTICS 100 FIGURE 27 DATA COLLECTION AND PROCESSING TECHNIQUES IN GEOSPATIAL ANALYTICS 100 5.13.1 IMAGE DATA 100 5.13.1.1 Spectral Data 100 5.13.1.2 Spatial Data 100 5.13.1.3 Temporal Data 100 5.13.1.4 Radiometric Data 100 5.13.2 DATA ANALYTICS 101 5.13.2.1 Image Data Processing 101 5.13.2.2 Orthorectification 101 5.13.2.3 Mosaicking 101 5.13.2.4 Cloud Patching & Aerial Triangulation 101 5.13.2.5 Feature Extraction 102 5.13.3 DIGITAL MODELS 102 5.13.3.1 Digital Terrain Models 102 5.13.3.2 Digital Surface Models 102 5.13.3.3 Digital Elevation Models 102 5.13.4 CLASSIFICATION 102 5.13.4.1 Object Classification 103 5.13.4.2 Land Cover 103 5.13.4.3 Change Detection 103 5.14 BUSINESS MODELS OF GEOSPATIAL ANALYTICS 103 5.14.1 DATA-AS-A-SERVICE (DAAS) 103 5.14.2 SOFTWARE-AS-A-SERVICE (SAAS) 103 5.14.3 PLATFORM-AS-A-SERVICE (PAAS) 104 5.15 PORTER’S FIVE FORCES ANALYSIS 104 FIGURE 28 PORTER’S FIVE FORCES ANALYSIS 104 TABLE 14 PORTER’S FIVE FORCES ANALYSIS 105 5.15.1 THREAT OF NEW ENTRANTS 105 5.15.2 THREAT OF SUBSTITUTES 105 5.15.3 BARGAINING POWER OF BUYERS 105 5.15.4 BARGAINING POWER OF SUPPLIERS 106 5.15.5 INTENSITY OF COMPETITIVE RIVALRY 106 5.16 KEY CONFERENCES & EVENTS, 2023–2024 106 TABLE 15 LIST OF CONFERENCES & EVENTS, 2023–2024 106 5.17 REGULATORY LANDSCAPE 107 5.17.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 107 TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 107 TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 108 TABLE 18 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 110 TABLE 19 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 111 5.17.1.1 North America 111 5.17.1.1.1 US 111 5.17.1.1.2 Canada 111 5.17.1.2 Europe 111 5.17.1.3 Asia Pacific 111 5.17.1.3.1 South Korea 112 5.17.1.3.2 China 112 5.17.1.3.3 India 112 5.17.1.4 Middle East & Africa 112 5.17.1.4.1 UAE 112 5.17.1.4.2 KSA 112 5.17.1.4.3 Bahrain 112 5.17.1.5 Latin America 113 5.17.1.5.1 Brazil 113 5.17.1.5.2 Mexico 113 5.18 KEY STAKEHOLDERS & BUYING CRITERIA 113 5.18.1 KEY STAKEHOLDERS IN BUYING PROCESS 113 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 113 TABLE 20 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%) 113 5.18.2 BUYING CRITERIA 114 FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 114 TABLE 21 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 114 5.19 BEST PRACTICES IN GEOSPATIAL ANALYTICS MARKET 115 TABLE 22 BEST PRACTICES IN GEOSPATIAL ANALYTICS MARKET 115 5.20 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN GEOSPATIAL ANALYTICS MARKET 116 FIGURE 31 AUTOMATED MACHINE LEARNING MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS 116 5.21 TECHNOLOGY ROADMAP FOR GEOSPATIAL ANALYTICS LANDSCAPE 116 TABLE 23 SHORT-TERM ROADMAP, 2023–2025 116 TABLE 24 MID-TERM ROADMAP, 2026–2028 117 TABLE 25 LONG-TERM ROADMAP, 2029–2030 117 6 GEOSPATIAL ANALYTICS MARKET, BY OFFERING 118 6.1 INTRODUCTION 119 6.1.1 OFFERINGS: GEOSPATIAL ANALYTICS MARKET DRIVERS 119 FIGURE 32 SOLUTIONS SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 120 TABLE 26 GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 120 TABLE 27 GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 120 6.2 SOLUTIONS 120 TABLE 28 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 121 TABLE 29 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 121 6.2.1 GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE 121 FIGURE 33 GEOCODING & REVERSE GEOCODING SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 122 TABLE 30 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2017–2022 (USD MILLION) 122 TABLE 31 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2023–2028 (USD MILLION) 122 6.2.1.1 Geocoding & reverse geocoding 123 6.2.1.1.1 Rising need to deploy location intelligence for data-driven insights to drive market for geocoding and reverse geocoding 123 TABLE 32 GEOCODING & REVERSE GEOCODING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 123 TABLE 33 GEOCODING & REVERSE GEOCODING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 124 6.2.1.2 Data integration & ETL 124 6.2.1.2.1 Need to