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Machine Learning For Crop Yield Prediction Market Report 2026

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Global Outlook – By Component (Software, Services), By Deployment Model (Cloud-Based, On-Premises), By Farm Size (Small, Medium, Large), By End User (Farmers, Agricultural Cooperatives, Research Institutions, Government Agencies, Other End Users) – Market Size, Trends, Strategies, and Forecast to 2035

Note that the outlook for this market is being affected by rapid changes in trade relations and tariffs globally. The report will be updated prior to delivery to reflect the latest status, including revised forecasts and quantified impact analysis. The report’s Recommendations and Conclusions sections will be updated to give strategies for entities dealing with the fast-moving international environment.

Machine Learning For Crop Yield Prediction Market Overview

• Machine Learning For Crop Yield Prediction market size has reached to $0.99 billion in 2025

• Expected to grow to $2.95 billion in 2030 at a compound annual growth rate (CAGR) of 24.2%

• Growth Driver: Rising Demand For Agriculture-global-market-report" target="_blank">Sustainable Agriculture Driving The Growth Of The Market Due To Environmental And Food Security Concerns

• Market Trend: Leveraging GenAI For Enhanced Agricultural Insights And Decision-Making

• North America was the largest region in 2025.

What Is Covered Under Machine Learning For Crop Yield Prediction Market?

Machine learning for crop yield prediction refers to the application of machine learning (ML) algorithms and models to forecast the quantity of crops that can be harvested from a specific area of farmland. This approach leverages historical and real-time data, including environmental factors, soil characteristics, weather conditions, crop type, and farming practices, to provide accurate and data-driven predictions.

The main components of machine learning for crop yield prediction are software and services. Software is a set of programs and instructions that enable a computer to perform tasks and interact with hardware. It can be deployed both on the cloud and on-premises and is used for small, medium, and large-sized farms. It is used by various end users such as farmers, agricultural cooperatives, research institutions, government agencies, and others.

Machine Learning For Crop Yield Prediction market report bar graph

What Is The Machine Learning For Crop Yield Prediction Market Size and Share 2026?

The machine learning for crop yield prediction market size has grown exponentially in recent years. It will grow from $0.99 billion in 2025 to $1.24 billion in 2026 at a compound annual growth rate (CAGR) of 25.0%. The growth in the historic period can be attributed to increasing variability in crop yields, growing reliance on historical weather datasets, early adoption of predictive modeling tools, rising demand for optimized farm inputs, heightened need for risk mitigation in farming.

What Is The Machine Learning For Crop Yield Prediction Market Growth Forecast?

The machine learning for crop yield prediction market size is expected to see exponential growth in the next few years. It will grow to $2.95 billion in 2030 at a compound annual growth rate (CAGR) of 24.2%. The growth in the forecast period can be attributed to expanding adoption of AI-powered yield prediction systems, increasing integration of cloud-based analytics, rising demand for precision farming insights, growing value of satellite and drone imaging data, wider use of real-time environmental monitoring. Major trends in the forecast period include increasing use of multivariate environmental data inputs, growing integration of remote sensing into yield models, expansion of real-time crop monitoring practices, rising adoption of data-driven farm decision frameworks, greater use of advanced soil–crop relationship modeling.

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Global Machine Learning For Crop Yield Prediction Market Segmentation

1) By Component: Software, Services

2) By Deployment Model: Cloud-Based, On-Premises

3) By Farm Size: Small, Medium, Large

4) By End User: Farmers, Agricultural Cooperatives, Research Institutions, Government Agencies, Other End Users

Subsegments:

1) By Software: Predictive Analytics Software, AI-Powered Crop Monitoring Software, Weather And Climate Data Analytics Software, Remote Sensing And Satellite Imaging Software, Farm Management Software

2) By Services: Consulting And Advisory Services, Implementation And Integration Services, Training And Support Services, Data Analytics And Custom Modeling Services, Cloud-Based Agricultural AI Services

What Is Driver Of The Machine Learning For Crop Yield Prediction Market?

