農業アナリティクス市場:提供サービス別(ソリューションとサービス)、農業タイプ別(精密農業、畜産農業、垂直農法)、技術別(リモートセンシング、GIS、ロボット工学、自動化)、農場規模別、エンドユーザー別、地域別 - 2028年までの世界予測Agriculture Analytics Market by Offering (Solution and Services), Agriculture Type (Precision Farming, Livestock Farming, Vertical Farming), Technology (Remote Sensing, GIS, Robotics, Automation), Farm Size, End Users and Region - Global Forecast to 2028 世界の農業アナリティクス市場規模は、2023年の14億米ドルから2028年には25億米ドルに成長し、予測期間中の年間平均成長率(CAGR)は13.1%になると予測されている。農業アナリティクスの主なエンドユーザーは農... もっと見る
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サマリー世界の農業アナリティクス市場規模は、2023年の14億米ドルから2028年には25億米ドルに成長し、予測期間中の年間平均成長率(CAGR)は13.1%になると予測されている。農業アナリティクスの主なエンドユーザーは農家と生産者である。彼らは、作物のパフォーマンス、土壌の健康状態、害虫と病気の管理、灌漑のスケジューリング、収穫量の最適化に関する洞察を得ることで、アナリティクスから利益を得ている。サービス分野は予測期間中に高いCAGRで成長する見込み 農業アナリティクスサービス市場は、プロフェッショナルサービスとマネージドサービスにセグメント化されている。プロフェッショナルサービス分野は、トレーニングとコンサルティング、システム統合と実装、サポートとメンテナンスにさらに細分化されている。農業アナリティクスサービスは、農業の様々な側面を最適化し強化するための包括的かつデータ主導型のアプローチを提供する。これらのサービスは、気象パターン、土壌の状態、作物の健康状態、市場動向など、複数の情報源から膨大な量のデータを収集、処理、分析するために、高度な技術と分析ツールを活用する。 予測期間中、大規模農場セグメントが最も高い市場規模を維持する見込み 大規模農場における農業分析ソリューションの採用は、中小規模の農場と比較して高いと言われている。1,000ヘクタール以上の農場は大規模農場セグメントに分類される。大規模農場を経営する生産者は、熾烈な競争の世界で競争に打ち勝つために、手を抜かない。 アジア太平洋地域は農業アナリティクス市場で最も急成長している地域 APACは、農業アナリティクスのソリューションとサービスに対する需要の増加により、予測期間中に最も高いCAGRで成長すると予想されている。中国、オーストラリア、ニュージーランド、インド、イスラエルなどの国々の経済成長は、APAC地域における農業アナリティクスソリューションとサービスの導入に大きな機会を提供している。一方、北米は予測期間中最大の市場規模を維持すると予測されている。 主な内訳 この調査には、部品サプライヤーからティア1企業、OEMに至るまで、様々な業界専門家の洞察が含まれている。主な内訳は以下の通りである: 企業別:ティア1:34%、ティア2:43%、ティア3:23 役職別Cレベル・エグゼクティブ50%、取締役30%、その他:20 地域別ヨーロッパ: 30%, APAC:30%、北米:25%、MEA:10%、ラテンアメリカ:5 農業アナリティクス市場は、Deere & Company(米国)、IBM(米国)、Bayer Ag(ドイツ)、SAP(ドイツ)、Trimble(米国)、Accenture(アイルランド)、ABACO(イタリア)、DeLaval(スウェーデン)、Oracle(米国)、DTN(米国)、Farmers Edge(カナダ)、SAS Institute(米国)、Iteris(米国)、PrecisionHawk(米国)など、世界的に確立された少数のプレーヤーによって支配されている、Conservis(米国)、Stesalit Systems(インド)、Agribotix(米国)、Agrivi(英国)、Granular(米国)、FBN(米国)、Gro Intelligence(米国)、Resson(カナダ)、AgVue Technologies(米国)、Taranis(米国)、CropX(イスラエル)、Trace Genomics(米国)、Fasal(インド)、AgEye Technologies(米国)、HelioPas AI(ドイツ)、OneSoil(スイス)、Root AI(米国)、AgShift(米国)。 調査範囲 この調査レポートは、農業分析市場を地域(北米、欧州、APAC、MEA、中南米)、提供、農業タイプ、農場規模、技術、エンドユーザーに基づいてセグメント化し、その市場規模を数量と金額で予測しています。 また、農業分析市場における市場促進要因、阻害要因、機会、課題についても包括的にレビューしています。また、これらの市場の量的側面に加えて質的側面もカバーしています。 レポート購入の主な利点 本レポートは、農業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、本市場の市場リーダー/新規参入者に提供します。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ちます。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。 本レポートは、以下のポイントに関する洞察を提供します: - 農業アナリティクス市場の成長に影響を与える主な促進要因(農場の大規模化・複雑化、最適な資源利用のニーズの高まり、持続可能性の向上と環境負荷の低減、農業におけるビッグデータの応用)、阻害要因(データ収集と分析に伴う高コスト、データのプライバシーとセキュリティに関する懸念)、機会(IoT、AI、MLなどの技術的進歩、農業アナリティクスの利用を促進する官民連携の見通し)、課題(技術リテラシーの欠如とスキルギャップ、データ転送と保存に関する課題)の分析 - 製品開発/イノベーション:農業アナリティクス市場における今後の技術、研究開発活動、新製品・サービス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な情報 - 当レポートでは、さまざまな地域の農業分析市場を分析しています。 - 市場の多様化:新製品とサービス、未開拓の地域、最近の開発、農業アナリティクス市場戦略への投資に関する網羅的な情報 - 当レポートはまた、関係者が農業アナリティクス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。 - 競争力の評価:農業アナリティクス市場におけるDeere & Company社(米国)、IBM社(米国)、Bayer Ag社(ドイツ)、SAP社(ドイツ)、Trimble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します。 目次1 INTRODUCTION 311.1 STUDY OBJECTIVES 31 1.2 MARKET DEFINITION 31 1.2.1 INCLUSIONS AND EXCLUSIONS 31 1.3 STUDY SCOPE 31 1.3.1 MARKET SEGMENTATION 32 1.3.2 REGIONAL SCOPE 32 1.3.3 YEARS CONSIDERED 33 1.4 CURRENCY CONSIDERED 33 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020–2022 33 1.5 STAKEHOLDERS 33 1.6 SUMMARY OF CHANGES 34 1.6.1 IMPACT OF RECESSION 34 2 RESEARCH METHODOLOGY 35 2.1 RESEARCH DATA 35 FIGURE 1 AGRICULTURE ANALYTICS MARKET: RESEARCH DESIGN 35 2.1.1 SECONDARY DATA 36 2.1.2 PRIMARY DATA 36 TABLE 2 PRIMARY INTERVIEWS 36 2.1.2.1 Breakup of Primary Profiles 37 2.1.2.2 Key Industry Insights 37 2.2 MARKET BREAKUP AND DATA TRIANGULATION 38 FIGURE 2 DATA TRIANGULATION 38 2.3 MARKET SIZE ESTIMATION 39 FIGURE 3 AGRICULTURE ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 39 2.3.1 TOP-DOWN APPROACH 39 2.3.2 BOTTOM-UP APPROACH 40 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET 40 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET 41 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (DEMAND-SIDE): SHARE OF AGRICULTURE ANALYTICS THROUGH OVERALL AGRICULTURE ANALYTICS SPENDING 42 2.4 MARKET FORECAST 43 TABLE 3 FACTOR ANALYSIS 43 2.5 ASSUMPTIONS 44 2.6 LIMITATIONS 45 2.7 IMPLICATIONS OF RECESSION ON AGRICULTURE ANALYTICS MARKET 46 3 EXECUTIVE SUMMARY 47 TABLE 4 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y %) 48 TABLE 5 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %) 48 FIGURE 7 SOLUTIONS SEGMENT TO SECURE HIGHER MARKET SHARE IN 2023 48 FIGURE 8 PROFESSIONAL SEGMENT TO DOMINATE MARKET IN 2023 49 FIGURE 9 TRAINING AND CONSULTING SERVICES TO CLAIM LARGER MARKET SHARE IN 2023 49 FIGURE 10 LARGE FARMS SEGMENT TO LEAD MARKET IN 2023 49 FIGURE 11 REMOTE SENSING AND SATELLITE IMAGERY SEGMENT TO CLAIM LARGER MARKET SHARE IN 2023 50 FIGURE 12 PRECISION FARMING SEGMENT TO DOMINATE MARKET IN 2023 50 FIGURE 13 FARMERS SEGMENT TO SECURE LARGER MARKET SHARE IN 2023 50 FIGURE 14 AGRICULTURE ANALYTICS MARKET, BY REGION 51 4 PREMIUM INSIGHTS 52 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AGRICULTURE ANALYTICS MARKET 52 FIGURE 15 RISING NEED FOR RISK ASSESSMENT IN FARMING TO DRIVE ADOPTION OF AGRICULTURE ANALYTICS 52 4.2 OVERVIEW OF RECESSION IN GLOBAL AGRICULTURE ANALYTICS MARKET 52 FIGURE 16 AGRICULTURE ANALYTICS MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 52 4.3 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 53 FIGURE 17 PRECISION FARMING SEGMENT TO HOLD HIGHEST MARKET SHARE DURING FORECAST PERIOD 53 4.4 AGRICULTURE ANALYTICS MARKET, BY REGION 53 FIGURE 18 NORTH AMERICA TO ACCOUNT FOR HIGHEST MARKET SHARE IN 2023 53 4.5 AGRICULTURE ANALYTICS MARKET IN NORTH AMERICA, BY AGRICULTURE TYPE AND END USERS 54 FIGURE 19 PRECISION FARMING AND FARMERS SEGMENTS ESTIMATED TO SECURE MAXIMUM MARKET SHARE IN 2023 54 5 MARKET OVERVIEW AND INDUSTRY TRENDS 55 5.1 INTRODUCTION 55 5.2 MARKET DYNAMICS 55 FIGURE 20 AGRICULTURE ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 55 5.2.1 DRIVERS 56 5.2.1.1 Increasing size and complexity of farms 56 5.2.1.2 Rising need for optimal resource utilization 56 5.2.1.3 Enhancing sustainability and reducing environmental impact 56 5.2.1.4 Applying Big Data in farming 57 5.2.2 RESTRAINTS 57 5.2.2.1 High costs associated with data collection and analysis 57 5.2.2.2 Data privacy and security concerns 57 5.2.3 OPPORTUNITIES 58 5.2.3.1 Technological advancements such as IoT, AI, and ML 58 5.2.3.2 Prospect of public-private collaborations to advance use of agriculture analytics 58 5.2.4 CHALLENGES 58 5.2.4.1 Lack of technological literacy and skills gap 58 5.2.4.2 Data transfer and storage 59 5.3 CASE STUDY ANALYSIS 59 5.3.1 CASE STUDY 1: BETTER WINE PRODUCTION