extract geographic data from any source system to drive adoption of geospatial analytics solutions 124 TABLE 34 GEOSPATIAL DATA INTEGRATION & ETL: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 125 TABLE 35 GEOSPATIAL DATA INTEGRATION & ETL: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 125 6.2.1.3 Reporting & visualization 125 6.2.1.3.1 Need for detailed breakdown and analysis of complex data to drive market for reporting and visualization 125 TABLE 36 GEOSPATIAL REPORTING & VISUALIZATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 126 TABLE 37 GEOSPATIAL REPORTING & VISUALIZATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 126 6.2.1.4 Thematic mapping & spatial analysis 126 6.2.1.4.1 Demand for rapid visual representation of geographical data to aid decision-making to drive market growth 126 TABLE 38 THEMATIC MAPPING & SPATIAL ANALYSIS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 127 TABLE 39 THEMATIC MAPPING & SPATIAL ANALYSIS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 127 6.2.1.5 Other types 127 TABLE 40 OTHER TYPES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 128 TABLE 41 OTHER TYPES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 128 6.2.2 GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT 128 FIGURE 34 CLOUD SEGMENT TO ACHIEVE HIGHER GROWTH DURING FORECAST PERIOD 129 TABLE 42 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 129 TABLE 43 SOLUTIONS: GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 129 6.2.2.1 On-premises 129 6.2.2.1.1 Need to exercise direct control over geospatial data to boost market for on-premises deployment of geospatial analytics solutions 129 TABLE 44 ON-PREMISES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 130 TABLE 45 ON-PREMISES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 130 6.2.2.2 Cloud 130 6.2.2.2.1 Demand for scalable deployment model in organizations to drive growth of cloud-based geospatial analytics solutions 130 TABLE 46 CLOUD: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 131 TABLE 47 CLOUD: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 131 6.3 SERVICES 131 FIGURE 35 CONSULTING SERVICES SEGMENT TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 132 TABLE 48 GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 132 TABLE 49 GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 132 TABLE 50 SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 133 TABLE 51 SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 133 6.3.1 CONSULTING SERVICES 133 6.3.1.1 Need to develop geospatial analytics strategies and roadmaps to drive market growth 133 TABLE 52 CONSULTING SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 134 TABLE 53 CONSULTING SERVICES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 134 6.3.2 DEPLOYMENT & INTEGRATION 134 6.3.2.1 Growing need for efficient setup and configuration of geospatial analytics to drive adoption of geospatial analytics deployment and integration services 134 TABLE 54 DEPLOYMENT & INTEGRATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 135 TABLE 55 DEPLOYMENT & INTEGRATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 135 6.3.3 TRAINING, SUPPORT, AND MAINTENANCE 135 6.3.3.1 Rising use of support services to address technical challenges and provide timely assistance to users to drive growth 135 TABLE 56 TRAINING, SUPPORT, AND MAINTENANCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 136 TABLE 57 TRAINING, SUPPORT, AND MAINTENANCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 136 7 GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY 137 7.1 INTRODUCTION 138 7.1.1 TECHNOLOGIES: GEOSPATIAL ANALYTICS MARKET DRIVERS 138 FIGURE 36 REMOTE SENSING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 139 TABLE 58 GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 139 TABLE 59 GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 139 7.2 REMOTE SENSING 140 7.2.1 GROWING NEED TO MEASURE SPATIALLY COMPLEX AND SOCIAL PHENOMENA TO DRIVE USE OF REMOTE SENSING TECHNOLOGY 140 TABLE 60 REMOTE