The need for sustainable agriculture practices is expected to propel the growth of the machine learning for crop yield prediction market going forward. Sustainable agriculture is an integrated approach to farming that focuses on producing food and other agricultural products while conserving resources, promoting biodiversity, supporting economic viability, and ensuring social equity for present and future generations. Sustainable agriculture is rising due to growing concerns about environmental degradation, resource scarcity, climate change, and the need for healthier, more resilient food systems that support long-term food security and community well-being. Machine learning for crop yield prediction is essential for sustainable agriculture as it facilitates data-driven decision-making to optimize resource utilization, minimize waste, boost crop productivity, and enhance efficiency while reducing environmental impact. For instance, in February 2025, IFOAM Organics International, a Germany-based non-profit organization, reported that in 2023, around 98.9 million hectares of land were managed organically, reflecting a 2.6% increase (equivalent to 2.5 million hectares) compared to 2022. Therefore, the need for sustainable agriculture practices is driving the machine learning for crop yield prediction industry.

Key Players In The Global Machine Learning For Crop Yield Prediction Market

Major companies operating in the machine learning for crop yield prediction market are Microsoft Corp., BASF SE, International Business Machines Corp., Bayer AG, Raven Industries Inc., Cropin Technology Solutions Pvt., Terramera Inc., FarmWise Labs Inc., Sentera Inc., Taranis, Ceres Imaging Inc., CropX Inc., PrecisionHawk, Aerobotics Ltd., Fasal, IUNU Inc., AgriWebb Pty Ltd., Trace Genomics Inc., Bloomfield Robotics, Agrograph Inc., AiDOOS Corp., FruitSpec

Global Machine Learning For Crop Yield Prediction Market Trends and Insights

Major companies operating in the machine learning for crop yield prediction market are focusing on developing GenAI-integrated platforms to streamline the creation of innovative, data-driven solutions. GenAI-integrated platforms are systems that combine generative artificial intelligence with other technologies, enabling the creation, customization, and deployment of AI-generated content and solutions across various industries and applications. For instance, in July 2024, CropIn, an India-based agtech company, partnered with Google (Gemini), a US-based technology company, to launch the GenAI-powered agri-intelligence platform, Sage. Sage's unique feature lies in its ability to provide detailed, grid-based insights into crop behavior over various timeframes by integrating generative AI, advanced crop and climate models, and Earth observation data. This integration allows Sage to generate a proprietary grid-based map for agricultural data, offering unmatched scale, accuracy, and speed. It transforms how stakeholders understand crop dynamics, climate impacts, and optimal agricultural practices, enabling informed, data-driven decisions in multiple languages across global farming operations.

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What Are Latest Mergers And Acquisitions In The Machine Learning For Crop Yield Prediction Market? AGCO Corporation's Strategic Acquisition To Enhance Precision Agriculture And Machine Learning Solutions

In April 2024, AGCO Corporation, a US-based agricultural machinery manufacturer, acquired Trimble Agriculture for a deal of $2 billion. This acquisition allows AGCO to integrate Trimble's advanced precision agriculture technologies into its product offerings, which is expected to significantly benefit farmers by improving productivity and efficiency. Trimble Agriculture is a US-based provider of machine learning solutions for crop yield prediction.

Regional Outlook

North America was the largest region in the machine learning for crop yield prediction market in 2025. The regions covered in this market report are Asia-Pacific, South East Asia, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in this market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Taiwan, Russia, South Korea, UK, USA, Canada, Italy, Spain

What Defines the Machine Learning For Crop Yield Prediction Market?

The machine learning for crop yield prediction market includes revenues earned by entities by providing services such as yield forecasting consulting, soil health and fertility analysis, weather impact analysis and field zone mapping. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

How is Market Value Defined and Measured?

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

What Key Data and Analysis Are Included in the Machine Learning For Crop Yield Prediction Market Report 2026?

The machine learning for crop yield prediction market research report is one of a series of new reports from The Business Research Company that provides market statistics, including industry global market size, regional shares, competitors with the market share, detailed market segments, market trends and opportunities, and any further data you may need to thrive in the machine learning for crop yield prediction industry. The market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future state of the industry.