AT E. & J. GALLO WINERY WITH IBM SOLUTION 59 5.3.2 CASE STUDY 2: BUNGE RUNS SOPHISTICATED ANALYSIS TO IMPROVE ACTIVITIES USING IBM GIS MAPPING SOFTWARE 60 5.3.3 CASE STUDY 3: DELAVAL HELPS ABIS DAIRY FARM TO IMPROVE ANIMAL WELFARE AND WORK EFFICIENCY 60 5.3.4 CASE STUDY 4: NESTLÉ USES AGRIVI 360 AGRICULTURE SUPPLY CHAIN PLATFORM FOR COMPLETE TRACEABILITY THROUGHOUT CHAIN 61 5.3.5 CASE STUDY 5: VEGGITECH AND AGRIVI BRINGS AGRONOMY INTO MODERN WORLD 61 5.3.6 CASE STUDY 6: WYMAN INCREASES PRODUCTIVITY WITH CONSERVIS 62 5.3.7 CASE STUDY 7: SPROULE FARMS INCREASES EFFICIENCY AND PROFITABILITY WITH CONSERVIS 62 5.3.8 CASE STUDY 8: AGROPECUÁRIA CANOA MIRIM S/A IMPROVES PROFITABILITY AND PRODUCTIVITY BY OPTIMIZING FERTILIZER USE 63 5.3.9 CASE STUDY 9: MFA STREAMLINES STANDARDIZATION ACROSS ORGANIZATION BY IMPLEMENTING PROAGRICA’S SOLUTIONS 63 5.3.10 CASE STUDY 10: ONESOIL YIELD ASSISTS SMART FARMING IN IMPROVING PERFORMANCE 64 5.3.11 CASE STUDY 11: WOODHALL GROWERS ACHIEVES ACCURACY AND FLEXIBILITY WITH AG LEADER’S SOLUTION 64 5.3.12 CASE STUDY 12: DE BORTOLI WINES SAVES 15–20% ON INPUT COSTS WITH AGWORLD’S SOLUTIONS 64 5.4 BRIEF HISTORY OF AGRICULTURE ANALYTICS 65 FIGURE 21 BRIEF HISTORY OF AGRICULTURE ANALYTICS 65 5.5 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 65 FIGURE 22 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 65 5.6 SUPPLY CHAIN ANALYSIS 67 FIGURE 23 SUPPLY CHAIN ANALYSIS: AGRICULTURE ANALYTICS MARKET 67 5.7 PRICING MODEL ANALYSIS 68 TABLE 6 AVERAGE SELLING PRICE ANALYSIS, 2023 68 5.8 PATENT ANALYSIS 70 5.8.1 METHODOLOGY 70 5.8.2 DOCUMENT TYPE 70 TABLE 7 PATENTS FILED, 2013–2023 70 5.8.3 INNOVATION AND PATENT APPLICATIONS 70 FIGURE 24 TOTAL NUMBER OF PATENTS GRANTED, JANUARY 2013– APRIL 2023 70 5.8.3.1 Top applicants 71 FIGURE 25 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2023 71 FIGURE 26 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 71 TABLE 8 TOP 10 PATENT OWNERS IN AGRICULTURE ANALYTICS MARKET, 2013–2023 72 TABLE 9 LIST OF PATENTS IN AGRICULTURE ANALYTICS MARKET, 2021–2023 72 5.9 TECHNOLOGY ANALYSIS 73 5.9.1 RELATED TECHNOLOGY 73 5.9.1.1 GIS-based agriculture 73 5.9.1.2 Sensor technology 73 5.9.2 ALLIED TECHNOLOGY 74 5.9.2.1 Blockchain 74 5.9.2.2 Sky-drones 75 5.9.2.3 Robotics and automation technology 76 5.10 PORTER’S FIVE FORCES ANALYSIS 77 FIGURE 27 PORTER’S FIVE FORCES ANALYSIS 77 TABLE 10 PORTER’S FIVE FORCES ANALYSIS 77 5.10.1 THREAT OF NEW ENTRANTS 78 5.10.2 THREAT OF SUBSTITUTES 78 5.10.3 BARGAINING POWER OF SUPPLIERS 78 5.10.4 BARGAINING POWER OF BUYERS 78 5.10.5 INTENSITY OF COMPETITIVE RIVALRY 78 5.11 KEY CONFERENCES & EVENTS 79 TABLE 11 AGRICULTURE ANALYTICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 79 5.12 REGULATORY LANDSCAPE 80 5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 15 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 5.12.2 REGULATIONS, BY REGION 83 5.12.2.1 North America 83 5.12.2.2 Europe 84 5.12.2.3 Asia Pacific 84 5.12.2.4 Middle East & Africa 84 5.12.2.5 Latin America 85 5.12.3 REGULATORY IMPLICATIONS AND INDUSTRY STANDARDS 85 5.12.3.1 General Data Protection Regulation 85 5.12.3.2 Securities and Exchange Commission Rule 17a-4 85 5.12.3.3 International Organization for Standardization/International Electrotechnical Commission 27001 85 5.12.3.4 System and Organization Controls 2 Type II Compliance 86 5.12.3.5 Financial Industry Regulatory Authority 86 5.12.3.6 Freedom of Information Act 86 5.12.3.7 Health Insurance Portability and Accountability Act 86 5.13 KEY COMPONENTS OF AGRICULTURE ANALYTICS ARCHITECTURE 87 5.13.1 DATA COLLECTION 87 5.13.2 DATA MANAGEMENT 87 5.13.3 DATA ANALYSIS 87 5.13.4 PREDICTIVE MODELING 88 5.13.5 DECISION SUPPORT SYSTEMS 88 5.14 TYPE OF AGRICULTURE ANALYTICS 88 5.14.1 FARMING ANALYTICS 88 5.14.2 LIVESTOCK ANALYTICS 89 5.14.3 AQUACULTURE ANALYTICS 89 5.15 KEY STAKEHOLDERS & BUYING CRITERIA 90 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 90 FIGURE 28 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE 90 TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE 90 5.15.2 BUYING CRITERIA 91 FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE 91 TABLE 18 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE 91 5.16 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN AGRICULTURE ANALYTICS MARKET 92 FIGURE 30 AGRICULTURE ANALYTICS MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS 92 5.17 TECHNOLOGY ROADMAP OF AGRICULTURE ANALYTICS MARKET 92 TABLE 19 SHORT-TERM ROADMAP, 2023–2025 92 TABLE 20 MID-TERM ROADMAP, 2026–2028 93 TABLE 21 LONG-TERM ROADMAP, 2029–2030 94 5.18 BUSINESS MODELS OF AGRICULTURE ANALYTICS 94 5.19 PRACTICES IN AGRICULTURE ANALYTICS MARKET 95 5.19.1 AGRI-EDUCATION AND TRAINING 95 5.19.2 AGRI-MARKET FORECASTING AND PRICE ANALYSIS 95 5.19.3 SAFETY AND HEALTH 96 5.19.4 CROP SELECTION AND DIVERSITY 96 5.19.5 WATER CONSERVATION 96 6 AGRICULTURE ANALYTICS MARKET, BY OFFERING 97 6.1 INTRODUCTION 98 6.1.1 OFFERING: AGRICULTURE ANALYTICS MARKET DRIVERS 98 FIGURE 31 SERVICES SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD 98 TABLE 22 AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 98 TABLE 23 AGRICULTURE ANALYTICS MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION) 99 6.2 SOLUTIONS 99 TABLE 24 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 99 TABLE 25 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 100 6.3 SERVICES 100 FIGURE 32 MANAGED SERVICES SEGMENT TO EXHIBIT HIGHER CAGR IN AGRICULTURE ANALYTICS MARKET DURING FORECAST PERIOD 100 TABLE 26 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 101 TABLE 27 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 101 TABLE 28 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 101 TABLE 29 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 101 6.3.1 PROFESSIONAL SERVICES 102 FIGURE 33 SYSTEM INTEGRATION AND IMPLEMENTATION TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 102 TABLE 30 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 102 TABLE 31 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 103 TABLE 32 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 103 TABLE 33 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 103 6.3.1.1 Training and Consulting 104 6.3.1.1.1 Plays vital role in managing operations and technology updates 104 TABLE 34 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 104 TABLE 35 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 104 6.3.1.2 System Integration and Implementation 105 6.3.1.2.1 Rising need to ensure effective system communication to augment segment growth 105 TABLE 36 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 105 TABLE 37 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 105 6.3.1.3 Support and Maintenance 106 6.3.1.3.1 Rising agriculture analytics deployment to enhance segment growth 106 TABLE 38 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 