SENSING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 140 TABLE 61 REMOTE SENSING: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 140 7.3 GLOBAL POSITIONING SYSTEMS 141 7.3.1 DEMAND FOR REAL-TIME TRACKING AND ANALYSIS TO DRIVE POPULARITY OF GPS SYSTEMS 141 TABLE 62 GLOBAL POSITIONING SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 141 TABLE 63 GLOBAL POSITIONING SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 141 7.4 GEOGRAPHIC INFORMATION SYSTEMS 142 7.4.1 GROWING DEMAND FOR SEAMLESS INTEGRATION OF DIVERSE GEOSPATIAL DATASETS TO BOOST ADOPTION OF GEOGRAPHIC INFORMATION SYSTEMS 142 TABLE 64 GEOGRAPHIC INFORMATION SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 142 TABLE 65 GEOGRAPHIC INFORMATION SYSTEMS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 142 7.5 OTHER TECHNOLOGIES 143 TABLE 66 OTHER TECHNOLOGIES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 143 TABLE 67 OTHER TECHNOLOGIES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 143 8 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL 144 8.1 INTRODUCTION 145 8.1.1 VERTICALS: GEOSPATIAL ANALYTICS MARKET DRIVERS 145 FIGURE 37 ENERGY & UTILITY SEGMENT TO ACHIEVE HIGHEST GROWTH DURING FORECAST PERIOD 146 TABLE 68 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 146 TABLE 69 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 147 8.2 ENERGY & UTILITY 147 8.2.1 DEMAND FOR OPTIMUM ENERGY GENERATION, DISTRIBUTION, AND CONSUMPTION TO DRIVE USE OF GEOSPATIAL ANALYTICS IN ENERGY AND UTILITY SECTOR 147 TABLE 70 ENERGY & UTILITY: USE CASES 148 TABLE 71 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 148 TABLE 72 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 148 TABLE 73 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 149 TABLE 74 ENERGY & UTILITY: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 149 8.2.2 ASSET MANAGEMENT 149 8.2.3 NETWORK ANALYSIS 149 8.2.4 OUTAGE MANAGEMENT SYSTEM 150 8.2.5 WILDLIFE & FISHERIES SCIENCE AND MANAGEMENT 150 8.2.6 OTHER APPLICATIONS 150 8.3 GOVERNMENT 150 8.3.1 INCREASING NEED TO TRANSFORM GOVERNANCE TO HARNESS POWER OF GEOSPATIAL ANALYTICS TO DRIVE GROWTH 150 TABLE 75 GOVERNMENT: USE CASES 151 TABLE 76 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 151 TABLE 77 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 151 TABLE 78 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 152 TABLE 79 GOVERNMENT: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 152 8.3.2 LAND MANAGEMENT 152 8.3.3 OPTIMIZATION AND LOCATION-ALLOCATION MODELING 152 8.3.4 PUBLIC SAFETY AND EMERGENCY MANAGEMENT 153 8.3.5 ENVIRONMENTAL MONITORING 153 8.3.6 OTHER APPLICATIONS 153 8.4 DEFENSE & INTELLIGENCE 153 8.4.1 DEMAND FOR GEOSPATIAL DATA TO HELP BORDER SECURITY OPERATIONS DELIVER INFORMATION TO DRIVE ADOPTION OF GEOSPATIAL ANALYTICS 153 TABLE 80 DEFENSE & INTELLIGENCE: USE CASES 154 TABLE 81 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 154 TABLE 82 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 154 TABLE 83 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 155 TABLE 84 DEFENSE & INTELLIGENCE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 155 8.4.2 REAL-TIME SITUATIONAL AWARENESS 155 8.4.3 TERRAIN ANALYSIS & VISUALIZATION 155 8.4.4 INTELLIGENCE ANALYSIS 156 8.4.5 LOGISTICS PLANNING 156 8.4.6 OTHER APPLICATIONS 156 8.5 BANKING, FINANCIAL SERVICES, AND INSURANCE (BFSI) 156 8.5.1 NEED TO HARNESS GEOSPATIAL ANALYTICS FOR ENHANCED DECISION-MAKING TO DRIVE GROWTH 156 TABLE 85 BFSI: USE CASES 157 TABLE 86 BFSI: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 157 TABLE 87 BFSI: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 157 TABLE 88 BFSI: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 157 TABLE 89 BFSI: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 158 8.5.2 RISK ASSESSMENT 158 8.5.3 CREDIT SCORING 158 8.5.4 MOBILE BANKING 158 8.5.5 INSURANCE CLAIMS MANAGEMENT 158 8.5.6 OTHER APPLICATIONS 159 8.6 REAL ESTATE & CONSTRUCTION 159 8.6.1 RISING NEED TO LEVERAGE SPATIAL DATA AND ANALYSIS TO PROVIDE VALUABLE INSIGHTS