Author : Girish Kavali

Machine Learning For Crop Yield Prediction Market Report Forecast Analysis

Report Attribute	Details
Market Size Value In 2026	$1.24 billion
Revenue Forecast In 2035	$5.72 billion
Growth Rate	CAGR of 25.0% from 2026 to 2035
Base Year For Estimation	2025
Actual Estimates/Historical Data	2020-2025
Forecast Period	2026 - 2030 - 2035
Market Representation	Revenue in USD Billion and CAGR from 2026 to 2035
Segments Covered	Component, Deployment Model, Farm Size, End User
Regional Scope	Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa
Country Scope	The countries covered in the report are Australia, Brazil, China, France, Germany, India, ...
Key Companies Profiled	Microsoft Corp., BASF SE, International Business Machines Corp., Bayer AG, Raven Industries Inc., Cropin Technology Solutions Pvt., Terramera Inc., FarmWise Labs Inc., Sentera Inc., Taranis, Ceres Imaging Inc., CropX Inc., PrecisionHawk, Aerobotics Ltd., Fasal, IUNU Inc., AgriWebb Pty Ltd., Trace Genomics Inc., Bloomfield Robotics, Agrograph Inc., AiDOOS Corp., FruitSpec
Customization Scope	Request for Customization
Pricing And Purchase Options	Explore Purchase Options

1. Executive Summary

1.1. Key Market Insights (2020-2035)

1.2. Visual Dashboard: Market Size, Growth Rate, Hotspots

1.3. Major Factors Driving the Market

1.4. Top Three Trends Shaping the Market

2. Machine Learning For Crop Yield Prediction Market Characteristics

2.1. Market Definition & Scope

2.2. Market Segmentations

2.3. Overview of Key Products and Services

2.4. Global Machine Learning For Crop Yield Prediction Market Attractiveness Scoring And Analysis

2.4.1. Overview of Market Attractiveness Framework

2.4.2. Quantitative Scoring Methodology

2.4.3. Factor-Wise Evaluation

Growth Potential Analysis, Competitive Dynamics Assessment, Strategic Fit Assessment And Risk Profile Evaluation

2.4.4. Market Attractiveness Scoring and Interpretation

2.4.5. Strategic Implications and Recommendations

3. Machine Learning For Crop Yield Prediction Market Supply Chain Analysis

3.1. Overview of the Supply Chain and Ecosystem

3.2. List Of Key Raw Materials, Resources & Suppliers

3.3. List Of Major Distributors and Channel Partners

3.4. List Of Major End Users

4. Global Machine Learning For Crop Yield Prediction Market Trends And Strategies

4.1. Key Technologies & Future Trends

4.1.1 Artificial Intelligence & Autonomous Intelligence

4.1.2 Digitalization, Cloud, Big Data & Cybersecurity

4.1.3 Internet Of Things (IoT), Smart Infrastructure & Connected Ecosystems

4.1.4 Industry 4.0 & Intelligent Manufacturing

4.1.5 Autonomous Systems, Robotics & Smart Mobility

4.2. Major Trends

4.2.1 Increasing Use Of Multivariate Environmental Data Inputs

4.2.2 Growing Integration Of Remote Sensing Into Yield Models

4.2.3 Expansion Of Real-Time Crop Monitoring Practices

4.2.4 Rising Adoption Of Data-Driven Farm Decision Frameworks

4.2.5 Greater Use Of Advanced Soil–Crop Relationship Modeling

5. Machine Learning For Crop Yield Prediction Market Analysis Of End Use Industries

5.1 Farmers

5.2 Agricultural Cooperatives

5.3 Research Institutions

5.4 Government Agencies

5.5 Agri-Tech Solution Providers

6. Machine Learning For Crop Yield Prediction Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Trade Wars and Tariffs, Supply Chain Impact from Tariff War & Trade Protectionism, And Covid And Recovery On The Market

7. Global Machine Learning For Crop Yield Prediction Strategic Analysis Framework, Current Market Size, Market Comparisons And Growth Rate Analysis

7.1. Global Machine Learning For Crop Yield Prediction PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)

7.2. Global Machine Learning For Crop Yield Prediction Market Size, Comparisons And Growth Rate Analysis

7.3. Global Machine Learning For Crop Yield Prediction Historic Market Size and Growth, 2020 - 2025, Value ($ Billion)

7.4. Global Machine Learning For Crop Yield Prediction Forecast Market Size and Growth, 2025 - 2030, 2035F, Value ($ Billion)

