Agriculture Analytics Market

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

Report Code: TC 6840 Jun, 2023, by marketsandmarkets.com

The global Agriculture Analytics market size reached US$ 1.4 Billion in 2023. Looking forward, expects the market to reach US$ 2.5 Billion by 2028, exhibiting a growth rate (CAGR) of 13.1% during 2023-2028. The growing trend of digitization and the rising need for optimal resource utilization is also expected to drive market growth. However, high cost associated with data collection and analysis is one of the factors hindering the industry growth.

Agriculture Analytics Market

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Agriculture Analytics Market

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Agriculture Analytics Market Dynamics

Driver: Rising need for optimal resource utilization

Efficient resource utilization is crucial for sustainable agriculture, and agriculture analytics solutions play a vital role in optimizing resource allocation on farms. With the integration of data from various sources, including field sensors, machinery, and weather stations, farmers can gather information on resource availability and requirements. This data, combined with advanced analytics tools, allows farmers to make data-driven decisions to allocate resources effectively. For example, by analysing soil moisture data from field sensors and weather data, farmers can determine the optimal irrigation schedule for their crops. This helps avoid over- or under-watering, reducing water waste and ensuring that crops receive the right amount of moisture for their growth. Similarly, by monitoring nutrient levels in the soil and analysing crop health data, farmers can apply fertilizers more precisely, avoiding excessive use and minimizing environmental impact. This targeted approach to resource allocation not only reduces waste but also improves crop health and productivity.

Agriculture analytics solutions also enable farmers to optimize the use of machinery and equipment. By analysing data on equipment performance, fuel consumption, and operational efficiency, farmers can identify opportunities to improve machinery utilization and reduce downtime. This helps farmers make informed decisions regarding equipment maintenance, replacement, or upgrades, ultimately saving costs and improving overall farm productivity. Overall, the use of agriculture analytics solutions facilitates optimal resource utilization, reducing waste, minimizing environmental impact, and improving the sustainability of farming practices.

Restraint: Data privacy and security concern

Technology advancements like sensors, drones, and data analysis tools are used in precision agriculture to increase resource production and decision-making on farms. Farmers are concerned about the privacy of their data because these technologies collect a lot of information about farms. Farmers are worried about agricultural technology providers unauthorized access to, collection of, and sharing of their data with outside parties. Data privacy and security in agriculture analytics can be challenging due to data volume, data variety, data integration, human error, and lack of awareness. Moreover, the absence of best practices and regulations for the protection of farm data exacerbates the situation. Strong data privacy and security policies, the use of cutting-edge security technology like encryption and access controls and ensuring that all staff are trained in data privacy and security best practices are necessary to handle these difficulties.

Opportunity: Technological advancements such as IoT, AI, ML

Technological advancements have played a significant role in driving the adoption of agriculture analytics by revolutionizing data collection, analysis, and decision-making processes in the agricultural sector. Firstly, the development and widespread availability of IoT devices, sensors, and drones have enabled farmers to collect real-time data on various aspects of their operations. This data includes information on soil conditions, weather patterns, crop health, and equipment performance. The ability to gather such detailed and up-to-date data has provided a foundation for more accurate and insightful analytics in agriculture. AI technologies, including machine learning and predictive analytics, enable farmers to make accurate predictions and recommendations based on historical and real-time data. AI algorithms can analyze complex datasets, recognize patterns, and provide insights for optimizing crop management, disease detection, yield prediction, and resource allocation. Machine learning algorithms can analyze historical data to identify patterns and make predictions. In agriculture, machine learning models can help predict crop diseases, optimize irrigation schedules, detect anomalies in livestock behavior, and automate various tasks. These models can continuously learn and improve as more data becomes available.

Challenge: Technological literacy and the skills gap

Technological literacy and the skills gap present significant challenges to the growth of the agriculture analytics market. One key challenge is the lack of awareness and understanding among farmers and agricultural stakeholders about the potential benefits of analytics in agriculture. Many may be unfamiliar with the concepts of data analysis and how it can improve decision-making and productivity. This lack of awareness can hinder the adoption of agriculture analytics solutions, as potential users may not perceive them as valuable or relevant to their operations. Another challenge is the limited availability of training and educational resources tailored to the specific needs of the agriculture sector. Farmers and agricultural stakeholders require practical and accessible training programs that teach them how to effectively use analytics tools and interpret the results. However, the availability of such resources is often limited, especially in rural areas where access to training institutions and programs may be scarce. This gap in educational resources and training opportunities contributes to the skills gap and inhibits the growth of the agriculture analytics market.

Furthermore, the rapid pace of technological advancements can pose challenges for individuals with limited technological literacy. New analytics tools and platforms constantly emerge, and staying up to date with the latest developments can be overwhelming for farmers and agricultural stakeholders who already have busy schedules and limited resources. The lack of ongoing support and training to keep up with evolving technologies can make it difficult for users to effectively utilize agriculture analytics solutions, further hindering market growth.

To address these challenges, it is crucial to invest in comprehensive awareness campaigns and education programs targeted specifically at the agricultural community. These initiatives should emphasize the tangible benefits of agriculture analytics and provide practical examples of how analytics can enhance farming operations and improve yields. Additionally, the development of user-friendly analytics tools with intuitive interfaces can help bridge the technological literacy gap and make the adoption process easier for farmers and stakeholders. Ongoing support, including training, workshops, and technical assistance, is also vital to ensure users can fully leverage the potential of agriculture analytics and contribute to the market's growth.

Agriculture Analytics Market Ecosystem

Agriculture Analytics Market

By Agriculture type,precision farming segment to grow at the highest CAGR during the forecast period

Livestock farming using agriculture analytics solutions and services helps gather real-time information about animal health, feeding behavior, hygiene, and location tracking, among others, to enhance the livestock management process and improve productivity and production quality. Livestock farming uses devices such as RFID, GPS, feeding systems, farm management systems, robotic milking machines, and other software technology solutions to improve farm production.

By Technology, visualization and reporting segment to grow at the highest CAGR during the forecast period

Visualization and reporting play a crucial role in the agriculture analytics market by providing valuable insights and facilitating data-driven decision-making. In this context, visualization refers to the graphical representation of agricultural data, while reporting involves the presentation of these visualizations along with relevant analysis and findings. The need for farmers, agronomists, and other stakeholders to quickly grasp complex information and identify patterns or trends that may not be immediately apparent in raw data will drive the market

By end users,   the agronomists segment to grow at the highest CAGR during the forecast period

Agronomists are professionals who specialize in the science and practice of crop production and soil management. They play a crucial role in agriculture analytics, utilizing data to improve farming practices, optimize yields, and ensure sustainable agricultural systems. Agronomists work closely with farmers, providing expert advice and guidance on various aspects of crop production. They leverage agriculture analytics to analyze data collected from fields, such as soil samples, weather patterns, and crop performance data. By interpreting this data, agronomists can assess soil fertility, nutrient deficiencies, and disease or pest risks, enabling them to make tailored recommendations to farmers.

Agriculture Analytics Market  Size, and Share

North America is expected to account for the largest market size during the forecast period

In North America, agriculture analytics has gained significant importance as farmers and agribusinesses leverage data-driven approaches to optimize their operations. With the increasing adoption of advanced technologies and the availability of vast amounts of data, farmers and agribusinesses are leveraging analytics to gain valuable insights into their operations and make informed decisions. The rapid developments in infrastructure, high adoption of digital technologies, and demand for data-driven solutions contribute to the agriculture analytics market growth in the region.

