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Global And United States Agricultural AI Market Report & Forecast 2022-2028

Published on: May 2022 | From USD $2900 | Published By: QY RESEARCH | Number Of Pages: 108

Agricultural AI market is segmented by region (country), players, by Type and by Application. Players, stakeholders, and other participants in the global Agricultural AI market will be able to gain the upper hand as they use the report as a powerful resource. The segmental analysis focuses on revenue and forecast by region (country), by Type and by Application for the period 2017-2028.
For United States market, this report focuses on the Agricultural AI market size by players, by Type and by Application, for the period 2017-2028. The key players include the global and local players, which play important roles in United States.
Segment by Type
Machine Learning
Computer Vision
Predictive Analytics
Segment by Application
Precision Farming
Livestock Monitoring
Drone Analytics
Agriculture Robots
Others
By Region
North America
U.S.
Canada
Europe
Germany
France
U.K.
Italy
Russia
Asia-Pacific
China
Japan
South Korea
India
Australia
Taiwan
Indonesia
Thailand
Malaysia
Philippines
Vietnam
Latin America
Mexico
Brazil
Argentina
Middle East & Africa
Turkey
Saudi Arabia
UAE
By Company
IBM
Deere & Company
Microsoft
Agribotix
The Climate Corporation (Subsidiary of Monsanto)
Granular
Descartes Labs
Prospera
Mavrx
Awhere
Gamaya
Ec2ce
Precision Hawk
Skysquirrel Technologies
Cainthus