8. Global Machine Learning For Crop Yield Prediction Total Addressable Market (TAM) Analysis for the Market

8.1. Definition and Scope of Total Addressable Market (TAM)

8.2. Methodology and Assumptions

8.3. Global Total Addressable Market (TAM) Estimation

8.4. TAM vs. Current Market Size Analysis

8.5. Strategic Insights and Growth Opportunities from TAM Analysis

9. Machine Learning For Crop Yield Prediction Market Segmentation

9.1. Global Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Software, Services

9.2. Global Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Cloud-Based, On-Premises

9.3. Global Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Small, Medium, Large

9.4. Global Machine Learning For Crop Yield Prediction Market, Segmentation By End User, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Farmers, Agricultural Cooperatives, Research Institutions, Government Agencies, Other End Users

9.5. Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Predictive Analytics Software, AI-Powered Crop Monitoring Software, Weather And Climate Data Analytics Software, Remote Sensing And Satellite Imaging Software, Farm Management Software

9.6. Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Consulting And Advisory Services, Implementation And Integration Services, Training And Support Services, Data Analytics And Custom Modeling Services, Cloud-Based Agricultural AI Services

10. Machine Learning For Crop Yield Prediction Market Regional And Country Analysis

10.1. Global Machine Learning For Crop Yield Prediction Market, Split By Region, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

10.2. Global Machine Learning For Crop Yield Prediction Market, Split By Country, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

11. Asia-Pacific Machine Learning For Crop Yield Prediction Market

11.1. Asia-Pacific Machine Learning For Crop Yield Prediction Market Overview

Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies

11.2. Asia-Pacific Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

12. China Machine Learning For Crop Yield Prediction Market

12.1. China Machine Learning For Crop Yield Prediction Market Overview

Country Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies

12.2. China Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

13. India Machine Learning For Crop Yield Prediction Market

13.1. India Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

14. Japan Machine Learning For Crop Yield Prediction Market

14.1. Japan Machine Learning For Crop Yield Prediction Market Overview

14.2. Japan Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

15. Australia Machine Learning For Crop Yield Prediction Market

15.1. Australia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

16. Indonesia Machine Learning For Crop Yield Prediction Market

16.1. Indonesia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

17. South Korea Machine Learning For Crop Yield Prediction Market

17.1. South Korea Machine Learning For Crop Yield Prediction Market Overview

17.2. South Korea Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

18. Taiwan Machine Learning For Crop Yield Prediction Market

18.1. Taiwan Machine Learning For Crop Yield Prediction Market Overview

18.2. Taiwan Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

19. South East Asia Machine Learning For Crop Yield Prediction Market

19.1. South East Asia Machine Learning For Crop Yield Prediction Market Overview

19.2. South East Asia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

20. Western Europe Machine Learning For Crop Yield Prediction Market

20.1. Western Europe Machine Learning For Crop Yield Prediction Market Overview

20.2. Western Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

21. UK Machine Learning For Crop Yield Prediction Market

21.1. UK Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

22. Germany Machine Learning For Crop Yield Prediction Market

22.1. Germany Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

23. France Machine Learning For Crop Yield Prediction Market

23.1. France Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

24. Italy Machine Learning For Crop Yield Prediction Market

24.1. Italy Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

25. Spain Machine Learning For Crop Yield Prediction Market

25.1. Spain Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

26. Eastern Europe Machine Learning For Crop Yield Prediction Market

26.1. Eastern Europe Machine Learning For Crop Yield Prediction Market Overview

26.2. Eastern Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

27. Russia Machine Learning For Crop Yield Prediction Market

27.1. Russia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

28. North America Machine Learning For Crop Yield Prediction Market

28.1. North America Machine Learning For Crop Yield Prediction Market Overview

28.2. North America Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

29. USA Machine Learning For Crop Yield Prediction Market

29.1. USA Machine Learning For Crop Yield Prediction Market Overview

29.2. USA Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

30. Canada Machine Learning For Crop Yield Prediction Market

30.1. Canada Machine Learning For Crop Yield Prediction Market Overview

30.2. Canada Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

31. South America Machine Learning For Crop Yield Prediction Market

31.1. South America Machine Learning For Crop Yield Prediction Market Overview

31.2. South America Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

32. Brazil Machine Learning For Crop Yield Prediction Market

32.1. Brazil Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

33. Middle East Machine Learning For Crop Yield Prediction Market

33.1. Middle East Machine Learning For Crop Yield Prediction Market Overview

33.2. Middle East Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

34. Africa Machine Learning For Crop Yield Prediction Market

34.1. Africa Machine Learning For Crop Yield Prediction Market Overview

34.2. Africa Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Segmentation By Deployment Model, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