106 TABLE 39 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 106 6.3.2 MANAGED SERVICES 107 FIGURE 34 DATA SERVICES SUB-SEGMENT TO DISPLAY HIGHEST CAGR DURING FORECAST PERIOD 107 TABLE 40 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 107 TABLE 41 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 108 TABLE 42 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 108 TABLE 43 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 108 6.3.2.1 Farm operation services 109 6.3.2.1.1 Generates records and integrates unstructured data into single, easy-to-use cloud-based or on-premises system 109 TABLE 44 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 109 TABLE 45 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 109 6.3.2.2 Data services 110 6.3.2.2.1 Provides real-time information and intelligence capabilities 110 TABLE 46 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 110 TABLE 47 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 110 6.3.2.3 Analytics Services 111 6.3.2.3.1 Rising demand for mobile technologies to boost segment growth 111 TABLE 48 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 111 TABLE 49 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 112 7 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 113 7.1 INTRODUCTION 114 7.1.1 AGRICULTURE TYPE: AGRICULTURE ANALYTICS MARKET DRIVERS 114 FIGURE 35 LIVESTOCK FARMING TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 114 TABLE 50 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 115 TABLE 51 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 115 7.2 PRECISION FARMING 115 7.2.1 INCREASED EFFICIENCY AND REDUCED LABOR COSTS 115 TABLE 52 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 116 TABLE 53 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 116 TABLE 54 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 117 TABLE 55 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 117 7.2.2 YIELD MONITORING AND PREDICTION 117 7.2.3 VARIABLE RATE TECHNOLOGY 118 7.2.4 FARM LABOR MANAGEMENT 118 7.2.5 DECISION SUPPORT SYSTEMS 118 7.2.6 SOIL HEALTH ANALYSIS 119 7.2.7 IRRIGATION AND WATER MANAGEMENT 119 7.2.8 WEATHER TRACKING & FORECASTING 119 7.2.9 FINANCIAL AND RISK MANAGEMENT 120 7.2.10 SUPPLY CHAIN MANAGEMENT 120 7.2.10.1 Order Delivery and Invoice Management 121 7.2.10.2 Shipping Management 121 7.2.10.3 Inventory Management 121 7.2.11 OTHER PRECISION FARMING 121 7.3 LIVESTOCK FARMING 122 7.3.1 OPTIMIZES PRODUCTION PROCESSES AND ENHANCES PRODUCTIVITY 122 TABLE 56 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 122 TABLE 57 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 123 TABLE 58 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 123 TABLE 59 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 124 7.3.2 FEEDING MANAGEMENT 124 7.3.3 HEAT STRESS MANAGEMENT 124 7.3.4 MILK HARVESTING 124 7.3.5 BREEDING MANAGEMENT 125 7.3.6 BEHAVIOR MONITORING AND MANAGEMENT 125 7.3.7 REAL-TIME MONITORING 125 7.3.8 CALF MANAGEMENT 125 7.3.9 SUPPLY CHAIN MANAGEMENT 126 7.3.9.1 Order Delivery and Invoice Management 126 7.3.9.2 Shipping Management 126 7.3.9.3 Inventory Management 126 7.3.10 OTHER LIVESTOCK FARMING 126 7.4 AQUACULTURE FARMING 127 7.4.1 ADOPTION OF DATA-DRIVEN DECISION-MAKING PROCESSES BOOSTS SEGMENTAL GROWTH 127 TABLE 60 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2017–2022 (USD MILLION) 127 TABLE 61 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2023–2028 (USD MILLION) 128 TABLE 62 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 128 TABLE 63 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 129 7.4.2 FISH TRACKING AND FLEET NAVIGATION 129 7.4.3 FEEDING MANAGEMENT 129 7.4.4 WATER QUALITY MANAGEMENT 129 7.4.5 QUALITY CONTROL AND TRACEABILITY 130 7.4.6 PEST AND DISEASE MANAGEMENT 130 7.4.7 FOOD PRODUCTION 130 7.4.8 AERATION SYSTEMS 130 7.4.9 SUPPLY CHAIN MANAGEMENT 131 7.4.9.1 Order Delivery and Invoice Management 131 7.4.9.2 Shipping Management 131 7.4.9.3 Inventory Management 131 7.4.10 OTHER AQUACULTURE FARMING 131 7.5 VERTICAL FARMING 132 7.5.1 OFFERS SOLUTION BY MAXIMIZING CROP YIELD IN LIMITED SPACES 132 TABLE 64 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2017–2022 (USD MILLION) 132 TABLE 65 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2023–2028 (USD MILLION) 133 TABLE 66 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 133 TABLE 67 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 134 7.5.2 SUSTAINABILITY AND ENVIRONMENTAL MONITORING 134 7.5.3 ENERGY OPTIMIZATION 134 7.5.4 NUTRIENT MANAGEMENT 135 7.5.5 RESOURCE PLANNING AND OPTIMIZATION 135 7.5.6 GRADING AND MARKETING 135 7.5.7 PLANTING AND SEEDING 135 7.5.8 SUPPLY CHAIN MANAGEMENT 136 7.5.8.1 Order Delivery and Invoice Management 136 7.5.8.2 Shipping Management 136 7.5.8.3 Inventory Management 136 7.5.9 OTHER VERTICAL FARMING 137 7.6 OTHER AGRICULTURE TYPE 137 8 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE 138 8.1 INTRODUCTION 139 8.1.1 FARM SIZE: AGRICULTURE ANALYTICS MARKET DRIVERS 139 FIGURE 36 SMALL AND MEDIUM FARMS SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD 139 TABLE 68 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 140 TABLE 69 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 140 8.2 SMALL AND MEDIUM-SIZED FARMS 140 8.2.1 MEDIUM-SIZED FARMS TO DOMINATE AGRICULTURE ANALYTICS MARKET 140 TABLE 70 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2017–2022 (USD MILLION) 141 TABLE 71 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 141 8.3 LARGE FARMS 141 8.3.1 OWNERS ADOPT ADVANCED TECHNOLOGIES TO ATTAIN GRANULAR DATA POINTS ON SOIL CONDITIONS AND OTHER VITAL DETAILS 141 TABLE 72 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 142 TABLE 73 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 142 9 AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY 143 9.1 INTRODUCTION 144 9.1.1 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET DRIVERS 144 FIGURE 37 VISUALIZATION AND REPORTING SEGMENT TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 144 TABLE 74 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2017–2022, (USD MILLION) 145 TABLE 75 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2023–2028 (USD MILLION) 145 9.2 REMOTE SENSING AND SATELLITE IMAGERY 146 9.2.1 INCREASING PRODUCTIVITY AND PROMOTING ENVIRONMENTAL STEWARDSHIP 146 TABLE 76 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 146 TABLE 77 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 147 9.3 GEOGRAPHIC INFORMATION SYSTEM 147 9.