FOR DECISION-MAKING, PROJECT PLANNING, AND ASSET MANAGEMENT TO DRIVE GROWTH 159 TABLE 90 REAL ESTATE & CONSTRUCTION: USE CASES 159 TABLE 91 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 160 TABLE 92 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 160 TABLE 93 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 160 TABLE 94 REAL ESTATE & CONSTRUCTION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 161 8.6.2 RECREATION PLANNING & MANAGEMENT 161 8.6.3 LAND SURVEYING & MAPPING 161 8.6.4 URBAN & REGIONAL PLANNING 161 8.6.5 REAL ESTATE PORTFOLIO MANAGEMENT 162 8.6.6 OTHER APPLICATIONS 162 8.7 HEALTHCARE & LIFE SCIENCES 162 8.7.1 GROWING DEMAND TO MAP AND ANALYZE HEALTHCARE INFRASTRUCTURE TO BOOST USE OF GEOSPATIAL ANALYTICS SERVICES 162 TABLE 95 HEALTHCARE & LIFE SCIENCES: USE CASES 163 TABLE 96 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 163 TABLE 97 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 163 TABLE 98 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 164 TABLE 99 HEALTHCARE & LIFE SCIENCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 164 8.7.2 DISEASE MAPPING 164 8.7.3 HEALTH RESOURCE ALLOCATION 164 8.7.4 EMERGENCY RESPONSE PLANNING 165 8.7.5 MEDICAL & PUBLIC SAFETY 165 8.7.6 OTHER APPLICATIONS 165 8.8 MINING & NATURAL RESOURCES 165 8.8.1 INCREASING ADOPTION OF GEOSPATIAL ANALYTICS IN MEASURING IMPACT OF USING NATURAL RESOURCES ON ENVIRONMENT TO DRIVE MARKET 165 TABLE 100 MINING & NATURAL RESOURCES: USE CASES 166 TABLE 101 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 166 TABLE 102 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 166 TABLE 103 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 167 TABLE 104 MINING & NATURAL RESOURCES: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 167 8.8.2 RESOURCE MAPPING 167 8.8.3 LAND RESOURCE AND INVENTORY MANAGEMENT 167 8.8.4 ENVIRONMENTAL MONITORING 168 8.8.5 GEOLOGICAL HAZARD MAPPING 168 8.8.6 MINING OPERATIONS MANAGEMENT 168 8.8.7 OTHER APPLICATIONS 168 8.9 AUTOMOTIVE & TRANSPORTATION 169 8.9.1 NEED TO ANALYZE LOCAL DEMAND FOR VEHICLES TO DRIVE ADOPTION OF GEOSPATIAL ANALYTICS 169 TABLE 105 AUTOMOTIVE & TRANSPORTATION: USE CASES 169 TABLE 106 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 170 TABLE 107 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 170 TABLE 108 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 170 TABLE 109 AUTOMOTIVE & TRANSPORTATION: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 171 8.9.2 FLEET MANAGEMENT 171 8.9.3 TRAFFIC MANAGEMENT 171 8.9.4 PROBLEM DETECTION & MANAGEMENT 171 8.9.5 SMART PARKING AND TOLLING 172 8.9.6 AUTONOMOUS VEHICLE NAVIGATION 172 8.9.7 OTHER APPLICATIONS 172 8.10 AGRICULTURE 172 8.10.1 INCREASING DEMAND TO IDENTIFY AREAS OF CULTIVATION AND PROMOTE SUSTAINABLE PRACTICES TO LEAD TO RAPID MARKET GROWTH 172 TABLE 110 AGRICULTURE: USE CASES 173 TABLE 111 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 173 TABLE 112 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 173 TABLE 113 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 174 TABLE 114 AGRICULTURE: GEOSPATIAL ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 174 8.10.2 SMART FARMING 174 8.10.3 SOIL MAPPING 174 8.10.4 CROP MONITORING 175 8.10.5 LAND MANAGEMENT 175 8.10.6 PEST AND DISEASE MANAGEMENT 175 8.10.7 OTHER APPLICATIONS 175 8.11 OTHER VERTICALS 176 TABLE 115 OTHER VERTICALS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 176 TABLE 116 OTHER VERTICALS: GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 176 9 GEOSPATIAL ANALYTICS MARKET, BY REGION 177 9.1 INTRODUCTION 178 TABLE 117 GEOSPATIAL ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 179 TABLE 118 GEOSPATIAL ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 179 9.2 NORTH AMERICA 180 9.2.1 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET DRIVERS 180 9.2.2 NORTH AMERICA: RECESSION IMPACT 180 FIGURE 40 NORTH AMERICA: MARKET SNAPSHOT 181 TABLE 119 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 181 TABLE 120 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 