1 Study Coverage
1.1 Agricultural AI Revenue in Agricultural AI Business (2017-2022) & (US$ Million) Introduction
1.2 Global Agricultural AI Outlook 2017 VS 2022 VS 2028
1.2.1 Global Agricultural AI Market Size for the Year 2017-2028
1.2.2 Global Agricultural AI Market Size for the Year 2017-2028
1.3 Agricultural AI Market Size, United States VS Global, 2017 VS 2022 VS 2028
1.3.1 The Market Share of United States Agricultural AI in Global, 2017 VS 2022 VS 2028
1.3.2 The Growth Rate of Agricultural AI Market Size, United States VS Global, 2017 VS 2022 VS 2028
1.4 Agricultural AI Market Dynamics
1.4.1 Agricultural AI Industry Trends
1.4.2 Agricultural AI Market Drivers
1.4.3 Agricultural AI Market Challenges
1.4.4 Agricultural AI Market Restraints
1.5 Study Objectives
1.6 Years Considered
2 Agricultural AI by Type
2.1 Agricultural AI Market Segment by Type
2.1.1 Machine Learning
2.1.2 Computer Vision
2.1.3 Predictive Analytics
2.2 Global Agricultural AI Market Size by Type (2017, 2022 & 2028)
2.3 Global Agricultural AI Market Size by Type (2017-2028)
2.4 United States Agricultural AI Market Size by Type (2017, 2022 & 2028)
2.5 United States Agricultural AI Market Size by Type (2017-2028)
3 Agricultural AI by Application
3.1 Agricultural AI Market Segment by Application
3.1.1 Precision Farming
3.1.2 Livestock Monitoring
3.1.3 Drone Analytics
3.1.4 Agriculture Robots
3.1.5 Others
3.2 Global Agricultural AI Market Size by Application (2017, 2022 & 2028)
3.3 Global Agricultural AI Market Size by Application (2017-2028)
3.4 United States Agricultural AI Market Size by Application (2017, 2022 & 2028)
3.5 United States Agricultural AI Market Size by Application (2017-2028)
4 Global Agricultural AI Competitor Landscape by Company
4.1 Global Agricultural AI Market Size by Company
4.1.1 Top Global Agricultural AI Companies Ranked by Revenue (2021)
4.1.2 Global Agricultural AI Revenue by Player (2017-2022)
4.2 Global Agricultural AI Concentration Ratio (CR)
4.2.1 Agricultural AI Market Concentration Ratio (CR) (2017-2022)
4.2.2 Global Top 5 and Top 10 Largest Companies of Agricultural AI in 2021
4.2.3 Global Agricultural AI Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
4.3 Global Agricultural AI Headquarters, Revenue in Agricultural AI Business (2017-2022) & (US$ Million) Type
4.3.1 Global Agricultural AI Headquarters and Area Served
4.3.2 Global Agricultural AI Companies Revenue in Agricultural AI Business (2017-2022) & (US$ Million) Type
4.3.3 Date of International Companies Enter into Agricultural AI Market
4.4 Companies Mergers & Acquisitions, Expansion Plans
4.5 United States Agricultural AI Market Size by Company
4.5.1 Top Agricultural AI Players in United States, Ranked by Revenue (2021)
4.5.2 United States Agricultural AI Revenue by Players (2020, 2021 & 2022)
5 Global Agricultural AI Market Size by Region
5.1 Global Agricultural AI Market Size by Region: 2017 VS 2022 VS 2028
5.2 Global Agricultural AI Market Size by Region (2017-2028)
5.2.1 Global Agricultural AI Market Size by Region: 2017-2022
5.2.2 Global Agricultural AI Market Size by Region (2023-2028)
6 Segment in Region Level & Country Level
6.1 North America
6.1.1 North America Agricultural AI Market Size YoY Growth 2017-2028
6.1.2 North America Agricultural AI Market Facts & Figures by Country (2017, 2022 & 2028)
6.1.3 U.S.
6.1.4 Canada
6.2 Asia-Pacific
6.2.1 Asia-Pacific Agricultural AI Market Size YoY Growth 2017-2028
6.2.2 Asia-Pacific Agricultural AI Market Facts & Figures by Region (2017, 2022 & 2028)
6.2.3 China
6.2.4 Japan
6.2.5 South Korea
6.2.6 India
6.2.7 Australia
6.2.8 Taiwan
6.2.9 Indonesia
6.2.10 Thailand
6.2.11 Malaysia
6.2.12 Philippines
6.3 Europe
6.3.1 Europe Agricultural AI Market Size YoY Growth 2017-2028
6.3.2 Europe Agricultural AI Market Facts & Figures by Country (2017, 2022 & 2028)
6.3.3 Germany
6.3.4 France
6.3.5 U.K.
6.3.6 Italy
6.3.7 Russia
6.4 Latin America
6.4.1 Latin America Agricultural AI Market Size YoY Growth 2017-2028
6.4.2 Latin America Agricultural AI Market Facts & Figures by Country (2017, 2022 & 2028)
6.4.3 Mexico
6.4.4 Brazil
6.4.5 Argentina
6.5 Middle East and Africa
6.5.1 Middle East and Africa Agricultural AI Market Size YoY Growth 2017-2028
6.5.2 Middle East and Africa Agricultural AI Market Facts & Figures by Country (2017, 2022 & 2028)
6.5.3 Turkey
6.5.4 Saudi Arabia
6.5.5 UAE
7 Company Profiles
7.1 IBM
7.1.1 IBM Company Details
7.1.2 IBM Business Overview
7.1.3 IBM Agricultural AI Introduction
7.1.4 IBM Revenue in Agricultural AI Business (2017-2022)