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES 147 TABLE 78 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 147 TABLE 79 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 148 9.4 ROBOTICS AND AUTOMATION 148 9.4.1 ANALYZES AGRICULTURAL DATA TO OPTIMIZE FARMING PRACTICES 148 TABLE 80 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 149 TABLE 81 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 149 9.5 BIG DATA AND CLOUD COMPUTING 149 9.5.1 EXTRACTS VALUABLE INSIGHTS FROM COMPLEX AGRICULTURAL DATA 149 TABLE 82 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 150 TABLE 83 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 150 9.6 VISUALIZATION AND REPORTING 151 9.6.1 TRANSFORMING COMPLEX INFORMATION INTO VISUALLY INTUITIVE REPRESENTATIONS 151 TABLE 84 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 151 TABLE 85 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 152 9.7 BLOCKCHAIN TECHNOLOGY 152 9.7.1 PROVIDES SECURE DATA MANAGEMENT, TRACEABILITY, AND INTEGRATION OF DIVERSE DATA SOURCES 152 TABLE 86 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 152 TABLE 87 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 153 9.8 OTHER TECHNOLOGY 153 10 AGRICULTURE ANALYTICS MARKET, BY END USERS 154 10.1 INTRODUCTION 155 10.1.1 END USERS: AGRICULTURE ANALYTICS MARKET DRIVERS 155 FIGURE 38 AGRONOMISTS SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 155 TABLE 88 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 156 TABLE 89 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 156 10.2 FARMERS 156 10.2.1 ADOPTION OF INNOVATIVE SOLUTIONS TO ENHANCE PRODUCTIVITY AND SUSTAINABILITY 156 TABLE 90 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 157 TABLE 91 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 157 10.3 AGRONOMISTS 157 10.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES 157 TABLE 92 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 158 TABLE 93 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 158 10.4 AGRIBUSINESSES 159 10.4.1 DRIVES PROFITABILITY, SUSTAINABILITY, AND INNOVATION IN EVER-EVOLVING AGRICULTURE INDUSTRY 159 TABLE 94 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 159 TABLE 95 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 160 10.5 AGRICULTURAL RESEARCHERS 160 10.5.1 ENSURES SECURE AND RESILIENT FOOD SUPPLY 160 TABLE 96 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 160 TABLE 97 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 161 10.6 GOVERNMENT AGENCIES 161 10.6.1 GATHER, ANALYZE, AND DISTRIBUTE DATA FOR POLICY FORMULATION 161 TABLE 98 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 161 TABLE 99 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 162 10.7 OTHER END USERS 162 11 AGRICULTURE ANALYTICS MARKET, BY REGION 163 11.1 INTRODUCTION 164 FIGURE 39 ASIA PACIFIC TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 164 FIGURE 40 INDIA TO ATTAIN FASTEST GROWTH DURING FORECAST PERIOD 164 TABLE 100 AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 165 TABLE 101 AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 165 11.2 NORTH AMERICA 165 11.2.1 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET DRIVERS 166 11.2.2 NORTH AMERICA: IMPACT OF RECESSION 166 FIGURE 41 NORTH AMERICA: MARKET SNAPSHOT 167 TABLE 102 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 167 TABLE 103 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 168 TABLE 104 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 168 TABLE 105 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 168 TABLE 106 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2017–2022 (USD MILLION) 168 TABLE 107 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 169 TABLE 108 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 169 TABLE 109 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 169 TABLE 110 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 170 TABLE 111 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 170 TABLE 112 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 170 TABLE 113 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 171 TABLE 114 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 171 TABLE 115 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 171 TABLE 116 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 172 TABLE 117 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 172 TABLE 118 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 172 TABLE 119 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 173 11.2.3 US 173 11.2.3.1 Increasing application of artificial intelligence in agriculture 173 TABLE 120 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 173 TABLE 121 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173 TABLE 122 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 174 TABLE 123 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 174 11.2.4 CANADA 174 11.2.4.1 Growing research on predictive analysis and machine learning 174 TABLE 124 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 174 TABLE 125 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 175 TABLE 126 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 175 TABLE 127 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 175 11.3 EUROPE 175 11.3.1 EUROPE: AGRICULTURE ANALYTICS MARKET DRIVERS 176 11.3.2 EUROPE: IMPACT OF RECESSION 176 TABLE 128 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 176 TABLE 129 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176 TABLE 130 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 177 TABLE 131 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 177 TABLE 132 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION) 177 TABLE 133 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 177 TABLE 134 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 178 TABLE 135 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 178 TABLE 136 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 178 TABLE 137 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 179 TABLE 138 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 179 TABLE 139 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 179 TABLE 140 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 180 TABLE 141 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 180 TABLE 142 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 181 TABLE 143 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 181 TABLE 144 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 181 TABLE 145 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 182 11.3.3 UK 182 11.3.3.1 Several government initiatives and laws in favor of agriculture analytics to boost market growth 182 TABLE 146 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 182 TABLE 147 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 183 TABLE 148 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 183 TABLE 149 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 183 11.3.4 GERMANY 183 11.3.4.1 Farming 4.0 and increased funding from established players to expand market size 183 TABLE 150 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 184 TABLE 151 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 