Machine Learning For Crop Yield Prediction Global Market Report 2025

Global Machine Learning For Crop Yield Prediction Market Report 2025

Machine Learning For Crop Yield Prediction Global Market Report 2025 - 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, And Global Forecast 2025-2034

Name: Machine Learning For Crop Yield Prediction Global Market Report 2025
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Machine Learning For Crop Yield Prediction Global Market Report 2025

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Machine Learning For Crop Yield Prediction Global Market Report 2025

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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.

How Is The Machine Learning For Crop Yield Prediction Market Segmented?

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

Machine Learning For Crop Yield Prediction Market Size and growth rate 2025 to 2029: Graph

What Is The Machine Learning For Crop Yield Prediction Market Size 2025 And Growth Rate?

The machine learning for crop yield prediction market size has grown exponentially in recent years. It will grow from $0.79 billion in 2024 to $1.01 billion in 2025 at a compound annual growth rate (CAGR) of 26.9%. The growth in the historic period can be attributed to increasing global population and food demand, rising use of historical data for modeling, rising popularity of precision agriculture, rising investment and funding in agtech, climate-smart agriculture.

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 $2.58 billion in 2029 at a compound annual growth rate (CAGR) of 26.6%. The growth in the forecast period can be attributed to increasing the precision and effectiveness of ML-based forecasts, growing population around the work with less resources, rise of big data in agriculture, climate change and environmental stress, adoption of sustainable agriculture. Major trends in the forecast period include AI technology, machine learning technologies in predicting crop yields, integration of Internet of Things (IoT), technological advancements, adoption of AI-powered autonomous tractors.

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What Is Driving The Machine Learning For Crop Yield Prediction Market: Rising Demand For Sustainable Agriculture Driving The Growth Of The Market Due To Environmental And Food Security Concerns

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 2024, according to IFOAM Organics International, a Germany-based non-profit organization, the global organic farming area grew by more than 20 million hectares in 2022, totaling 96 million hectares. The number of organic producers also experienced substantial growth, exceeding 4.5 million. Additionally, sales of organic food nearly reach 135 billion euros in 2022. Therefore, the need for sustainable agriculture practices is driving the machine learning for crop yield prediction market.

Who Are The Major 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, Ninjacart, 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., Keymakr Inc., Trace Genomics Inc., Bloomfield Robotics, Agrograph Inc., Xyonix Inc., AiDOOS Corp., FruitSpec

What Are The Key Trends Of The Global Machine Learning For Crop Yield Prediction Market: Leveraging GenAI For Enhanced Agricultural Insights And Decision-Making

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.

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.

What Is The Regional Outlook For The Global Machine Learning For Crop Yield Prediction Market?

North America was the largest region in the machine learning for crop yield prediction market in 2024. The regions covered in the machine learning for crop yield prediction market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the machine learning for crop yield prediction market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, 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 is the Market Assessment and Strategic Outlook for the Machine Learning For Crop Yield Prediction Industry?

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 machine learning for crop yield prediction market statistics, including machine learning for crop yield prediction industry global market size, regional shares, competitors with a machine learning for crop yield prediction market share, detailed machine learning for crop yield prediction market segments, market trends and opportunities, and any further data you may need to thrive in the machine learning for crop yield prediction industry. This machine learning for crop yield prediction market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

Machine Learning For Crop Yield Prediction Market Report Forecast Analysis

Report Attribute	Details
Market Size Value In 2025	$1.01 billion
Revenue Forecast In 2034	$2.58 billion
Growth Rate	CAGR of 26.6% from 2025 to 2034
Base Year For Estimation	2024
Actual Estimates/Historical Data	2019-2024
Forecast Period	2025 - 2029 - 2034
Market Representation	Revenue in USD Billion and CAGR from 2025 to 2034
Segments Covered	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
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, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain. Additional countries that can be covered in the report are Bangladesh, Thailand, Vietnam, Malaysia, Singapore, Philippines, Hong Kong, New Zealand, Mexico, Chile, Argentina, Colombia, Peru, Austria, Belgium, Denmark, Finland, Ireland, Netherlands, Norway, Portugal, Sweden, Switzerland, Czech Republic, Poland, Romania, Ukraine, Saudi Arabia, Israel, Iran, Turkey, UAE, Egypt, Nigeria, South Africa.
Key Companies Profiled	Microsoft Corp., BASF SE, International Business Machines Corp., Bayer AG, Ninjacart, 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., Keymakr Inc., Trace Genomics Inc., Bloomfield Robotics, Agrograph Inc., Xyonix Inc., AiDOOS Corp., FruitSpec
Customization Scope	Request for Sample
Pricing And Purchase Options	Explore Purchase Options