Top Agriculture Analytics Market Companies:

The agriculture analytics  platform vendors have implemented various types of organic as well as inorganic growth strategies, such as new product launches, product upgradations, partnerships and agreements, business expansions, and mergers and acquisitions, to strengthen their offerings in the market. The major vendors offering Agriculture analytics  solutions are Deere & Company(US), IBM(US), Bayer Ag (Germany), SAP(Germany), Trimble(US), Accenture(Ireland), ABACO(Italy), DeLaval(Sweden), Oracle(US), DTN(US), Farmers Edge(Canada), SAS Institute(US), Iteris(US), PrecisionHawk(US), Conservis(US), Stesalit Systems(India), Agribotix(US), Agrivi(UK), Granular(US), FBN(US), Gro Intelligence(US), Resson(Canada), AgVue Technologies(US), Taranis(US), CropX(Israel), Trace Genomics(US), Fasal(India), AgEye Technologies(US), HelioPas AI(Germany), OneSoil (Switzerland), Root AI (US)and AgShift(US).

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Scope of the Report

Report Metric

Details

Market Size Available for years

2017-2028

Base year considered

2022

Forecast Period

2023-2028

Forecast units

Value (USD Billion)

Segments covered

By Offering, Agriculture Type, Farm Size, Technology, End Users, and Region

Geographies covered

North America, APAC, Europe, MEA and Latin America

Companies covered

The major market players include Deere & Company(US),IBM(US), Bayer Ag, (Grmany),SAP(Germany), Trimble(US), Accenture(Ireland), ABACO(Italy), DeLaval(Sweden),Oracle(US),DTN(US), Farmers Edge(Canada),SAS Institute(US), Iteris(US), PrecisionHawk(US), Conservis(US), Stesalit Systems(India), Agribotix(US), Agrivi(UK), Granular(US),FBN(US), Gro Intelligence(US), Resson(Canada), AgVue Technologies(US), Taranis(US), CropX(Israel), Trace Genomics(US), Fasal(India), AgEye Technologies(US), HelioPas AI(Germany),OneSoil(Switzerland),Root AIand AgShift(US).

The study categorizes the agriculture analytics  market based on component, deployment mode, farm size, application areas at the regional and global level.

On the basis of offering, the agriculture analytics market has been segmented as follows:
  • Solutions
  • Services
On the basis of agriculture type, the agriculture analytics market has been segmented as follows:
  • Precision Farming
  • Livestock Farming
  • Aquaculture Farming
  • Vertical Farming
  • Others (Organic and Conventional farming)
On the basis of farm size, the agriculture analytics market has been segmented as follows:
  • Large Farms
  • Small and Medium-Sized Farms
On the basis of technology, the agriculture analytics market has been segmented as follows:
  • Remote Sensing and Satellite Imagery
  • Geographic Information System
  • Robotics and Automation
  • Big Data and Cloud Computing
  • Visualization and Reporting
  • Blockchain Technology
  • Others (Mobile Applications, Internet of Things (IoT) and Machine Learning and AI)
On the basis of end users, the agriculture analytics market has been segmented as follows:
  • Farmers
  • Agronomists
  • Agribusinesses
  • Agricultural Researchers
  • Government Agencies
  • Others (Insurance Assessors,Drone Services, Consumers and Consumers' Organizations)
On the basis of regions, the agriculture analytics market has been segmented as follows:
  • North America
    • US
    • Canada
  • Europe
    • UK
    • Germany
    • France
    • Italy
    • The Netherlands
    • Rest of Europe
  • APAC
    • China
    • India
    • Japan
    • ANZ
    • South Korea
    • Rest of Asia Pacific
  • MEA
    • UAE
    • Saudi Arabia
    • South Africa
    • Israel
    • Rest of Middle East & Africa
  • Latin America
    • Brazil
    • Mexico
    • Agrentina
    • Rest of Latin America

Agriculture Analytics Market News:

  • In March  2023, IBM announced a partnership with The Climate Corporation, a subsidiary of Monsanto, to develop and market a new agriculture analytics solution. The solution will use IBM's Watson IoT platform to collect and analyze data from a variety of sources, including weather data, soil data, and crop data. The data will be used to help farmers make better decisions about how to manage their crops.
  • In January 2023, John Deere and Nutrien Ag Solutions partner on digital connectivity. This connectivity enables both companies to better serve growers by optimizing logistics and enabling variable rate agronomic recommendations to be seamlessly transferred to their equipment for execution.
  • In January 2023, SAP partnered with DeHaat, a technology-driven platform, offering end-to-end agricultural services to farmers in India. DeHaat, will use SAP’s cloud enterprise resource planning (ERP) solution S/4HANA Cloud.
  • In October 2022, Bayer’s launches innovative solutions to the challenges facing farmers, consumers and planet, the company announced of the LifeHub Monheim, a future partnership-focused facility located on the campus of Bayer’s global crop science division headquarters in Monheim, Germany.
  • In February 2022, Trimble Agriculture has launched its Virtual Farm. The software explores topics such as labor skill levels, water management, and input management, and then connects the user with opportunities to address those concerns through Trimble’s services

Frequently Asked Questions (FAQ):

 

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TABLE OF CONTENTS
 
1 INTRODUCTION (Page No. - 31)
    1.1 STUDY OBJECTIVES 
    1.2 MARKET DEFINITION 
           1.2.1 INCLUSIONS AND EXCLUSIONS
    1.3 STUDY SCOPE 
           1.3.1 MARKET SEGMENTATION
           1.3.2 REGIONAL SCOPE
           1.3.3 YEARS CONSIDERED
    1.4 CURRENCY CONSIDERED 
           TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2020–2022
    1.5 STAKEHOLDERS 
    1.6 SUMMARY OF CHANGES 
           1.6.1 IMPACT OF RECESSION
 
2 RESEARCH METHODOLOGY (Page No. - 35)
    2.1 RESEARCH DATA 
           FIGURE 1 AGRICULTURE ANALYTICS MARKET: RESEARCH DESIGN
           2.1.1 SECONDARY DATA
           2.1.2 PRIMARY DATA
                    TABLE 2 PRIMARY INTERVIEWS
                    2.1.2.1 Breakup of Primary Profiles
                    2.1.2.2 Key Industry Insights
    2.2 MARKET BREAKUP AND DATA TRIANGULATION 
           FIGURE 2 DATA TRIANGULATION
    2.3 MARKET SIZE ESTIMATION 
           FIGURE 3 AGRICULTURE ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
           2.3.1 TOP-DOWN APPROACH
           2.3.2 BOTTOM-UP APPROACH
                    FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET
                    FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF AGRICULTURE ANALYTICS MARKET
                    FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (DEMAND-SIDE): SHARE OF AGRICULTURE ANALYTICS THROUGH OVERALL AGRICULTURE ANALYTICS SPENDING
    2.4 MARKET FORECAST 
           TABLE 3 FACTOR ANALYSIS
    2.5 ASSUMPTIONS 
    2.6 LIMITATIONS 
    2.7 IMPLICATIONS OF RECESSION ON AGRICULTURE ANALYTICS MARKET 
 
3 EXECUTIVE SUMMARY (Page No. - 47)
    TABLE 4 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y %) 
    TABLE 5 AGRICULTURE ANALYTICS MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %) 
    FIGURE 7 SOLUTIONS SEGMENT TO SECURE HIGHER MARKET SHARE IN 2023 
    FIGURE 8 PROFESSIONAL SEGMENT TO DOMINATE MARKET IN 2023 
    FIGURE 9 TRAINING AND CONSULTING SERVICES TO CLAIM LARGER MARKET SHARE IN 2023 
    FIGURE 10 LARGE FARMS SEGMENT TO LEAD MARKET IN 2023 
    FIGURE 11 REMOTE SENSING AND SATELLITE IMAGERY SEGMENT TO CLAIM LARGER MARKET SHARE IN 2023 
    FIGURE 12 PRECISION FARMING SEGMENT TO DOMINATE MARKET IN 2023 
    FIGURE 13 FARMERS SEGMENT TO SECURE LARGER MARKET SHARE IN 2023 
    FIGURE 14 AGRICULTURE ANALYTICS MARKET, BY REGION 
 