35. Machine Learning For Crop Yield Prediction Market Regulatory and Investment Landscape

36. Machine Learning For Crop Yield Prediction Market Competitive Landscape And Company Profiles

36.1. Machine Learning For Crop Yield Prediction Market Competitive Landscape And Market Share 2024

36.1.1. Top 10 Companies (Ranked by revenue/share)

36.2. Machine Learning For Crop Yield Prediction Market - Company Scoring Matrix

36.2.1. Market Revenues

36.2.2. Product Innovation Score

36.2.3. Brand Recognition

36.3. Machine Learning For Crop Yield Prediction Market Company Profiles

36.3.1. Microsoft Corp. Overview, Products and Services, Strategy and Financial Analysis

36.3.2. BASF SE Overview, Products and Services, Strategy and Financial Analysis

36.3.3. International Business Machines Corp. Overview, Products and Services, Strategy and Financial Analysis

36.3.4. Bayer AG Overview, Products and Services, Strategy and Financial Analysis

36.3.5. Raven Industries Inc. Overview, Products and Services, Strategy and Financial Analysis

37. Machine Learning For Crop Yield Prediction Market Other Major And Innovative Companies

Cropin Technology Solutions Pvt., Terramera Inc., FarmWise Labs Inc., Sentera Inc., Taranis, Ceres Imaging Inc., CropX Inc., PrecisionHawk, Aerobotics Ltd., Fasal, IUNU Inc., AgriWebb Pty Ltd., Trace Genomics Inc., Bloomfield Robotics, Agrograph Inc.

38. Global Machine Learning For Crop Yield Prediction Market Competitive Benchmarking And Dashboard

39. Key Mergers And Acquisitions In The Machine Learning For Crop Yield Prediction Market

40. Machine Learning For Crop Yield Prediction Market High Potential Countries, Segments and Strategies

40.1 Machine Learning For Crop Yield Prediction Market In 2030 - Countries Offering Most New Opportunities

40.2 Machine Learning For Crop Yield Prediction Market In 2030 - Segments Offering Most New Opportunities

40.3 Machine Learning For Crop Yield Prediction Market In 2030 - Growth Strategies

40.3.1 Market Trend Based Strategies

40.3.2 Competitor Strategies

41. Appendix

41.1. Abbreviations

41.2. Currencies

41.3. Historic And Forecast Inflation Rates

41.4. Research Inquiries

41.5. The Business Research Company

41.6. Copyright And Disclaimer

List Of Tables

Table 1: Global Machine Learning For Crop Yield Prediction Market, Overview Of Key Products - Product Examples

Table 2: Global Machine Learning For Crop Yield Prediction Market Attractiveness, Factor-Wise Evaluation

Table 3: Global Machine Learning For Crop Yield Prediction Market, Supply Chain Analysis

Table 4: Global Machine Learning For Crop Yield Prediction Market, Major Raw Material Providers

Table 5: Global Machine Learning For Crop Yield Prediction Market, Major Resource Providers

Table 6: Global Machine Learning For Crop Yield Prediction Market, Major Manufacturers (Suppliers)

Table 7: Global Machine Learning For Crop Yield Prediction Market, Major Distributors And Channel Partners

Table 8: Global Machine Learning For Crop Yield Prediction Market, Key Technologies & Future Trends

Table 9: Global Machine Learning For Crop Yield Prediction Market, Major Trends

Table 10: Global Machine Learning For Crop Yield Prediction Market, Major End Users

Table 11: Global Machine Learning For Crop Yield Prediction Market, PESTEL (Political, Economic, Social, Technology, Environmental and Legal) Analysis

Table 12: Global Machine Learning For Crop Yield Prediction Historic Market Growth, 2020-2025, $ Billion

Table 13: Global Machine Learning For Crop Yield Prediction Forecast Market Growth, 2025-2030F, 2035F, $ Billion

Table 14: Global Machine Learning For Crop Yield Prediction Market - TAM, US$ Billion, 2025