184 TABLE 152 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 184 TABLE 153 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 184 11.3.5 FRANCE 185 11.3.5.1 Growing application of GIS in agriculture analytics 185 TABLE 154 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 185 TABLE 155 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 185 TABLE 156 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 185 TABLE 157 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 186 11.3.6 ITALY 186 11.3.6.1 Shift to AI-based farming to promote market growth 186 TABLE 158 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 186 TABLE 159 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 186 TABLE 160 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 187 TABLE 161 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 187 11.3.7 NETHERLANDS 187 11.3.7.1 Increased usage of advanced agricultural practices to favor market expansion 187 TABLE 162 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 187 TABLE 163 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 188 TABLE 164 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 188 TABLE 165 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 188 11.3.8 REST OF EUROPE 188
SummaryThe global agriculture analytics market size is projected to grow from USD 1.4 billion in 2023 to USD 2.5 billion by 2028, at a Compound Annual Growth Rate (CAGR) of 13.1% during the forecast period. Farmers and growers are the primary end users of agriculture analytics. They benefit from analytics by gaining insights into crop performance, soil health, pest and disease management, irrigation scheduling, and yield optimization. Table of Contents1 INTRODUCTION 311.1 STUDY OBJECTIVES 31 1.2 MARKET DEFINITION 31 1.2.1 INCLUSIONS AND EXCLUSIONS 31 1.3 STUDY SCOPE 31 1.3.1 MARKET SEGMENTATION 32 1.3.2 REGIONAL SCOPE 32 1.3.3 YEARS CONSIDERED 33 1.4 CURRENCY CONSIDERED 33 TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020–2022 33 1.5 STAKEHOLDERS 33 1.6 SUMMARY OF CHANGES 34 1.6.1 IMPACT OF RECESSION 34 2 RESEARCH METHODOLOGY 35 2.1 RESEARCH DATA 35 FIGURE 1 AGRICULTURE ANALYTICS MARKET: RESEARCH DESIGN 35 2.1.1 SECONDARY DATA 36 2.1.2 PRIMARY DATA 36 TABLE 2 PRIMARY INTERVIEWS 36 2.1.2.1 Breakup of Primary Profiles 37 2.1.2.2 Key Industry Insights 37 2.2 MARKET BREAKUP AND DATA TRIANGULATION 38 FIGURE 2 DATA TRIANGULATION 38 2.3 MARKET SIZE ESTIMATION 39 FIGURE 3 AGRICULTURE ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 39 2.3.1 TOP-DOWN APPROACH 39 2.3.2 BOTTOM-UP APPROACH 40 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET 40 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET 41 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (DEMAND-SIDE): SHARE OF AGRICULTURE ANALYTICS THROUGH OVERALL AGRICULTURE ANALYTICS SPENDING 42 2.4 MARKET FORECAST 43 TABLE 3 FACTOR ANALYSIS 43 2.5 ASSUMPTIONS 44 2.6 LIMITATIONS 45 2.7 IMPLICATIONS OF RECESSION ON AGRICULTURE ANALYTICS MARKET 46 3 EXECUTIVE SUMMARY 47 TABLE 4 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y %) 48 TABLE 5 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %) 48 FIGURE 7 SOLUTIONS SEGMENT TO SECURE HIGHER MARKET SHARE IN 2023 48 FIGURE 8 PROFESSIONAL SEGMENT TO DOMINATE MARKET IN 2023 49 FIGURE 9 TRAINING AND CONSULTING SERVICES TO CLAIM LARGER MARKET SHARE IN 2023 49 FIGURE 10 LARGE FARMS SEGMENT TO LEAD MARKET IN 2023 49 FIGURE 11 REMOTE SENSING AND SATELLITE IMAGERY SEGMENT TO CLAIM LARGER MARKET SHARE IN 2023 50 FIGURE 12 PRECISION FARMING SEGMENT TO DOMINATE MARKET IN 2023 50 FIGURE 13 FARMERS SEGMENT TO SECURE LARGER MARKET SHARE IN 2023 50 FIGURE 14 AGRICULTURE ANALYTICS MARKET, BY REGION 51 4 PREMIUM INSIGHTS 52 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AGRICULTURE ANALYTICS MARKET 52 FIGURE 15 RISING NEED FOR RISK ASSESSMENT IN FARMING TO DRIVE ADOPTION OF AGRICULTURE ANALYTICS 52 4.2 OVERVIEW OF RECESSION IN GLOBAL AGRICULTURE ANALYTICS MARKET 52 FIGURE 16 AGRICULTURE ANALYTICS MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 52 4.3 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 53 FIGURE 17 PRECISION FARMING SEGMENT TO HOLD HIGHEST MARKET SHARE DURING FORECAST PERIOD 53 4.4 AGRICULTURE ANALYTICS MARKET, BY REGION 53 FIGURE 18 NORTH AMERICA TO ACCOUNT FOR HIGHEST MARKET SHARE IN 2023 53 4.5 AGRICULTURE ANALYTICS MARKET IN NORTH AMERICA, BY AGRICULTURE TYPE AND END USERS 54 FIGURE 19 PRECISION FARMING AND FARMERS SEGMENTS ESTIMATED TO SECURE MAXIMUM MARKET SHARE IN 2023 54 5 MARKET OVERVIEW AND INDUSTRY TRENDS 55 5.1 INTRODUCTION 55 5.2 MARKET DYNAMICS 55 FIGURE 20 AGRICULTURE ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 55 5.2.1 DRIVERS 56 5.2.1.1 Increasing size and complexity of farms 56 5.2.1.2 Rising need for optimal resource utilization 56 5.2.1.3 Enhancing sustainability and reducing environmental impact 56 5.2.1.4 Applying Big Data in farming 57 5.2.2 RESTRAINTS 57 5.2.2.1 High costs associated with data collection and analysis 57 5.2.2.2 Data privacy and security concerns 57 5.2.3 OPPORTUNITIES 58 5.2.3.1 Technological advancements such as IoT, AI, and ML 58 5.2.3.2 Prospect of public-private collaborations to advance use of agriculture analytics 58 5.2.4 CHALLENGES 58 5.2.4.1 Lack of technological literacy and skills gap 58 5.2.4.2 Data transfer and storage 59 5.3 CASE STUDY ANALYSIS 59 5.3.1 CASE STUDY 1: BETTER WINE PRODUCTION AT E. & J. GALLO WINERY WITH IBM SOLUTION 59 5.3.2 CASE STUDY 2: BUNGE RUNS SOPHISTICATED ANALYSIS TO IMPROVE ACTIVITIES USING IBM GIS MAPPING SOFTWARE 60 5.3.3 CASE STUDY 3: DELAVAL HELPS ABIS DAIRY FARM TO IMPROVE ANIMAL WELFARE AND WORK EFFICIENCY 60 5.3.4 CASE STUDY 4: NESTLÉ USES AGRIVI 360 AGRICULTURE SUPPLY CHAIN PLATFORM FOR COMPLETE TRACEABILITY THROUGHOUT CHAIN 61 5.3.5 CASE STUDY 5: VEGGITECH AND AGRIVI BRINGS AGRONOMY INTO MODERN WORLD 61 5.3.6 CASE STUDY 6: WYMAN INCREASES PRODUCTIVITY WITH CONSERVIS 62 5.3.7 CASE STUDY 7: SPROULE FARMS INCREASES EFFICIENCY AND PROFITABILITY WITH CONSERVIS 62 5.3.8 CASE STUDY 8: AGROPECUÁRIA CANOA MIRIM S/A IMPROVES PROFITABILITY AND PRODUCTIVITY BY OPTIMIZING FERTILIZER USE 63 5.3.9 CASE STUDY 9: MFA STREAMLINES STANDARDIZATION ACROSS ORGANIZATION BY IMPLEMENTING PROAGRICA’S SOLUTIONS 63 5.3.10 CASE STUDY 10: ONESOIL YIELD ASSISTS SMART FARMING IN IMPROVING PERFORMANCE 64 5.3.11 CASE STUDY 11: WOODHALL GROWERS ACHIEVES ACCURACY AND FLEXIBILITY WITH AG LEADER’S SOLUTION 64 5.3.12 CASE STUDY 12: DE BORTOLI WINES SAVES 15–20% ON INPUT COSTS WITH AGWORLD’S SOLUTIONS 64 5.4 BRIEF HISTORY OF AGRICULTURE ANALYTICS 65 FIGURE 21 BRIEF HISTORY OF AGRICULTURE ANALYTICS 65 5.5 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 65 FIGURE 22 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 65 5.6 SUPPLY CHAIN ANALYSIS 67 FIGURE 23 SUPPLY CHAIN ANALYSIS: AGRICULTURE ANALYTICS MARKET 67 5.7 PRICING MODEL ANALYSIS 