4 PREMIUM INSIGHTS (Page No. - 52)
    4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AGRICULTURE ANALYTICS MARKET 
           FIGURE 15 RISING NEED FOR RISK ASSESSMENT IN FARMING TO DRIVE ADOPTION OF AGRICULTURE ANALYTICS
    4.2 OVERVIEW OF RECESSION IN GLOBAL AGRICULTURE ANALYTICS MARKET 
           FIGURE 16 AGRICULTURE ANALYTICS MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
    4.3 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE 
           FIGURE 17 PRECISION FARMING SEGMENT TO HOLD HIGHEST MARKET SHARE DURING FORECAST PERIOD
    4.4 AGRICULTURE ANALYTICS MARKET, BY REGION 
           FIGURE 18 NORTH AMERICA TO ACCOUNT FOR HIGHEST MARKET SHARE IN 2023
    4.5 AGRICULTURE ANALYTICS MARKET IN NORTH AMERICA, BY AGRICULTURE TYPE AND END USERS 
           FIGURE 19 PRECISION FARMING AND FARMERS SEGMENTS ESTIMATED TO SECURE MAXIMUM MARKET SHARE IN 2023
 
5 MARKET OVERVIEW AND INDUSTRY TRENDS (Page No. - 55)
    5.1 INTRODUCTION 
    5.2 MARKET DYNAMICS 
           FIGURE 20 AGRICULTURE ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
           5.2.1 DRIVERS
                    5.2.1.1 Increasing size and complexity of farms
                    5.2.1.2 Rising need for optimal resource utilization
                    5.2.1.3 Enhancing sustainability and reducing environmental impact
                    5.2.1.4 Applying Big Data in farming
           5.2.2 RESTRAINTS
                    5.2.2.1 High costs associated with data collection and analysis
                    5.2.2.2 Data privacy and security concerns
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Technological advancements such as IoT, AI, and ML
                    5.2.3.2 Prospect of public-private collaborations to advance use of agriculture analytics
           5.2.4 CHALLENGES
                    5.2.4.1 Lack of technological literacy and skills gap
                    5.2.4.2 Data transfer and storage
    5.3 CASE STUDY ANALYSIS 
           5.3.1 CASE STUDY 1: BETTER WINE PRODUCTION AT E. & J. GALLO WINERY WITH IBM SOLUTION
           5.3.2 CASE STUDY 2: BUNGE RUNS SOPHISTICATED ANALYSIS TO IMPROVE ACTIVITIES USING IBM GIS MAPPING SOFTWARE
           5.3.3 CASE STUDY 3: DELAVAL HELPS ABIS DAIRY FARM TO IMPROVE ANIMAL WELFARE AND WORK EFFICIENCY
           5.3.4 CASE STUDY 4: NESTLÉ USES AGRIVI 360 AGRICULTURE SUPPLY CHAIN PLATFORM FOR COMPLETE TRACEABILITY THROUGHOUT CHAIN
           5.3.5 CASE STUDY 5: VEGGITECH AND AGRIVI BRINGS AGRONOMY INTO MODERN WORLD
           5.3.6 CASE STUDY 6: WYMAN INCREASES PRODUCTIVITY WITH CONSERVIS
           5.3.7 CASE STUDY 7: SPROULE FARMS INCREASES EFFICIENCY AND PROFITABILITY WITH CONSERVIS
           5.3.8 CASE STUDY 8: AGROPECUÁRIA CANOA MIRIM S/A IMPROVES PROFITABILITY AND PRODUCTIVITY BY OPTIMIZING FERTILIZER USE
           5.3.9 CASE STUDY 9: MFA STREAMLINES STANDARDIZATION ACROSS ORGANIZATION BY IMPLEMENTING PROAGRICA’S SOLUTIONS
           5.3.10 CASE STUDY 10: ONESOIL YIELD ASSISTS SMART FARMING IN IMPROVING PERFORMANCE
           5.3.11 CASE STUDY 11: WOODHALL GROWERS ACHIEVES ACCURACY AND FLEXIBILITY WITH AG LEADER’S SOLUTION
           5.3.12 CASE STUDY 12: DE BORTOLI WINES SAVES 15–20% ON INPUT COSTS WITH AGWORLD’S SOLUTIONS
    5.4 BRIEF HISTORY OF AGRICULTURE ANALYTICS 
           FIGURE 21 BRIEF HISTORY OF AGRICULTURE ANALYTICS
    5.5 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM 
           FIGURE 22 AGRICULTURE ANALYTICS MARKET: ECOSYSTEM
    5.6 SUPPLY CHAIN ANALYSIS 
           FIGURE 23 SUPPLY CHAIN ANALYSIS: AGRICULTURE ANALYTICS MARKET
    5.7 PRICING MODEL ANALYSIS 
           TABLE 6 AVERAGE SELLING PRICE ANALYSIS, 2023
    5.8 PATENT ANALYSIS 
           5.8.1 METHODOLOGY
           5.8.2 DOCUMENT TYPE
                    TABLE 7 PATENTS FILED, 2013–2023
           5.8.3 INNOVATION AND PATENT APPLICATIONS
                    FIGURE 24 TOTAL NUMBER OF PATENTS GRANTED, JANUARY 2013– APRIL 2023
                    5.8.3.1 Top applicants
                               FIGURE 25 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013–2023
                               FIGURE 26 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023
                               TABLE 8 TOP 10 PATENT OWNERS IN AGRICULTURE ANALYTICS MARKET, 2013–2023
                               TABLE 9 LIST OF PATENTS IN AGRICULTURE ANALYTICS MARKET, 2021–2023
    5.9 TECHNOLOGY ANALYSIS 
           5.9.1 RELATED TECHNOLOGY
                    5.9.1.1 GIS-based agriculture
                    5.9.1.2 Sensor technology
           5.9.2 ALLIED TECHNOLOGY
                    5.9.2.1 Blockchain
                    5.9.2.2 Sky-drones
                    5.9.2.3 Robotics and automation technology
    5.10 PORTER’S FIVE FORCES ANALYSIS 
           FIGURE 27 PORTER’S FIVE FORCES ANALYSIS
           TABLE 10 PORTER’S FIVE FORCES ANALYSIS
           5.10.1 THREAT OF NEW ENTRANTS
           5.10.2 THREAT OF SUBSTITUTES
           5.10.3 BARGAINING POWER OF SUPPLIERS
           5.10.4 BARGAINING POWER OF BUYERS
           5.10.5 INTENSITY OF COMPETITIVE RIVALRY
    5.11 KEY CONFERENCES & EVENTS 
                    TABLE 11 AGRICULTURE ANALYTICS MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024
    5.12 REGULATORY LANDSCAPE 
           5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 15 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
                    TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
           5.12.2 REGULATIONS, BY REGION
                    5.12.2.1 North America
                    5.12.2.2 Europe
                    5.12.2.3 Asia Pacific
                    5.12.2.4 Middle East & Africa
                    5.12.2.5 Latin America
           5.12.3 REGULATORY IMPLICATIONS AND INDUSTRY STANDARDS
                    5.12.3.1 General Data Protection Regulation
                    5.12.3.2 Securities and Exchange Commission Rule 17a-4
                    5.12.3.3 International Organization for Standardization/International Electrotechnical Commission 27001
                    5.12.3.4 System and Organization Controls 2 Type II Compliance
                    5.12.3.5 Financial Industry Regulatory Authority
                    5.12.3.6 Freedom of Information Act
                    5.12.3.7 Health Insurance Portability and Accountability Act
    5.13 KEY COMPONENTS OF AGRICULTURE ANALYTICS ARCHITECTURE 
           5.13.1 DATA COLLECTION
           5.13.2 DATA MANAGEMENT
           5.13.3 DATA ANALYSIS
           5.13.4 PREDICTIVE MODELING
           5.13.5 DECISION SUPPORT SYSTEMS
    5.14 TYPE OF AGRICULTURE ANALYTICS 
           5.14.1 FARMING ANALYTICS
           5.14.2 LIVESTOCK ANALYTICS
           5.14.3 AQUACULTURE ANALYTICS
    5.15 KEY STAKEHOLDERS & BUYING CRITERIA 
           5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS
                    FIGURE 28 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE
                    TABLE 17 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE AGRICULTURE TYPE
           5.15.2 BUYING CRITERIA
                    FIGURE 29 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE
                    TABLE 18 KEY BUYING CRITERIA FOR TOP THREE AGRICULTURE TYPE
    5.16 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN AGRICULTURE ANALYTICS MARKET 
                    FIGURE 30 AGRICULTURE ANALYTICS MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS
    5.17 TECHNOLOGY ROADMAP OF AGRICULTURE ANALYTICS MARKET 
                    TABLE 19 SHORT-TERM ROADMAP, 2023–2025
                    TABLE 20 MID-TERM ROADMAP, 2026–2028
                    TABLE 21 LONG-TERM ROADMAP, 2029–2030
    5.18 BUSINESS MODELS OF AGRICULTURE ANALYTICS 
    5.19 PRACTICES IN AGRICULTURE ANALYTICS MARKET 
           5.19.1 AGRI-EDUCATION AND TRAINING
           5.19.2 AGRI-MARKET FORECASTING AND PRICE ANALYSIS
           5.19.3 SAFETY AND HEALTH
           5.19.4 CROP SELECTION AND DIVERSITY
           5.19.5 WATER CONSERVATION
 