7.1.5 IBM Recent Development
7.2 Deere & Company
7.2.1 Deere & Company Company Details
7.2.2 Deere & Company Business Overview
7.2.3 Deere & Company Agricultural AI Introduction
7.2.4 Deere & Company Revenue in Agricultural AI Business (2017-2022)
7.2.5 Deere & Company Recent Development
7.3 Microsoft
7.3.1 Microsoft Company Details
7.3.2 Microsoft Business Overview
7.3.3 Microsoft Agricultural AI Introduction
7.3.4 Microsoft Revenue in Agricultural AI Business (2017-2022)
7.3.5 Microsoft Recent Development
7.4 Agribotix
7.4.1 Agribotix Company Details
7.4.2 Agribotix Business Overview
7.4.3 Agribotix Agricultural AI Introduction
7.4.4 Agribotix Revenue in Agricultural AI Business (2017-2022)
7.4.5 Agribotix Recent Development
7.5 The Climate Corporation (Subsidiary of Monsanto)
7.5.1 The Climate Corporation (Subsidiary of Monsanto) Company Details
7.5.2 The Climate Corporation (Subsidiary of Monsanto) Business Overview
7.5.3 The Climate Corporation (Subsidiary of Monsanto) Agricultural AI Introduction
7.5.4 The Climate Corporation (Subsidiary of Monsanto) Revenue in Agricultural AI Business (2017-2022)
7.5.5 The Climate Corporation (Subsidiary of Monsanto) Recent Development
7.6 Granular
7.6.1 Granular Company Details
7.6.2 Granular Business Overview
7.6.3 Granular Agricultural AI Introduction
7.6.4 Granular Revenue in Agricultural AI Business (2017-2022)
7.6.5 Granular Recent Development
7.7 Descartes Labs
7.7.1 Descartes Labs Company Details
7.7.2 Descartes Labs Business Overview
7.7.3 Descartes Labs Agricultural AI Introduction
7.7.4 Descartes Labs Revenue in Agricultural AI Business (2017-2022)
7.7.5 Descartes Labs Recent Development
7.8 Prospera
7.8.1 Prospera Company Details
7.8.2 Prospera Business Overview
7.8.3 Prospera Agricultural AI Introduction
7.8.4 Prospera Revenue in Agricultural AI Business (2017-2022)
7.8.5 Prospera Recent Development
7.9 Mavrx
7.9.1 Mavrx Company Details
7.9.2 Mavrx Business Overview
7.9.3 Mavrx Agricultural AI Introduction
7.9.4 Mavrx Revenue in Agricultural AI Business (2017-2022)
7.9.5 Mavrx Recent Development
7.10 Awhere
7.10.1 Awhere Company Details
7.10.2 Awhere Business Overview
7.10.3 Awhere Agricultural AI Introduction
7.10.4 Awhere Revenue in Agricultural AI Business (2017-2022)
7.10.5 Awhere Recent Development
7.11 Gamaya
7.11.1 Gamaya Company Details
7.11.2 Gamaya Business Overview
7.11.3 Gamaya Agricultural AI Introduction
7.11.4 Gamaya Revenue in Agricultural AI Business (2017-2022)
7.11.5 Gamaya Recent Development
7.12 Ec2ce
7.12.1 Ec2ce Company Details
7.12.2 Ec2ce Business Overview
7.12.3 Ec2ce Agricultural AI Introduction
7.12.4 Ec2ce Revenue in Agricultural AI Business (2017-2022)
7.12.5 Ec2ce Recent Development
7.13 Precision Hawk
7.13.1 Precision Hawk Company Details
7.13.2 Precision Hawk Business Overview
7.13.3 Precision Hawk Agricultural AI Introduction
7.13.4 Precision Hawk Revenue in Agricultural AI Business (2017-2022)
7.13.5 Precision Hawk Recent Development
7.14 Skysquirrel Technologies
7.14.1 Skysquirrel Technologies Company Details
7.14.2 Skysquirrel Technologies Business Overview
7.14.3 Skysquirrel Technologies Agricultural AI Introduction
7.14.4 Skysquirrel Technologies Revenue in Agricultural AI Business (2017-2022)
7.14.5 Skysquirrel Technologies Recent Development
7.15 Cainthus
7.15.1 Cainthus Company Details
7.15.2 Cainthus Business Overview
7.15.3 Cainthus Agricultural AI Introduction
7.15.4 Cainthus Revenue in Agricultural AI Business (2017-2022)
7.15.5 Cainthus Recent Development
8 Research Findings and Conclusion
9 Appendix
9.1 Research Methodology
9.1.1 Methodology/Research Approach
9.1.2 Data Source
9.2 Author Details
9.3 Disclaimer

List of Tables
Table 1. Agricultural AI Market Size United States VS Global, CAGR (2017 VS 2022 VS 2028)
Table 2. Agricultural AI Market Trends
Table 3. Agricultural AI Market Drivers
Table 4. Agricultural AI Market Challenges
Table 5. Agricultural AI Market Restraints
Table 6. Global Agricultural AI Market Size by Type: 2017 VS 2022 VS 2028 (US$ Million)
Table 7. United States Agricultural AI Market Size by Type: 2017 VS 2022 VS 2028 (US$ Million)
Table 8. Global Agricultural AI Market Size by Application: 2017 VS 2022 VS 2028 (US$ Million)
Table 9. United States Agricultural AI Market Size by Application: 2017 VS 2022 VS 2028 (US$ Million)
Table 10. Top Agricultural AI Companies in Global Market, Ranking by Revenue (2021)
Table 11. Global Agricultural AI Revenue by Player, (US$ Million), 2017-2022