68 TABLE 6 AVERAGE SELLING PRICE ANALYSIS, 2023 68 5.8 PATENT ANALYSIS 70 5.8.1 METHODOLOGY 70 5.8.2 DOCUMENT TYPE 70 TABLE 7 PATENTS FILED, 2013–2023 70 5.8.3 INNOVATION AND PATENT APPLICATIONS 70 FIGURE 24 TOTAL NUMBER OF PATENTS GRANTED, JANUARY 2013– APRIL 2023 70 5.8.3.1 Top applicants 71 FIGURE 25 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2023 71 FIGURE 26 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 71 TABLE 8 TOP 10 PATENT OWNERS IN AGRICULTURE ANALYTICS MARKET, 2013–2023 72 TABLE 9 LIST OF PATENTS IN AGRICULTURE ANALYTICS MARKET, 2021–2023 72 5.9 TECHNOLOGY ANALYSIS 73 5.9.1 RELATED TECHNOLOGY 73 5.9.1.1 GIS-based agriculture 73 5.9.1.2 Sensor technology 73 5.9.2 ALLIED TECHNOLOGY 74 5.9.2.1 Blockchain 74 5.9.2.2 Sky-drones 75 5.9.2.3 Robotics and automation technology 76 5.10 PORTER’S FIVE FORCES ANALYSIS 77 FIGURE 27 PORTER’S FIVE FORCES ANALYSIS 77 TABLE 10 PORTER’S FIVE FORCES ANALYSIS 77 5.10.1 THREAT OF NEW ENTRANTS 78 5.10.2 THREAT OF SUBSTITUTES 78 5.10.3 BARGAINING POWER OF SUPPLIERS 78 5.10.4 BARGAINING POWER OF BUYERS 78 5.10.5 INTENSITY OF COMPETITIVE RIVALRY 78 5.11 KEY CONFERENCES & EVENTS 79 TABLE 11 AGRICULTURE ANALYTICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 79 5.12 REGULATORY LANDSCAPE 80 5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80 TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 81 TABLE 15 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 82 5.12.2 REGULATIONS, BY REGION 83 5.12.2.1 North America 83 5.12.2.2 Europe 84 5.12.2.3 Asia Pacific 84 5.12.2.4 Middle East & Africa 84 5.12.2.5 Latin America 85 5.12.3 REGULATORY IMPLICATIONS AND INDUSTRY STANDARDS 85 5.12.3.1 General Data Protection Regulation 85 5.12.3.2 Securities and Exchange Commission Rule 17a-4 85 5.12.3.3 International Organization for Standardization/International Electrotechnical Commission 27001 85 5.12.3.4 System and Organization Controls 2 Type II Compliance 86 5.12.3.5 Financial Industry Regulatory Authority 86 5.12.3.6 Freedom of Information Act 86 5.12.3.7 Health Insurance Portability and Accountability Act 86 5.13 KEY COMPONENTS OF AGRICULTURE ANALYTICS ARCHITECTURE 87 5.13.1 DATA COLLECTION 87 5.13.2 DATA MANAGEMENT 87 5.13.3 DATA ANALYSIS 87 5.13.4 PREDICTIVE MODELING 88 5.13.5 DECISION SUPPORT SYSTEMS 88 5.14 TYPE OF AGRICULTURE ANALYTICS 88 5.14.1 FARMING ANALYTICS 88 5.14.2 LIVESTOCK ANALYTICS 89 5.14.3 AQUACULTURE ANALYTICS 89 5.15 KEY STAKEHOLDERS & BUYING CRITERIA 90 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 90 FIGURE 28 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE 90 TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE 90 5.15.2 BUYING CRITERIA 91 FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE 91 TABLE 18 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE 91 5.16 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN AGRICULTURE ANALYTICS MARKET 92 FIGURE 30 AGRICULTURE ANALYTICS MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS 92 5.17 TECHNOLOGY ROADMAP OF AGRICULTURE ANALYTICS MARKET 92 TABLE 19 SHORT-TERM ROADMAP, 2023–2025 92 TABLE 20 MID-TERM ROADMAP, 2026–2028 93 TABLE 21 LONG-TERM ROADMAP, 2029–2030 94 5.18 BUSINESS MODELS OF AGRICULTURE ANALYTICS 94 5.19 PRACTICES IN AGRICULTURE ANALYTICS MARKET 95 5.19.1 AGRI-EDUCATION AND TRAINING 95 5.19.2 AGRI-MARKET FORECASTING AND PRICE ANALYSIS 95 5.19.3 SAFETY AND HEALTH 96 5.19.4 CROP SELECTION AND DIVERSITY 96 5.19.5 WATER CONSERVATION 96 6 AGRICULTURE ANALYTICS MARKET, BY OFFERING 97 6.1 INTRODUCTION 98 6.1.1 OFFERING: AGRICULTURE ANALYTICS MARKET DRIVERS 98 FIGURE 31 SERVICES SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD 98 TABLE 22 AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 98 TABLE 23 AGRICULTURE ANALYTICS MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION) 99 6.2 SOLUTIONS 99 TABLE 24 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 99 TABLE 25 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 100 6.3 SERVICES 100 FIGURE 32 MANAGED SERVICES SEGMENT TO EXHIBIT HIGHER CAGR IN AGRICULTURE ANALYTICS MARKET DURING FORECAST PERIOD 100 TABLE 26 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 101 TABLE 27 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 101 TABLE 28 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 101 TABLE 29 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 101 6.3.1 PROFESSIONAL SERVICES 102 FIGURE 33 SYSTEM INTEGRATION AND IMPLEMENTATION TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 102 TABLE 30 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 102 TABLE 31 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 103 TABLE 32 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 103 TABLE 33 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 103 6.3.1.1 Training and Consulting 104 6.3.1.1.1 Plays vital role in managing operations and technology updates 104 TABLE 34 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 104 TABLE 35 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 104 6.3.1.2 System Integration and Implementation 105 6.3.1.2.1 Rising need to ensure effective system communication to augment segment growth 105 TABLE 36 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 105 TABLE 37 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 105 6.3.1.3 Support and Maintenance 106 6.3.1.3.1 Rising agriculture analytics deployment to enhance segment growth 106 TABLE 38 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 106 TABLE 39 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 106 6.3.2 MANAGED SERVICES 107 FIGURE 34 DATA SERVICES SUB-SEGMENT TO DISPLAY HIGHEST CAGR DURING FORECAST PERIOD 107 TABLE 40 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 107 TABLE 41 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 108 TABLE 42 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 108 TABLE 43 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 108 6.3.2.1 Farm operation services 109 6.3.2.1.1 Generates records and integrates unstructured data into single, easy-to-use cloud-based or on-premises system 109 TABLE 44 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 109 TABLE 45 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 109 6.3.2.2 Data services 110 6.3.2.2.1 Provides real-time information and intelligence capabilities 110 TABLE 46 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 110 TABLE 47 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 110 6.3.2.3 Analytics Services 111 6.3.2.3.1 Rising demand for mobile technologies to boost segment growth 111 TABLE 48 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 111 TABLE 49 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 112 7 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 113 7.1 INTRODUCTION 114 7.1.1 AGRICULTURE TYPE: AGRICULTURE ANALYTICS MARKET DRIVERS 114 FIGURE 35 LIVESTOCK FARMING TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 114 TABLE 50 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 115 TABLE 51 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 115 7.2 PRECISION FARMING 115 7.2.1 INCREASED EFFICIENCY AND REDUCED LABOR COSTS 115 TABLE 52 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 116 TABLE 53 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 116 TABLE 54 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 117 TABLE 55 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 117 7.2.2 YIELD MONITORING AND PREDICTION 117 7.2.3 VARIABLE RATE TECHNOLOGY 118 7.2.4 FARM LABOR MANAGEMENT 118 7.2.5 DECISION SUPPORT SYSTEMS 118 7.2.6 SOIL HEALTH ANALYSIS 119 7.2.7 IRRIGATION AND WATER MANAGEMENT 119 7.2.8 WEATHER TRACKING & FORECASTING 119 7.2.9 FINANCIAL AND RISK MANAGEMENT 120 7.2.10 SUPPLY CHAIN MANAGEMENT 120 7.2.10.1 Order Delivery and Invoice Management 121 7.2.10.2 Shipping Management 121 7.2.10.3 Inventory Management 121 7.2.11 OTHER PRECISION FARMING 121 7.3 LIVESTOCK FARMING 122 7.3.1 OPTIMIZES PRODUCTION PROCESSES AND ENHANCES PRODUCTIVITY 122 TABLE 56 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION) 122 TABLE 57 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 123 TABLE 58 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 123 TABLE 59 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 124 7.3.2 FEEDING MANAGEMENT 124 7.3.3 HEAT STRESS MANAGEMENT 124 7.3.4 MILK HARVESTING 124 7.3.5 BREEDING MANAGEMENT 125 7.3.6 BEHAVIOR MONITORING AND MANAGEMENT 125 7.3.7 REAL-TIME MONITORING 125 7.3.8 CALF MANAGEMENT 125 7.3.9 SUPPLY CHAIN MANAGEMENT 126 7.3.9.1 Order Delivery and Invoice Management 126 7.3.9.2 Shipping Management 126 7.3.9.3 Inventory Management 126 7.3.10 OTHER LIVESTOCK FARMING 126 7.4 AQUACULTURE FARMING 127 7.4.1 ADOPTION OF DATA-DRIVEN DECISION-MAKING PROCESSES BOOSTS SEGMENTAL GROWTH 127 TABLE 60 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2017–2022 (USD MILLION) 127 TABLE 61 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2023–2028 (USD MILLION) 128 TABLE 62 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 128 TABLE 63 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 129 7.4.2 FISH TRACKING AND FLEET NAVIGATION 129 7.4.3 FEEDING MANAGEMENT 129 7.4.4 WATER QUALITY MANAGEMENT 129 7.4.5 QUALITY CONTROL AND TRACEABILITY 130 7.4.6 PEST AND DISEASE MANAGEMENT 130 7.4.7 FOOD PRODUCTION 130 7.4.8 AERATION SYSTEMS 130 7.4.9 SUPPLY CHAIN MANAGEMENT 131 7.4.9.1 Order Delivery and Invoice Management 131 7.4.9.2 Shipping Management 131 7.4.9.3 Inventory Management 131 7.4.10 OTHER AQUACULTURE FARMING 131 7.5 VERTICAL FARMING 132 7.5.1 OFFERS SOLUTION BY MAXIMIZING CROP YIELD IN LIMITED SPACES 132 TABLE 64 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2017–2022 (USD MILLION) 132 TABLE 65 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2023–2028 (USD MILLION) 133 TABLE 66 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 133 TABLE 67 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 134 7.5.2 SUSTAINABILITY AND ENVIRONMENTAL MONITORING 134 7.5.3 ENERGY OPTIMIZATION 134 7.5.4 NUTRIENT MANAGEMENT 135 7.5.5 RESOURCE PLANNING AND OPTIMIZATION 135 7.5.6 GRADING AND MARKETING 135 7.5.7 PLANTING AND SEEDING 135 7.5.8 SUPPLY CHAIN MANAGEMENT 136 7.5.8.1 Order Delivery and Invoice Management 136 7.5.8.2 Shipping Management 136 7.5.8.3 Inventory Management 136 7.5.9 OTHER VERTICAL FARMING 137 7.6 OTHER AGRICULTURE TYPE 137 8 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE 138 8.1 INTRODUCTION 139 8.1.1 FARM SIZE: AGRICULTURE ANALYTICS MARKET DRIVERS 139 FIGURE 36 SMALL AND MEDIUM FARMS SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD 139 TABLE 68 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 140 TABLE 69 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 140 8.2 SMALL AND MEDIUM-SIZED FARMS 140 8.2.1 MEDIUM-SIZED FARMS TO DOMINATE AGRICULTURE ANALYTICS MARKET 140 TABLE 70 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2017–2022 (USD MILLION) 141 TABLE 71 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2023–2028 (USD MILLION) 141 8.3 LARGE FARMS 141 8.3.1 OWNERS ADOPT ADVANCED TECHNOLOGIES TO ATTAIN GRANULAR DATA POINTS ON SOIL CONDITIONS AND OTHER VITAL DETAILS 141 TABLE 72 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 142 TABLE 73 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 142 9 AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY 143 9.1 INTRODUCTION 144 9.1.1 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET DRIVERS 144 FIGURE 37 VISUALIZATION AND REPORTING SEGMENT TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 144 TABLE 74 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2017–2022, (USD MILLION) 145 TABLE 75 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2023–2028 (USD MILLION) 145 9.2 REMOTE SENSING AND SATELLITE IMAGERY 146 9.2.1 INCREASING PRODUCTIVITY AND PROMOTING ENVIRONMENTAL STEWARDSHIP 146 TABLE 76 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 146 TABLE 77 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 147 9.3 GEOGRAPHIC INFORMATION SYSTEM 147 9.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES 147 TABLE 78 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 147 TABLE 79 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 148 9.4 ROBOTICS AND AUTOMATION 148 9.4.1 ANALYZES AGRICULTURAL DATA TO OPTIMIZE FARMING PRACTICES 148 TABLE 80 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 149 TABLE 81 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 149 9.5 BIG DATA AND CLOUD COMPUTING 149 9.5.1 EXTRACTS VALUABLE INSIGHTS FROM COMPLEX AGRICULTURAL DATA 149 TABLE 82 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 150 TABLE 83 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 150 9.6 VISUALIZATION AND REPORTING 151 9.6.1 TRANSFORMING COMPLEX INFORMATION INTO VISUALLY INTUITIVE REPRESENTATIONS 151 TABLE 84 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 151 TABLE 85 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 152 9.7 BLOCKCHAIN TECHNOLOGY 152 9.7.1 PROVIDES SECURE DATA MANAGEMENT, TRACEABILITY, AND INTEGRATION OF DIVERSE DATA SOURCES 152 TABLE 86 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 152 TABLE 87 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 153 9.8 OTHER TECHNOLOGY 153 10 AGRICULTURE ANALYTICS MARKET, BY END USERS 154 10.1 INTRODUCTION 155 10.1.1 END USERS: AGRICULTURE ANALYTICS MARKET DRIVERS 155 FIGURE 38 AGRONOMISTS SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 155 TABLE 88 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 156 TABLE 89 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 156 10.2 FARMERS 156 10.2.1 ADOPTION OF INNOVATIVE SOLUTIONS TO ENHANCE PRODUCTIVITY AND SUSTAINABILITY 156 TABLE 90 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 157 TABLE 91 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 157 10.3 AGRONOMISTS 157 10.