6 AGRICULTURE ANALYTICS MARKET, BY OFFERING (Page No. - 97)
    6.1 INTRODUCTION 
           6.1.1 OFFERING: AGRICULTURE ANALYTICS MARKET DRIVERS
                    FIGURE 31 SERVICES SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 22 AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                    TABLE 23 AGRICULTURE ANALYTICS MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
    6.2 SOLUTIONS 
           TABLE 24 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
           TABLE 25 SOLUTIONS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    6.3 SERVICES 
           FIGURE 32 MANAGED SERVICES SEGMENT TO EXHIBIT HIGHER CAGR IN AGRICULTURE ANALYTICS MARKET DURING FORECAST PERIOD
           TABLE 26 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
           TABLE 27 AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
           TABLE 28 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
           TABLE 29 SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.3.1 PROFESSIONAL SERVICES
                    FIGURE 33 SYSTEM INTEGRATION AND IMPLEMENTATION TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 30 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                    TABLE 31 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                    TABLE 32 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 33 PROFESSIONAL SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.1.1 Training and Consulting
                               6.3.1.1.1 Plays vital role in managing operations and technology updates
                               TABLE 34 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 35 TRAINING AND CONSULTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.1.2 System Integration and Implementation
                               6.3.1.2.1 Rising need to ensure effective system communication to augment segment growth
                               TABLE 36 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 37 SYSTEM INTEGRATION AND IMPLEMENTATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.1.3 Support and Maintenance
                               6.3.1.3.1 Rising agriculture analytics deployment to enhance segment growth
                               TABLE 38 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 39 SUPPORT AND MAINTENANCE: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
           6.3.2 MANAGED SERVICES
                    FIGURE 34 DATA SERVICES SUB-SEGMENT TO DISPLAY HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 40 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                    TABLE 41 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                    TABLE 42 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 43 MANAGED SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.2.1 Farm operation services
                               6.3.2.1.1 Generates records and integrates unstructured data into single, easy-to-use cloud-based or on-premises system
                               TABLE 44 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 45 FARM OPERATION SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.2.2 Data services
                               6.3.2.2.1 Provides real-time information and intelligence capabilities
                               TABLE 46 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 47 DATA SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
                    6.3.2.3 Analytics Services
                               6.3.2.3.1 Rising demand for mobile technologies to boost segment growth
                               TABLE 48 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                               TABLE 49 ANALYTICS SERVICES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
 
7 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE (Page No. - 113)
    7.1 INTRODUCTION 
           7.1.1 AGRICULTURE TYPE: AGRICULTURE ANALYTICS MARKET DRIVERS
                    FIGURE 35 LIVESTOCK FARMING TO RECORD HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 50 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION)
                    TABLE 51 AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION)
    7.2 PRECISION FARMING 
           7.2.1 INCREASED EFFICIENCY AND REDUCED LABOR COSTS
                    TABLE 52 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                    TABLE 53 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                    TABLE 54 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 55 PRECISION FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
           7.2.2 YIELD MONITORING AND PREDICTION
           7.2.3 VARIABLE RATE TECHNOLOGY
           7.2.4 FARM LABOR MANAGEMENT
           7.2.5 DECISION SUPPORT SYSTEMS
           7.2.6 SOIL HEALTH ANALYSIS
           7.2.7 IRRIGATION AND WATER MANAGEMENT
           7.2.8 WEATHER TRACKING & FORECASTING
           7.2.9 FINANCIAL AND RISK MANAGEMENT
           7.2.10 SUPPLY CHAIN MANAGEMENT
                    7.2.10.1 Order Delivery and Invoice Management
                    7.2.10.2 Shipping Management
                    7.2.10.3 Inventory Management
           7.2.11 OTHER PRECISION FARMING
    7.3 LIVESTOCK FARMING 
           7.3.1 OPTIMIZES PRODUCTION PROCESSES AND ENHANCES PRODUCTIVITY
                    TABLE 56 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
                    TABLE 57 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
                    TABLE 58 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 59 LIVESTOCK FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
           7.3.2 FEEDING MANAGEMENT
           7.3.3 HEAT STRESS MANAGEMENT
           7.3.4 MILK HARVESTING
           7.3.5 BREEDING MANAGEMENT
           7.3.6 BEHAVIOR MONITORING AND MANAGEMENT
           7.3.7 REAL-TIME MONITORING
           7.3.8 CALF MANAGEMENT
           7.3.9 SUPPLY CHAIN MANAGEMENT
                    7.3.9.1 Order Delivery and Invoice Management
                    7.3.9.2 Shipping Management
                    7.3.9.3 Inventory Management
           7.3.10 OTHER LIVESTOCK FARMING
    7.4 AQUACULTURE FARMING 
           7.4.1 ADOPTION OF DATA-DRIVEN DECISION-MAKING PROCESSES BOOSTS SEGMENTAL GROWTH
                    TABLE 60 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2017–2022 (USD MILLION)
                    TABLE 61 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY TYPE, 2023–2028 (USD MILLION)
                    TABLE 62 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 63 AQUACULTURE FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
           7.4.2 FISH TRACKING AND FLEET NAVIGATION
           7.4.3 FEEDING MANAGEMENT
           7.4.4 WATER QUALITY MANAGEMENT
           7.4.5 QUALITY CONTROL AND TRACEABILITY
           7.4.6 PEST AND DISEASE MANAGEMENT
           7.4.7 FOOD PRODUCTION
           7.4.8 AERATION SYSTEMS
           7.4.9 SUPPLY CHAIN MANAGEMENT
                    7.4.9.1 Order Delivery and Invoice Management
                    7.4.9.2 Shipping Management
                    7.4.9.3 Inventory Management
           7.4.10 OTHER AQUACULTURE FARMING
    7.5 VERTICAL FARMING 
           7.5.1 OFFERS SOLUTION BY MAXIMIZING CROP YIELD IN LIMITED SPACES
                    TABLE 64 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2017–2022 (USD MILLION)
                    TABLE 65 AGRICULTURE ANALYTICS MARKET, BY VERTICAL FARMING TYPE, 2023–2028 (USD MILLION)
                    TABLE 66 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 67 VERTICAL FARMING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
           7.5.2 SUSTAINABILITY AND ENVIRONMENTAL MONITORING
           7.5.3 ENERGY OPTIMIZATION
           7.5.4 NUTRIENT MANAGEMENT
           7.5.5 RESOURCE PLANNING AND OPTIMIZATION
           7.5.6 GRADING AND MARKETING
           7.5.7 PLANTING AND SEEDING
           7.5.8 SUPPLY CHAIN MANAGEMENT
                    7.5.8.1 Order Delivery and Invoice Management
                    7.5.8.2 Shipping Management
                    7.5.8.3 Inventory Management
           7.5.9 OTHER VERTICAL FARMING
    7.6 OTHER AGRICULTURE TYPE 
 