Table 15: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 16: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 17: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 18: Global Machine Learning For Crop Yield Prediction Market, Segmentation By End User, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 19: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 20: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 21: Global Machine Learning For Crop Yield Prediction Market, Split By Region, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 22: Global Machine Learning For Crop Yield Prediction Market, Split By Country, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 23: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 24: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 25: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 26: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 27: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 28: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 29: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 30: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 31: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 32: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 33: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 34: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 35: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 36: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 37: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 38: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 39: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 40: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 41: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 42: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 43: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 44: Taiwan, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 45: Taiwan, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 46: Taiwan, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 47: South East Asia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 48: South East Asia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 49: South East Asia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 50: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 51: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 52: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 53: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 54: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 55: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 56: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 57: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 58: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 59: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 60: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 61: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 62: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 63: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 64: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 65: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 66: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 67: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 68: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 69: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 70: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 71: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 72: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 73: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 74: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 75: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 76: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 77: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 78: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 79: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 80: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 81: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 82: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 83: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 84: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 85: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 86: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 87: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 88: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 89: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 90: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 91: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 92: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 93: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 94: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Table 95: Global Machine Learning For Crop Yield Prediction Key Competitor Estimated Market Shares, 2024, Percentage (%)

Table 96: Global Machine Learning For Crop Yield Prediction Market - Company Scoring Matrix

Table 97: Microsoft Corp. Financial Performance

Table 98: BASF SE Financial Performance

Table 99: International Business Machines Corp. Financial Performance

Table 100: Bayer AG Financial Performance

Table 101: Raven Industries Inc. Financial Performance

Table 102: Global Machine Learning For Crop Yield Prediction Market, Competitive Benchmarking (In USD Billions)

Table 103: Global Machine Learning For Crop Yield Prediction Market, Competitive Dashboard

Table 104: Global Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), 2025 – 2030 By Country

Table 105: Global, Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), Segmentation By Component, 2025 – 2030

Table 106: Global, Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), Segmentation By Deployment Model, 2025 – 2030

Table 107: Global, Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), Segmentation By Farm Size, 2025 – 2030

List Of Figures

Figure 1: Global Machine Learning For Crop Yield Prediction Market, Overview Of Key Products - Product Examples

Figure 2: Global Machine Learning For Crop Yield Prediction Market Attractiveness, Factor-Wise Evaluation

Figure 3: Global Machine Learning For Crop Yield Prediction Market, Supply Chain Analysis

Figure 4: Global Machine Learning For Crop Yield Prediction Market, Major Raw Material Providers

Figure 5: Global Machine Learning For Crop Yield Prediction Market, Major Resource Providers

Figure 6: Global Machine Learning For Crop Yield Prediction Market, Major Manufacturers (Suppliers)

Figure 7: Global Machine Learning For Crop Yield Prediction Market, Major Distributors And Channel Partners

Figure 8: Global Machine Learning For Crop Yield Prediction Market, Key Technologies & Future Trends

Figure 9: Global Machine Learning For Crop Yield Prediction Market, Major Trends

Figure 10: Global Machine Learning For Crop Yield Prediction Market, Major End Users

Figure 11: Global Machine Learning For Crop Yield Prediction Market, PESTEL (Political, Economic, Social, Technology, Environmental and Legal) Analysis

Figure 12: Global Machine Learning For Crop Yield Prediction Historic Market Growth, 2020-2025, $ Billion

Figure 13: Global Machine Learning For Crop Yield Prediction Forecast Market Growth, 2025-2030F, 2035F, $ Billion

Figure 14: Global Machine Learning For Crop Yield Prediction Market - TAM, US$ Billion, 2025

Figure 15: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 16: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 17: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 18: Global Machine Learning For Crop Yield Prediction Market, Segmentation By End User, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 19: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 20: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 21: Global Machine Learning For Crop Yield Prediction Market, Split By Region, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 22: Global Machine Learning For Crop Yield Prediction Market, Split By Country, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 23: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 24: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 25: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 26: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 27: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 28: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 29: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 30: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 31: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 32: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 33: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 34: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 35: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 36: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 37: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 38: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 39: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 40: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 41: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 42: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 43: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 44: Taiwan, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 45: Taiwan, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 46: Taiwan, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 47: South East Asia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 48: South East Asia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 49: South East Asia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 50: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 51: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 52: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 53: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 54: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 55: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 56: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 57: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 58: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 59: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 60: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 61: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 62: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 63: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 64: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 65: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 66: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 67: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 68: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 69: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 70: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 71: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 72: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 73: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 74: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 75: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 76: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 77: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 78: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 79: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 80: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 81: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 82: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 83: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 84: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 85: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 86: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 87: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 88: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 89: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 90: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 91: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 92: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 93: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 94: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2020-2025, 2025-2030F, 2035F, $ Billion