1. Executive Summary

2. Machine Learning For Crop Yield Prediction Market Characteristics

3. Machine Learning For Crop Yield Prediction Market Trends And Strategies

4. Machine Learning For Crop Yield Prediction Market - Macro Economic Scenario Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics And Covid And Recovery On The Market

5. Global Machine Learning For Crop Yield Prediction Growth Analysis And Strategic Analysis Framework

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

5.2. Analysis Of End Use Industries

5.3. Global Machine Learning For Crop Yield Prediction Market Growth Rate Analysis

5.4. Global Machine Learning For Crop Yield Prediction Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)

5.5. Global Machine Learning For Crop Yield Prediction Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)

5.6. Global Machine Learning For Crop Yield Prediction Total Addressable Market (TAM)

6. Machine Learning For Crop Yield Prediction Market Segmentation

6.1. Global Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Software

Services

6.2. Global Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Cloud-Based

On-Premises

6.3. Global Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Small

Medium

Large

6.4. Global Machine Learning For Crop Yield Prediction Market, Segmentation By End User, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Farmers

Agricultural Cooperatives

Research Institutions

Government Agencies

Other End Users

6.5. Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Predictive Analytics Software

AI-Powered Crop Monitoring Software

Weather And Climate Data Analytics Software

Remote Sensing And Satellite Imaging Software

Farm Management Software

6.6. Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Consulting And Advisory Services

Implementation And Integration Services

Training And Support Services

Data Analytics And Custom Modeling Services

Cloud-Based Agricultural AI Services

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

7.1. Global Machine Learning For Crop Yield Prediction Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

7.2. Global Machine Learning For Crop Yield Prediction Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

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

8.1. 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

8.2. Asia-Pacific Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8.3. Asia-Pacific Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8.4. Asia-Pacific Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Machine Learning For Crop Yield Prediction Market

9.1. China Machine Learning For Crop Yield Prediction Market Overview

9.2. China Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

9.3. China Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

9.4. China Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Machine Learning For Crop Yield Prediction Market

10.1. India Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

10.2. India Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

10.3. India Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Machine Learning For Crop Yield Prediction Market

11.1. Japan Machine Learning For Crop Yield Prediction Market Overview

11.2. Japan Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11.3. Japan Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11.4. Japan Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Machine Learning For Crop Yield Prediction Market

12.1. Australia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12.2. Australia Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12.3. Australia Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Machine Learning For Crop Yield Prediction Market

13.1. Indonesia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13.2. Indonesia Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13.3. Indonesia Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Machine Learning For Crop Yield Prediction Market

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

14.2. South Korea Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14.3. South Korea Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14.4. South Korea Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Machine Learning For Crop Yield Prediction Market

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

15.2. Western Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15.3. Western Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15.4. Western Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Machine Learning For Crop Yield Prediction Market

16.1. UK Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16.2. UK Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16.3. UK Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Machine Learning For Crop Yield Prediction Market

17.1. Germany Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17.2. Germany Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17.3. Germany Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Machine Learning For Crop Yield Prediction Market

18.1. France Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18.2. France Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18.3. France Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Machine Learning For Crop Yield Prediction Market

19.1. Italy Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19.2. Italy Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19.3. Italy Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Machine Learning For Crop Yield Prediction Market

20.1. Spain Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20.2. Spain Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20.3. Spain Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Machine Learning For Crop Yield Prediction Market

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

21.2. Eastern Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21.3. Eastern Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21.4. Eastern Europe Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Machine Learning For Crop Yield Prediction Market

22.1. Russia Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22.2. Russia Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22.3. Russia Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Machine Learning For Crop Yield Prediction Market

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

23.2. North America Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23.3. North America Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23.4. North America Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Machine Learning For Crop Yield Prediction Market

24.1. USA Machine Learning For Crop Yield Prediction Market Overview

24.2. USA Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24.3. USA Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24.4. USA Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Machine Learning For Crop Yield Prediction Market