8 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE (Page No. - 138)
    8.1 INTRODUCTION 
           8.1.1 FARM SIZE: AGRICULTURE ANALYTICS MARKET DRIVERS
                    FIGURE 36 SMALL AND MEDIUM FARMS SEGMENT TO RECORD HIGHER CAGR DURING FORECAST PERIOD
                    TABLE 68 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                    TABLE 69 AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
    8.2 SMALL AND MEDIUM-SIZED FARMS 
           8.2.1 MEDIUM-SIZED FARMS TO DOMINATE AGRICULTURE ANALYTICS MARKET
                    TABLE 70 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 71 SMALL AND MEDIUM-SIZED FARMS: AGRICULTURE ANALYTICS MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
    8.3 LARGE FARMS 
           8.3.1 OWNERS ADOPT ADVANCED TECHNOLOGIES TO ATTAIN GRANULAR DATA POINTS ON SOIL CONDITIONS AND OTHER VITAL DETAILS
                    TABLE 72 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 73 LARGE FARMS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
 
9 AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY (Page No. - 143)
    9.1 INTRODUCTION 
           9.1.1 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET DRIVERS
                    FIGURE 37 VISUALIZATION AND REPORTING SEGMENT TO RECORD HIGHEST CAGR DURING FORECAST PERIOD
                    TABLE 74 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2017–2022, (USD MILLION)
                    TABLE 75 TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, 2023–2028 (USD MILLION)
    9.2 REMOTE SENSING AND SATELLITE IMAGERY 
           9.2.1 INCREASING PRODUCTIVITY AND PROMOTING ENVIRONMENTAL STEWARDSHIP
                    TABLE 76 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 77 REMOTE SENSING AND SATELLITE IMAGERY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.3 GEOGRAPHIC INFORMATION SYSTEM 
           9.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES
                    TABLE 78 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 79 GEOGRAPHIC INFORMATION SYSTEM: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.4 ROBOTICS AND AUTOMATION 
           9.4.1 ANALYZES AGRICULTURAL DATA TO OPTIMIZE FARMING PRACTICES
                    TABLE 80 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 81 ROBOTICS AND AUTOMATION: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.5 BIG DATA AND CLOUD COMPUTING 
           9.5.1 EXTRACTS VALUABLE INSIGHTS FROM COMPLEX AGRICULTURAL DATA
                    TABLE 82 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 83 BIG DATA AND CLOUD COMPUTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.6 VISUALIZATION AND REPORTING 
           9.6.1 TRANSFORMING COMPLEX INFORMATION INTO VISUALLY INTUITIVE REPRESENTATIONS
                    TABLE 84 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 85 VISUALIZATION AND REPORTING: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.7 BLOCKCHAIN TECHNOLOGY 
           9.7.1 PROVIDES SECURE DATA MANAGEMENT, TRACEABILITY, AND INTEGRATION OF DIVERSE DATA SOURCES
                    TABLE 86 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                    TABLE 87 BLOCKCHAIN TECHNOLOGY: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
    9.8 OTHER TECHNOLOGY 
 
10 AGRICULTURE ANALYTICS MARKET, BY END USERS (Page No. - 154)
     10.1 INTRODUCTION 
             10.1.1 END USERS: AGRICULTURE ANALYTICS MARKET DRIVERS
                       FIGURE 38 AGRONOMISTS SEGMENT TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD
                       TABLE 88 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION)
                       TABLE 89 AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION)
     10.2 FARMERS 
             10.2.1 ADOPTION OF INNOVATIVE SOLUTIONS TO ENHANCE PRODUCTIVITY AND SUSTAINABILITY
                       TABLE 90 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                       TABLE 91 FARMERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.3 AGRONOMISTS 
             10.3.1 IMPROVED CROP MANAGEMENT AND ENVIRONMENTALLY SUSTAINABLE FARMING PRACTICES
                       TABLE 92 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                       TABLE 93 AGRONOMISTS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.4 AGRIBUSINESSES 
             10.4.1 DRIVES PROFITABILITY, SUSTAINABILITY, AND INNOVATION IN EVER-EVOLVING AGRICULTURE INDUSTRY
                       TABLE 94 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                       TABLE 95 AGRIBUSINESSES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.5 AGRICULTURAL RESEARCHERS 
             10.5.1 ENSURES SECURE AND RESILIENT FOOD SUPPLY
                       TABLE 96 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                       TABLE 97 AGRICULTURAL RESEARCHERS: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.6 GOVERNMENT AGENCIES 
             10.6.1 GATHER, ANALYZE, AND DISTRIBUTE DATA FOR POLICY FORMULATION
                       TABLE 98 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
                       TABLE 99 GOVERNMENT AGENCIES: AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     10.7 OTHER END USERS 
 