Figure 95: Global Machine Learning For Crop Yield Prediction Key Competitor Estimated Market Shares, 2024, Percentage (%)

Figure 96: Global Machine Learning For Crop Yield Prediction Market - Company Scoring Matrix

Figure 97: Microsoft Corp. Financial Performance

Figure 98: BASF SE Financial Performance

Figure 99: International Business Machines Corp. Financial Performance

Figure 100: Bayer AG Financial Performance

Figure 101: Raven Industries Inc. Financial Performance

Figure 102: Global Machine Learning For Crop Yield Prediction Market, Competitive Benchmarking (In USD Billions)

Figure 103: Global Machine Learning For Crop Yield Prediction Market, Competitive Dashboard

Figure 104: Global Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), 2025 – 2030 By Country

Figure 105: Global, Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), Segmentation By Component, 2025 – 2030

Figure 106: Global, Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), Segmentation By Deployment Model, 2025 – 2030

Figure 107: Global, Machine Learning For Crop Yield Prediction Market Size Gain ($ Billion), Segmentation By Farm Size, 2025 – 2030

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Frequently Asked Questions

What is the projected market size of the Machine Learning For Crop Yield Prediction market by 2030?

The Machine Learning For Crop Yield Prediction market was valued at $0.99 billion in 2025, increased to $0.99 billion in 2026, and is projected to reach $2.95 billion by 2030. request a sample here

What is the expected CAGR for the Machine Learning For Crop Yield Prediction market during the forecast period 2025 - 2030?

The expected CAGR for the Machine Learning For Crop Yield Prediction market during the forecast period 2025–2030 is 24.2%. request a sample here

What are the key factors driving the Machine Learning For Crop Yield Prediction market?

Major growth driver of the market includes: Rising Demand For Sustainable Agriculture Driving The Growth Of The Market Due To Environmental And Food Security Concerns in the Machine Learning For Crop Yield Prediction market. For further insights on this market, request a sample here

Which end-use segment are covered in the Machine Learning For Crop Yield Prediction market report?

The machine learning for crop yield prediction market covered in this report is segmented –
1) By Component: Software, Services
2) By Deployment Model: Cloud-Based, On-Premises
3) By Farm Size: Small, Medium, Large
4) By End User: Farmers, Agricultural Cooperatives, Research Institutions, Government Agencies, Other End Users Subsegments:
1) By Software: Predictive Analytics Software, AI-Powered Crop Monitoring Software, Weather And Climate Data Analytics Software, Remote Sensing And Satellite Imaging Software, Farm Management Software
2) By Services: Consulting And Advisory Services, Implementation And Integration Services, Training And Support Services, Data Analytics And Custom Modeling Services, Cloud-Based Agricultural AI Services request a sample here

What is the anticipated growth trend for the Machine Learning For Crop Yield Prediction market?

Major trend in this market includes: Leveraging GenAI For Enhanced Agricultural Insights And Decision-Making For further insights on this market, request a sample here.

Who are the key players in the Machine Learning For Crop Yield Prediction market?

Major companies operating in the Machine Learning For Crop Yield Prediction market are Major companies operating in the machine learning for crop yield prediction market are Microsoft Corp., BASF SE, International Business Machines Corp., Bayer AG, Raven Industries Inc., Cropin Technology Solutions Pvt., Terramera Inc., FarmWise Labs Inc., Sentera Inc., Taranis, Ceres Imaging Inc., CropX Inc., PrecisionHawk, Aerobotics Ltd., Fasal, IUNU Inc., AgriWebb Pty Ltd., Trace Genomics Inc., Bloomfield Robotics, Agrograph Inc., AiDOOS Corp., FruitSpec request a sample here.

Which region has the most growth potential in the Machine Learning For Crop Yield Prediction market?

North America was the largest region in the machine learning for crop yield prediction market in 2025. The regions covered in the machine learning for crop yield prediction market report are Asia-Pacific, South East Asia, Western Europe, Eastern Europe, North America, South America, Middle East, Africa. request a sample here.