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES 157 TABLE 92 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 158 TABLE 93 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 158 10.4 AGRIBUSINESSES 159 10.4.1 DRIVES PROFITABILITY, SUSTAINABILITY, AND INNOVATION IN EVER-EVOLVING AGRICULTURE INDUSTRY 159 TABLE 94 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 159 TABLE 95 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 160 10.5 AGRICULTURAL RESEARCHERS 160 10.5.1 ENSURES SECURE AND RESILIENT FOOD SUPPLY 160 TABLE 96 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 160 TABLE 97 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 161 10.6 GOVERNMENT AGENCIES 161 10.6.1 GATHER, ANALYZE, AND DISTRIBUTE DATA FOR POLICY FORMULATION 161 TABLE 98 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 161 TABLE 99 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 162 10.7 OTHER END USERS 162 11 AGRICULTURE ANALYTICS MARKET, BY REGION 163 11.1 INTRODUCTION 164 FIGURE 39 ASIA PACIFIC TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 164 FIGURE 40 INDIA TO ATTAIN FASTEST GROWTH DURING FORECAST PERIOD 164 TABLE 100 AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION) 165 TABLE 101 AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION) 165 11.2 NORTH AMERICA 165 11.2.1 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET DRIVERS 166 11.2.2 NORTH AMERICA: IMPACT OF RECESSION 166 FIGURE 41 NORTH AMERICA: MARKET SNAPSHOT 167 TABLE 102 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 167 TABLE 103 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 168 TABLE 104 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 168 TABLE 105 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 168 TABLE 106 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2017–2022 (USD MILLION) 168 TABLE 107 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 169 TABLE 108 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 169 TABLE 109 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 169 TABLE 110 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 170 TABLE 111 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 170 TABLE 112 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 170 TABLE 113 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 171 TABLE 114 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 171 TABLE 115 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 171 TABLE 116 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 172 TABLE 117 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 172 TABLE 118 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 172 TABLE 119 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 173 11.2.3 US 173 11.2.3.1 Increasing application of artificial intelligence in agriculture 173 TABLE 120 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 173 TABLE 121 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173 TABLE 122 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 174 TABLE 123 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 174 11.2.4 CANADA 174 11.2.4.1 Growing research on predictive analysis and machine learning 174 TABLE 124 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 174 TABLE 125 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 175 TABLE 126 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 175 TABLE 127 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 175 11.3 EUROPE 175 11.3.1 EUROPE: AGRICULTURE ANALYTICS MARKET DRIVERS 176 11.3.2 EUROPE: IMPACT OF RECESSION 176 TABLE 128 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 176 TABLE 129 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176 TABLE 130 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION) 177 TABLE 131 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION) 177 TABLE 132 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION) 177 TABLE 133 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION) 177 TABLE 134 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION) 178 TABLE 135 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION) 178 TABLE 136 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION) 178 TABLE 137 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION) 179 TABLE 138 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 179 TABLE 139 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 179 TABLE 140 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION) 180 TABLE 141 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 180 TABLE 142 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION) 181 TABLE 143 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION) 181 TABLE 144 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION) 181 TABLE 145 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 182 11.3.3 UK 182 11.3.3.1 Several government initiatives and laws in favor of agriculture analytics to boost market growth 182 TABLE 146 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 182 TABLE 147 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 183 TABLE 148 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 183 TABLE 149 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 183 11.3.4 GERMANY 183 11.3.4.1 Farming 4.0 and increased funding from established players to expand market size 183 TABLE 150 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 184 TABLE 151 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 184 TABLE 152 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 184 TABLE 153 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 184 11.3.5 FRANCE 185 11.3.5.1 Growing application of GIS in agriculture analytics 185 TABLE 154 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 185 TABLE 155 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 185 TABLE 156 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 185 TABLE 157 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 186 11.3.6 ITALY 186 11.3.6.1 Shift to AI-based farming to promote market growth 186 TABLE 158 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 186 TABLE 159 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 186 TABLE 160 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 187 TABLE 161 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 187 11.3.7 NETHERLANDS 187 11.3.7.1 Increased usage of advanced agricultural practices to favor market expansion 187 TABLE 162 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION) 187 TABLE 163 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION) 188 TABLE 164 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION) 188 TABLE 165 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION) 188 11.3.8 REST OF EUROPE 188
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