25.1. Canada Machine Learning For Crop Yield Prediction Market Overview

25.2. Canada Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25.3. Canada Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25.4. Canada Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Machine Learning For Crop Yield Prediction Market

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

26.2. South America Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26.3. South America Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26.4. South America Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Machine Learning For Crop Yield Prediction Market

27.1. Brazil Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27.2. Brazil Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27.3. Brazil Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Machine Learning For Crop Yield Prediction Market

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

28.2. Middle East Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28.3. Middle East Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28.4. Middle East Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Machine Learning For Crop Yield Prediction Market

29.1. Africa Machine Learning For Crop Yield Prediction Market Overview

29.2. Africa Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29.3. Africa Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29.4. Africa Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

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

30.1. Machine Learning For Crop Yield Prediction Market Competitive Landscape

30.2. Machine Learning For Crop Yield Prediction Market Company Profiles

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

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

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

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

30.2.5. Ninjacart Overview, Products and Services, Strategy and Financial Analysis

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

31.1. Raven Industries Inc.

31.2. Cropin Technology Solutions Pvt.

31.3. Terramera Inc.

31.4. FarmWise Labs Inc.

31.5. Sentera Inc.

31.6. Taranis

31.7. Ceres Imaging Inc.

31.8. CropX Inc.

31.9. PrecisionHawk

31.10. Aerobotics Ltd.

31.11. Fasal

31.12. IUNU Inc.

31.13. AgriWebb Pty Ltd.

31.14. Keymakr Inc.

31.15. Trace Genomics Inc.

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

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

34. Recent Developments In The Machine Learning For Crop Yield Prediction Market

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

35.1 Machine Learning For Crop Yield Prediction Market In 2029 - Countries Offering Most New Opportunities

35.2 Machine Learning For Crop Yield Prediction Market In 2029 - Segments Offering Most New Opportunities

35.3 Machine Learning For Crop Yield Prediction Market In 2029 - Growth Strategies

35.3.1 Market Trend Based Strategies

35.3.2 Competitor Strategies

36. Appendix

36.1. Abbreviations

36.2. Currencies

36.3. Historic And Forecast Inflation Rates

36.4. Research Inquiries

36.5. The Business Research Company

36.6. Copyright And Disclaimer

List Of Tables

Table 1: Global Historic Market Growth, 2019-2024, $ Billion

Table 2: Global Forecast Market Growth, 2024-2029F, 2034F, $ Billion

Table 3: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 4: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 5: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 6: Global Machine Learning For Crop Yield Prediction Market, Segmentation By End User, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 7: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 8: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 9: Global Machine Learning For Crop Yield Prediction Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 10: Global Machine Learning For Crop Yield Prediction Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 11: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 12: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 13: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 14: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 15: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 16: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 17: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 18: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 19: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 20: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 21: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 22: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 23: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 24: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 25: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 26: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 27: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 28: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 29: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 30: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 31: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 32: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 33: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 34: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 35: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 36: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 37: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 38: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 39: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 40: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 41: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 42: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 43: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 44: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 45: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 46: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 47: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 48: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 49: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 50: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 51: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 52: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 53: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 54: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 55: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 56: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 57: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 58: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 59: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 60: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 61: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 62: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 63: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 64: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 65: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 66: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 67: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 68: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 69: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 70: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 71: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 72: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 73: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 74: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 75: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 76: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Table 77: Microsoft Corp. Financial Performance