11 AGRICULTURE ANALYTICS MARKET, BY REGION (Page No. - 163)
     11.1 INTRODUCTION 
               FIGURE 39 ASIA PACIFIC TO RECORD HIGHEST CAGR DURING FORECAST PERIOD
               FIGURE 40 INDIA TO ATTAIN FASTEST GROWTH DURING FORECAST PERIOD
               TABLE 100 AGRICULTURE ANALYTICS MARKET, BY REGION, 2017–2022 (USD MILLION)
               TABLE 101 AGRICULTURE ANALYTICS MARKET, BY REGION, 2023–2028 (USD MILLION)
     11.2 NORTH AMERICA 
             11.2.1 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET DRIVERS
             11.2.2 NORTH AMERICA: IMPACT OF RECESSION
                       FIGURE 41 NORTH AMERICA: MARKET SNAPSHOT
                       TABLE 102 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 103 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                       TABLE 104 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                       TABLE 105 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                       TABLE 106 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2017–2022 (USD MILLION)
                       TABLE 107 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION)
                       TABLE 108 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION)
                       TABLE 109 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION)
                       TABLE 110 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION)
                       TABLE 111 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION)
                       TABLE 112 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                       TABLE 113 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
                       TABLE 114 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 115 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                       TABLE 116 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION)
                       TABLE 117 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION)
                       TABLE 118 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 119 NORTH AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             11.2.3 US
                       11.2.3.1 Increasing application of artificial intelligence in agriculture
                                   TABLE 120 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 121 US: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 122 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 123 US: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.2.4 CANADA
                       11.2.4.1 Growing research on predictive analysis and machine learning
                                   TABLE 124 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 125 CANADA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 126 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 127 CANADA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
     11.3 EUROPE 
             11.3.1 EUROPE: AGRICULTURE ANALYTICS MARKET DRIVERS
             11.3.2 EUROPE: IMPACT OF RECESSION
                       TABLE 128 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 129 EUROPE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                       TABLE 130 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                       TABLE 131 EUROPE: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                       TABLE 132 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION)
                       TABLE 133 EUROPE: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION)
                       TABLE 134 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION)
                       TABLE 135 EUROPE: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION)
                       TABLE 136 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION)
                       TABLE 137 EUROPE: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION)
                       TABLE 138 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                       TABLE 139 EUROPE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
                       TABLE 140 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 141 EUROPE: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                       TABLE 142 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION)
                       TABLE 143 EUROPE: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION)
                       TABLE 144 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 145 EUROPE: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             11.3.3 UK
                       11.3.3.1 Several government initiatives and laws in favor of agriculture analytics to boost market growth
                                   TABLE 146 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 147 UK: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 148 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 149 UK: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.3.4 GERMANY
                       11.3.4.1 Farming 4.0 and increased funding from established players to expand market size
                                   TABLE 150 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 151 GERMANY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 152 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 153 GERMANY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.3.5 FRANCE
                       11.3.5.1 Growing application of GIS in agriculture analytics
                                   TABLE 154 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 155 FRANCE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 156 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 157 FRANCE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.3.6 ITALY
                       11.3.6.1 Shift to AI-based farming to promote market growth
                                   TABLE 158 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 159 ITALY: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 160 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 161 ITALY: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.3.7 NETHERLANDS
                       11.3.7.1 Increased usage of advanced agricultural practices to favor market expansion
                                   TABLE 162 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 163 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 164 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 165 NETHERLANDS: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.3.8 REST OF EUROPE
     11.4 ASIA PACIFIC 
             11.4.1 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET DRIVERS
             11.4.2 ASIA PACIFIC: IMPACT OF RECESSION
                       FIGURE 42 ASIA PACIFIC: MARKET SNAPSHOT
                       TABLE 166 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 167 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                       TABLE 168 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                       TABLE 169 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                       TABLE 170 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION)
                       TABLE 171 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION)
                       TABLE 172 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION)
                       TABLE 173 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION)
                       TABLE 174 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION)
                       TABLE 175 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION)
                       TABLE 176 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                       TABLE 177 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
                       TABLE 178 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 179 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                       TABLE 180 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION)
                       TABLE 181 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION)
                       TABLE 182 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 183 ASIA PACIFIC: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             11.4.3 CHINA
                       11.4.3.1 Implementation of “Digital Village” to enhance market growth
                                   TABLE 184 CHINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 185 CHINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 186 CHINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 187 CHINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.4.4 JAPAN
                       11.4.4.1 Rise of innovative technologies and government initiatives to drive use of analytics technologies
                                   TABLE 188 JAPAN: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 189 JAPAN: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 190 JAPAN: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 191 JAPAN: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.4.5 INDIA
                       11.4.5.1 Digital transformation of Indian agriculture sector to provide opportunities to AI technology providers
                                   TABLE 192 INDIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 193 INDIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 194 INDIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 195 INDIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.4.6 SOUTH KOREA
                       11.4.6.1 Increasing investments in aquaculture industry to create lucrative opportunities
                                   TABLE 196 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 197 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 198 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 199 SOUTH KOREA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.4.7 ANZ
                       11.4.7.1 Growing adoption of agriculture robots in farming to strengthen market
                                   TABLE 200 ANZ: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 201 ANZ: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 202 ANZ: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 203 ANZ: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.4.8 REST OF ASIA PACIFIC
     11.5 MIDDLE EAST AND AFRICA 
             11.5.1 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET DRIVERS
             11.5.2 MIDDLE EAST AND AFRICA: IMPACT OF RECESSION
                       TABLE 204 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 205 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                       TABLE 206 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                       TABLE 207 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                       TABLE 208 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION)
                       TABLE 209 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION)
                       TABLE 210 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION)
                       TABLE 211 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION)
                       TABLE 212 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION)
                       TABLE 213 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION)
                       TABLE 214 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                       TABLE 215 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
                       TABLE 216 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 217 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                       TABLE 218 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION)
                       TABLE 219 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION)
                       TABLE 220 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 221 MIDDLE EAST AND AFRICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             11.5.3 SAUDI ARABIA
                       11.5.3.1 Disburses subsidies and grants interest-free loans to farmers
                                   TABLE 222 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 223 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 224 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 225 SAUDI ARABIA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.5.4 UAE
                       11.5.4.1 Advancement and adoption of AI and ML technologies to boost market
                                   TABLE 226 UAE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 227 UAE: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 228 UAE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 229 UAE: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.5.5 ISRAEL
                       11.5.5.1 Employment of advanced analytics tools to favor market growth
                                   TABLE 230 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 231 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 232 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 233 ISRAEL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.5.6 SOUTH AFRICA
                       11.5.6.1 Government initiatives to boost market
                                   TABLE 234 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 235 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 236 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 237 SOUTH AFRICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.5.7 REST OF MIDDLE EAST & AFRICA
     11.6 LATIN AMERICA 
             11.6.1 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET DRIVERS
             11.6.2 LATIN AMERICA: IMPACT OF RECESSION
                       TABLE 238 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                       TABLE 239 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                       TABLE 240 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2017–2022 (USD MILLION)
                       TABLE 241 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY SERVICES, 2023–2028 (USD MILLION)
                       TABLE 242 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES: 2017–2022 (USD MILLION)
                       TABLE 243 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY PROFESSIONAL SERVICES, 2023–2028 (USD MILLION)
                       TABLE 244 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2017–2022 (USD MILLION)
                       TABLE 245 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY MANAGED SERVICES, 2023–2028 (USD MILLION)
                       TABLE 246 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2017–2022 (USD MILLION)
                       TABLE 247 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY AGRICULTURE TYPE, 2023–2028 (USD MILLION)
                       TABLE 248 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                       TABLE 249 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
                       TABLE 250 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
                       TABLE 251 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                       TABLE 252 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2017–2022 (USD MILLION)
                       TABLE 253 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY END USERS, 2023–2028 (USD MILLION)
                       TABLE 254 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
                       TABLE 255 LATIN AMERICA: AGRICULTURE ANALYTICS MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
             11.6.3 BRAZIL
                       11.6.3.1 Growing initiatives to digitize agriculture sector to strengthen market expansion
                                   TABLE 256 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 257 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 258 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 259 BRAZIL: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.6.4 MEXICO
                       11.6.4.1 Increasing initiatives to develop smart farming technologies to support market growth
                                   TABLE 260 MEXICO: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 261 MEXICO: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 262 MEXICO: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 263 MEXICO: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.6.5 ARGENTINA
                       11.6.5.1 Application of satellite imagery, remote sensing, and data analytics to augment market size
                                   TABLE 264 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2017–2022 (USD MILLION)
                                   TABLE 265 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   TABLE 266 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2017–2022 (USD MILLION)
                                   TABLE 267 ARGENTINA: AGRICULTURE ANALYTICS MARKET, BY FARM SIZE, 2023–2028 (USD MILLION)
             11.6.6 REST OF LATIN AMERICA
 