182 TABLE 121 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 182 TABLE 122 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 182 TABLE 123 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 182 TABLE 124 NORTH AMERICA: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 183 TABLE 125 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 183 TABLE 126 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 183 TABLE 127 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 183 TABLE 128 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 184 TABLE 129 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 184 TABLE 130 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 185 TABLE 131 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 185 TABLE 132 NORTH AMERICA: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 185 9.2.3 US 186 9.2.3.1 Rising adoption of geospatial analytics technologies across verticals to drive market 186 TABLE 133 US: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 186 TABLE 134 US: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 186 TABLE 135 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 187 TABLE 136 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 187 TABLE 137 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 187 TABLE 138 US: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 187 TABLE 139 US: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 188 TABLE 140 US: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 188 9.2.4 CANADA 188 9.2.4.1 Rising awareness regarding benefits of geospatial analytics to boost market growth 188 9.3 EUROPE 189 9.3.1 EUROPE: GEOSPATIAL ANALYTICS MARKET DRIVERS 189 9.3.2 EUROPE: RECESSION IMPACT 189 TABLE 141 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 190 TABLE 142 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 190 TABLE 143 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 190 TABLE 144 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 190 TABLE 145 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 191 TABLE 146 EUROPE: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 191 TABLE 147 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 191 TABLE 148 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 191 TABLE 149 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 192 TABLE 150 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 192 TABLE 151 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 192 TABLE 152 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 193 TABLE 153 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 193 TABLE 154 EUROPE: GEOSPATIAL ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 193 9.3.3 UK 194 9.3.3.1 Government initiatives to promote use of geospatial data to drive market 194 TABLE 155 UK: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 194 TABLE 156 UK: GEOSPATIAL ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 194 TABLE 157 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2017–2022 (USD MILLION) 195 TABLE 158 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 195 TABLE 159 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2017–2022 (USD MILLION) 195 TABLE 160 UK: GEOSPATIAL ANALYTICS SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 195 TABLE 161 UK: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2017–2022 (USD MILLION) 196 TABLE 162 UK: GEOSPATIAL ANALYTICS MARKET, BY SERVICE, 2023–2028 (USD MILLION) 196 9.3.4 GERMANY 196 9.3.4.1 Technological developments across various verticals to support growth of geospatial analytics market 196 9.3.5 FRANCE 197 9.3.5.1 Robust growth of transportation and construction sectors to drive growth of geospatial analytics market 197 9.3.6 ITALY 197 9.3.6.1 Rising need for infrastructural development and mobility to propel adoption of geospatial analytics solutions 197 9.3.7 SPAIN 198 9.3.7.1 Rising investments by tech companies to boost market growth 198 9.3.8 REST OF EUROPE 198
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