Table 78: BASF SE Financial Performance

Table 79: International Business Machines Corp. Financial Performance

Table 80: Bayer AG Financial Performance

Table 81: Ninjacart Financial Performance

List Of Figures

Figure 1: Global Historic Market Growth, 2019-2024, $ Billion

Figure 2: Global Forecast Market Growth, 2024-2029F, 2034F, $ Billion

Figure 3: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 4: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 5: Global Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 6: Global Machine Learning For Crop Yield Prediction Market, Segmentation By End User, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 7: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 8: Global Machine Learning For Crop Yield Prediction Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 9: Global Machine Learning For Crop Yield Prediction Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 10: Global Machine Learning For Crop Yield Prediction Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 11: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 12: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 13: Asia-Pacific, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 14: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 15: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 16: China, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 17: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 18: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 19: India, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 20: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 21: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 22: Japan, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 23: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 24: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 25: Australia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 26: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 27: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 28: Indonesia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 29: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 30: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 31: South Korea, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 32: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 33: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 34: Western Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 35: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 36: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 37: UK, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 38: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 39: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 40: Germany, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 41: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 42: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 43: France, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 44: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 45: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 46: Italy, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 47: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 48: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 49: Spain, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 50: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 51: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 52: Eastern Europe, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 53: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 54: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 55: Russia, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 56: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 57: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 58: North America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 59: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 60: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 61: USA, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 62: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 63: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 64: Canada, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 65: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 66: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 67: South America, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 68: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 69: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 70: Brazil, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 71: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 72: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 73: Middle East, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 74: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Component, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 75: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Deployment Model, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 76: Africa, Machine Learning For Crop Yield Prediction Market, Segmentation By Farm Size, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Figure 77: Microsoft Corp. Financial Performance

Figure 78: BASF SE Financial Performance

Figure 79: International Business Machines Corp. Financial Performance

Figure 80: Bayer AG Financial Performance

Figure 81: Ninjacart Financial Performance

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Frequently Asked Questions

What is the definition of the Machine Learning For Crop Yield Prediction market?

How will the Machine Learning For Crop Yield Prediction market drivers and restraints affect the market dynamics? What forces will shape the Machine Learning For Crop Yield Prediction industry going forward?

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

What is the forecast market size or the forecast market value of the Machine Learning For Crop Yield Prediction market?

The Machine Learning For Crop Yield Prediction market size has grown strongly in recent years. The machine learning for crop yield prediction market size has grown exponentially in recent years. It will grow from $0.79 billion in 2024 to $1.01 billion in 2025 at a compound annual growth rate (CAGR) of 26.9%. The growth in the historic period can be attributed to increasing global population and food demand, rising use of historical data for modeling, rising popularity of precision agriculture, rising investment and funding in agtech, climate-smart agriculture. The machine learning for crop yield prediction market size is expected to see exponential growth in the next few years. It will grow to $2.58 billion in 2029 at a compound annual growth rate (CAGR) of 26.6%. The growth in the forecast period can be attributed to increasing the precision and effectiveness of ML-based forecasts, growing population around the work with less resources, rise of big data in agriculture, climate change and environmental stress, adoption of sustainable agriculture. Major trends in the forecast period include AI technology, machine learning technologies in predicting crop yields, integration of Internet of Things (IoT), technological advancements, adoption of AI-powered autonomous tractors. For further insights on the Machine Learning For Crop Yield Prediction market, request a sample here

How is the Machine Learning For Crop Yield Prediction market segmented?

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 For further insights on the Machine Learning For Crop Yield Prediction market, request a sample here

Which region has the largest share of the Machine Learning For Crop Yield Prediction market? What are the other regions covered in the report?

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

What are the key trends in the Machine Learning For Crop Yield Prediction market?

Major trends in the Machine Learning For Crop Yield Prediction market include Leveraging GenAI For Enhanced Agricultural Insights And Decision-Making. For further insights on the Machine Learning For Crop Yield Prediction market, request a sample here.

What are the major opportunities in the Machine Learning For Crop Yield Prediction market? What are the strategies for the Machine Learning For Crop Yield Prediction market?

For detailed insights on the major opportunities and strategies in the Machine Learning For Crop Yield Prediction market, request a sample here.

How does the Machine Learning For Crop Yield Prediction market relate to the overall economy and other similar markets?

For detailed insights on Machine Learning For Crop Yield Prediction's relation to the overall economy and other similar markets, request a sample here.

What are the latest mergers and acquisitions in the Machine Learning For Crop Yield Prediction industry?

For detailed insights on the mergers and acquisitions in the Machine Learning For Crop Yield Prediction industry, request a sample here.

What are the key dynamics influencing the Machine Learning For Crop Yield Prediction market growth? SWOT analysis of the Machine Learning For Crop Yield Prediction market.

For detailed insights on the key dynamics influencing the Machine Learning For Crop Yield Prediction market growth and SWOT analysis of the Machine Learning For Crop Yield Prediction industry, request a sample here.