12 COMPETITIVE LANDSCAPE (Page No. - 227)
     12.1 OVERVIEW 
     12.2 STRATEGIES ADOPTED BY KEY PLAYERS 
               TABLE 268 OVERVIEW OF STRATEGIES ADOPTED BY KEY AGRICULTURE ANALYTICS VENDORS
     12.3 REVENUE ANALYSIS 
               FIGURE 43 REVENUE ANALYSIS OF KEY MARKET PLAYERS, 2020–2022
     12.4 MARKET SHARE ANALYSIS 
               FIGURE 44 MARKET SHARE ANALYSIS FOR KEY COMPANIES, 2022
               TABLE 269 AGRICULTURE ANALYTICS MARKET: DEGREE OF COMPETITION
     12.5 COMPANY EVALUATION MATRIX 
             12.5.1 STARS
             12.5.2 EMERGING LEADERS
             12.5.3 PERVASIVE COMPANIES
             12.5.4 PARTICIPANTS
                       FIGURE 45 KEY COMPANY EVALUATION MATRIX, 2022
             12.5.5 COMPETITIVE BENCHMARKING
                       TABLE 270 AGRICULTURE ANALYTICS MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022
                       TABLE 271 AGRICULTURE ANALYTICS MARKET: PRODUCT FOOTPRINT ANALYSIS OF OTHER PLAYERS, 2022
     12.6 STARTUP/SME EVALUATION MATRIX 
             12.6.1 PROGRESSIVE COMPANIES
             12.6.2 RESPONSIVE COMPANIES
             12.6.3 DYNAMIC COMPANIES
             12.6.4 STARTING BLOCKS
                       FIGURE 46 STARTUPS/SME EVALUATION MATRIX, 2022
             12.6.5 STARTUPS/SMES COMPETITIVE BENCHMARKING
                       TABLE 272 AGRICULTURE ANALYTICS MARKET: DETAILED LIST OF KEY STARTUPS/SMES
     12.7 COMPETITIVE SCENARIOS AND TRENDS 
             12.7.1 PRODUCT LAUNCHES
                       TABLE 273 PRODUCT LAUNCHES, 2020–2023
             12.7.2 DEALS
                       TABLE 274 DEALS, 2020–2023
 
13 COMPANY PROFILES (Page No. - 245)
     13.1 INTRODUCTION 
     13.2 KEY PLAYERS 
(Business Overview, Products & Services, Key Insights, Recent Developments, SWOT Analysis, MnM View)*
             13.2.1 IBM
                       TABLE 275 IBM: BUSINESS OVERVIEW
                       FIGURE 47 IBM: COMPANY SNAPSHOT
                       TABLE 276 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 277 IBM: PRODUCT LAUNCHES
                       TABLE 278 IBM: DEALS
             13.2.2 DEERE & COMPANY
                       TABLE 279 DEERE & COMPANY: BUSINESS OVERVIEW
                       FIGURE 48 DEERE & COMPANY: COMPANY SNAPSHOT
                       TABLE 280 DEERE & COMPANY: PRODUCTS/SOLUTIONS SERVICES OFFERED
                       TABLE 281 DEERE & COMPANY: DEALS
             13.2.3 BAYER AG
                       TABLE 282 BAYER AG: BUSINESS OVERVIEW
                       FIGURE 49 BAYER AG: COMPANY SNAPSHOT
                       TABLE 283 BAYER AG: PRODUCTS/SERVICES/SOLUTIONS OFFERED
                       TABLE 284 BAYER AG: PRODUCT LAUNCHES
                       TABLE 285 BAYER AG: DEALS
             13.2.4 SAP
                       TABLE 286 SAP: BUSINESS OVERVIEW
                       FIGURE 50 SAP: COMPANY SNAPSHOT
                       TABLE 287 SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 288 SAP: PRODUCT LAUNCHES
                       TABLE 289 SAP: DEALS
             13.2.5 TRIMBLE INC
                       TABLE 290 TRIMBLE INC: BUSINESS OVERVIEW
                       FIGURE 51 TRIMBLE INC: COMPANY SNAPSHOT
                       TABLE 291 TRIMBLE INC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 292 TRIMBLE INC: PRODUCT LAUNCHES
                       TABLE 293 TRIMBLE INC: DEALS
             13.2.6 ACCENTURE
                       TABLE 294 ACCENTURE: BUSINESS OVERVIEW
                       FIGURE 52 ACCENTURE: COMPANY SNAPSHOT
                       TABLE 295 ACCENTURE: PRODUCTS/SERVICES/SOLUTIONS OFFERED
                       TABLE 296 ACCENTURE: DEALS
             13.2.7 ABACO GROUP
                       TABLE 297 ABACO GROUP: BUSINESS OVERVIEW
                       TABLE 298 ABACO GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 299 ABACO GROUP: DEALS
             13.2.8 DELAVAL
                       TABLE 300 DELAVAL: BUSINESS OVERVIEW
                       FIGURE 53 DELAVAL: COMPANY SNAPSHOT
                       TABLE 301 DELAVAL: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 302 DELAVAL: PRODUCT LAUNCHES AND DEVELOPMENTS
                       TABLE 303 DELAVAL: DEALS
             13.2.9 ORACLE
                       TABLE 304 ORACLE: BUSINESS OVERVIEW
                       FIGURE 54 ORACLE: COMPANY SNAPSHOT
                       TABLE 305 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 306 ORACLE: DEALS
             13.2.10 DTN
                       TABLE 307 DTN: BUSINESS OVERVIEW
                       TABLE 308 DTN: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 309 DTN: DEALS
             13.2.11 FARMERS EDGE
                       TABLE 310 FARMERS EDGE: BUSINESS OVERVIEW
                       TABLE 311 FARMERS EDGE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 312 FARMERS EDGE: DEALS
             13.2.12 SAS INSTITUTE
                       TABLE 313 SAS INSTITUTE: BUSINESS OVERVIEW
                       TABLE 314 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
                       TABLE 315 SAS INSTITUTE: DEALS
     13.3 OTHER KEY PLAYERS 
             13.3.1 ITERIS
             13.3.2 PRECISIONHAWK
             13.3.3 CONSERVIS
             13.3.4 STESALIT SYSTEMS
             13.3.5 AGRIBOTIX
             13.3.6 AGRIVI
             13.3.7 GRANULAR
             13.3.8 FBN
             13.3.9 GRO INTELLIGENCE
               13.3.10 RESSON
     13.4 STARTUPS 
             13.4.1 AGVUE TECHNOLOGIES
             13.4.2 TARANIS
             13.4.3 CROPX
             13.4.4 TRACE GENOMICS
             13.4.5 FASAL
             13.4.6 AGEYE TECHNOLOGIES
             13.4.7 HELIOPAS AI
             13.4.8 ONESOIL
             13.4.9 ROOT AI
             13.4.10 AGSHIFT
*Details on Business Overview, Products & Services, Key Insights, Recent Developments, SWOT Analysis, MnM View might not be captured in case of unlisted companies.
 
14 ADJACENT AND RELATED MARKETS (Page No. - 299)
     14.1 INTRODUCTION 
     14.2 PRECISION FARMING MARKET – GLOBAL FORECAST TO 2030 
             14.2.1 MARKET DEFINITION
             14.2.2 MARKET SEGMENT
                       14.2.2.1 By Offering
                                   TABLE 316 PRECISION FARMING MARKET, BY OFFERING, 2018–2021 (USD MILLION)
                                   TABLE 317 PRECISION FARMING MARKET, BY OFFERING, 2022–2030 (USD MILLION)
                                   14.2.2.1.1 By hardware
                                   TABLE 318 PRECISION FARMING MARKET, BY HARDWARE, 2018–2021 (USD MILLION)
                                   TABLE 319 PRECISION FARMING MARKET, BY HARDWARE, 2022–2030 (USD MILLION)
                                   14.2.2.1.2 By software
                                   TABLE 320 SOFTWARE: PRECISION FARMING MARKET, BY DEPLOYMENT TYPE, 2018–2021 (USD MILLION)
                                   TABLE 321 SOFTWARE: PRECISION FARMING MARKET, BY DEPLOYMENT TYPE, 2022–2030 (USD MILLION)
                                   14.2.2.1.3 By service
                                   TABLE 322 PRECISION FARMING MARKET FOR SERVICES, BY SERVICE TYPE, 2018–2021 (USD MILLION)
                                   TABLE 323 PRECISION FARMING MARKET FOR SERVICES, BY SERVICE TYPE, 2022–2030 (USD MILLION)
                       14.2.2.2 By Technology
                                   TABLE 324 PRECISION FARMING MARKET, BY TECHNOLOGY, 2018–2021 (USD MILLION)
                                   TABLE 325 PRECISION FARMING MARKET, BY TECHNOLOGY, 2022–2030 (USD MILLION)
                       14.2.2.3 By Application
                                   TABLE 326 PRECISION FARMING MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
                       14.2.2.4 By Region
                                   14.2.2.4.1 Introduction
                                   TABLE 327 PRECISION FARMING MARKET, BY REGION, 2018–2021 (USD MILLION)
                                   TABLE 328 PRECISION FARMING MARKET, BY REGION, 2022–2030 (USD MILLION)
     14.3 AI IN AGRICULTURE MARKET – GLOBAL FORECAST TO 2028 
             14.3.1 MARKET DEFINITION
             14.3.2 MARKET OVERVIEW
                       14.3.2.1 By Technology
                                   TABLE 329 AI IN AGRICULTURE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION)
                                   TABLE 330 AI IN AGRICULTURE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
                       14.3.2.2 By Offering
                                   TABLE 331 AI IN AGRICULTURE MARKET, BY OFFERING, 2019–2022 (USD MILLION)
                                   TABLE 332 AI IN AGRICULTURE MARKET, BY OFFERING, 2023–2028 (USD MILLION)
                                   14.3.2.2.1 By hardware
                                   TABLE 333 HARDWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
                                   TABLE 334 HARDWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
                                   14.3.2.2.2 By software
                                   TABLE 335 SOFTWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
                                   TABLE 336 SOFTWARE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
                                   14.3.2.2.3 By service
                                   TABLE 337 SERVICE: AI IN AGRICULTURE MARKET, BY TYPE, 2019–2022 (USD MILLION)
                                   TABLE 338 SERVICE: AI IN AGRICULTURE MARKET, BY TYPE, 2023–2028 (USD MILLION)
                       14.3.2.3 By Application
                                   TABLE 339 AI IN AGRICULTURE MARKET, BY APPLICATION, 2019–2022 (USD MILLION)
                                   TABLE 340 AI IN AGRICULTURE MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
                       14.3.2.4 By Region
                                   TABLE 341 AI IN AGRICULTURE MARKET, BY REGION, 2019–2022 (USD MILLION)
                                   TABLE 342 AI IN AGRICULTURE MARKET, BY REGION, 2023–2028 (USD MILLION)
 
15 APPENDIX (Page No. - 310)
     15.1 DISCUSSION GUIDE 
     15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 
     15.3 CUSTOMIZATION OPTIONS 
     15.4 RELATED REPORTS 
     15.5 AUTHOR DETAILS 

The study involved four major activities in estimating the current market size of the agriculture analytics  market. Extensive secondary research was done to collect information on the market, peer market, and parent market. The next step was to validate these findings, assumptions, and sizing with industry experts across the value chain through primary research. Both top-down and bottom-up approaches were used to estimate the total market size. After that, the market breakup and data triangulation procedures were used to estimate the market size of the segments and subsegments of the agriculture analytics  market.

Secondary Research

In the secondary research process, various secondary sources, such as D&B Hoovers and Bloomberg BusinessWeek, Dun Bradstreet, and Factiva, have been referred to for identifying and collecting information for this study. Secondary sources included annual reports; press releases and investor presentations of companies; whitepapers, certified publications and articles by recognized authors; gold standard and silver standard websites; Research and Development (R&D) organizations; regulatory bodies; and databases.

Primary Research

Various primary sources from both supply and demand sides were interviewed to obtain qualitative and quantitative information on the market. The primary sources from the supply side included various industry experts, including Chief X Officers (CXOs); Vice Presidents (VPs); directors from business development, marketing, and product development/innovation teams; related key executives from agriculture analytics  solution vendors, system integrators, service providers, industry associations, and consultants; and key opinion leaders. All possible parameters that affect the market covered in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. Primary data has been collected through questionnaires, emails, and telephonic interviews. In the canvassing of primaries, various departments within organizations, such as sales, operations, and administration, were covered to provide a holistic viewpoint in our report.

After interacting with industry experts, brief sessions were conducted with highly experienced independent consultants to reinforce the findings from our primaries. This, along with the in-house subject matter experts’ opinions, has led us to the findings as described in the remainder of this report.

Agriculture Analytics Market  Size, and Share

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

Both top-down and bottom-up approaches were used to estimate and validate the total size of the agriculture analytics  market.

  • In this approach, the overall agriculture analytics  market size for each organization size have been considered at a country and regional level.
  • Extensive secondary and primary research has been carried out to understand the global market scenario for various agriculture analytics  platform type used in the key verticals.
  • Several primary interviews have been conducted with key opinion leaders related to agriculture analytics  providers, including key OEMs and Tier I suppliers
  • Qualitative aspects such as market drivers, restraints, opportunities, and challenges have been taken into consideration while calculating and forecasting the market size.

Definition

The agriculture analytics market pertains to the industry that utilizes advanced data analytics, technology, and software solutions to gather, process, analyze, and derive valuable insights from agricultural data. It involves the application of diverse analytical techniques and tools to enhance decision-making, optimize farm operations, and improve agricultural productivity and sustainability.

Stakeholders

  • Agriculture analytics vendors
  • Precision farming providers
  • Managed service providers
  • Smart farming vendors
  • Farming equipment manufacturers
  • System integrators
  • Consulting service providers
  • Resellers and distributors
  • Research organizations
  • Government agencies
  • Enterprise users
  • Technology providers
  • Venture capitalists, private equity firms, and startup companies

Data Triangulation

After arriving at the overall market size using the market size estimation processes as explained above, the market was split into several segments and subsegments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation, and market breakup procedures were employed, wherever applicable. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Report Objectives

  • To define, describe, and forecast the agriculture analytics market by offering, agriculture type, farm size, technology, end users, and region
  • To provide detailed information about the major factors (drivers, restraints, opportunities, and industry-specific challenges) influencing the market growth
  • To analyze the opportunities in the market and provide details of the competitive landscape for stakeholders and market leaders
  • To forecast the market size of the segments with respect to five main regions: North America, Europe, Asia Pacific, Middle East and Africa, and Latin America
  • To profile the key players and comprehensively analyze their market rankings and core competencies
  • To analyze competitive developments, such as mergers and acquisitions, new product developments, and R&D activities in the market
  • To analyze the impact of recession across all the regions across the agriculture analytics market.

Available Customizations

MarketsandMarkets offers the following customizations for this market report:

  • Additional country-level analysis of agriculture analytics  market
  • Profiling of additional market players (total up to 15)
  • Country-level analysis of main  segments such as component, solutions, applications, organization size, deployment mode, industry vertical
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We will customize the research for you, in case the report listed above does not meet with your exact requirements. Our custom research will comprehensively cover the business information you require to help you arrive at strategic and profitable business decisions.

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