Table 12. Global Agricultural AI Revenue Share by Player, 2017-2022
Table 13. Global Agricultural AI Companies Market Concentration Ratio (CR5 and HHI)
Table 14. Global Agricultural AI by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Agricultural AI as of 2021)
Table 15. Top Players of Agricultural AI in Global Market, Headquarters and Area Served
Table 16. Companies Revenue in Agricultural AI Business (2017-2022) & (US$ Million) Type
Table 17. Date of International Companies Enter into Agricultural AI Market
Table 18. Companies Mergers & Acquisitions, Expansion Plans
Table 19. Top Agricultural AI Players in United States Market, Ranking by Revenue (2021)
Table 20. United States Agricultural AI Revenue by Players, (US$ Million), 2020, 2021 & 2022
Table 21. United States Agricultural AI Revenue Share by Players, 2020, 2021 & 2022
Table 22. Global Agricultural AI Market Size by Region (US$ Million): 2017 VS 2022 VS 2028
Table 23. Global Agricultural AI Market Size by Region (2017-2022) & (US$ Million)
Table 24. Global Agricultural AI Market Size Forecast by Region (2023-2028) & (US$ Million)
Table 25. North America Agricultural AI Sales in Value by Country (2017-2028) & (US$ Million)
Table 26. Asia Pacific Agricultural AI Sales in Value by Region (2017-2028) & (US$ Million)
Table 27. Europe Agricultural AI Sales in Value by Country (2017-2028) & (US$ Million)
Table 28. Latin Americaa Agricultural AI Sales in Value by Country (2017-2028) & (US$ Million)
Table 29. Middle East and Africa Agricultural AI Sales in Value by Country (2017-2028) & (US$ Million)
Table 30. IBM Company Details
Table 31. IBM Business Overview
Table 32. IBM Agricultural AI Product
Table 33. IBM Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 34. IBM Recent Development
Table 35. Deere & Company Company Details
Table 36. Deere & Company Business Overview
Table 37. Deere & Company Agricultural AI Product
Table 38. Deere & Company Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 39. Deere & Company Recent Development
Table 40. Microsoft Company Details
Table 41. Microsoft Business Overview
Table 42. Microsoft Agricultural AI Product
Table 43. Microsoft Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 44. Microsoft Recent Development
Table 45. Agribotix Company Details
Table 46. Agribotix Business Overview
Table 47. Agribotix Agricultural AI Product
Table 48. Agribotix Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 49. Agribotix Recent Development
Table 50. The Climate Corporation (Subsidiary of Monsanto) Company Details
Table 51. The Climate Corporation (Subsidiary of Monsanto) Business Overview
Table 52. The Climate Corporation (Subsidiary of Monsanto) Agricultural AI Product
Table 53. The Climate Corporation (Subsidiary of Monsanto) Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 54. The Climate Corporation (Subsidiary of Monsanto) Recent Development
Table 55. Granular Company Details
Table 56. Granular Business Overview
Table 57. Granular Agricultural AI Product
Table 58. Granular Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 59. Granular Recent Development
Table 60. Descartes Labs Company Details
Table 61. Descartes Labs Business Overview
Table 62. Descartes Labs Agricultural AI Product
Table 63. Descartes Labs Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 64. Descartes Labs Recent Development
Table 65. Prospera Company Details
Table 66. Prospera Business Overview
Table 67. Prospera Agricultural AI Product
Table 68. Prospera Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 69. Prospera Recent Development
Table 70. Mavrx Company Details
Table 71. Mavrx Business Overview
Table 72. Mavrx Agricultural AI Product
Table 73. Mavrx Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 74. Mavrx Recent Development
Table 75. Awhere Company Details
Table 76. Awhere Business Overview
Table 77. Awhere Agricultural AI Product
Table 78. Awhere Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 79. Awhere Recent Development
Table 80. Gamaya Company Details
Table 81. Gamaya Business Overview
Table 82. Gamaya Agricultural AI Product
Table 83. Gamaya Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 84. Gamaya Recent Development
Table 85. Ec2ce Company Details
Table 86. Ec2ce Business Overview
Table 87. Ec2ce Agricultural AI Product
Table 88. Ec2ce Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 89. Ec2ce Recent Development
Table 90. Precision Hawk Company Details
Table 91. Precision Hawk Business Overview
Table 92. Precision Hawk Agricultural AI Product
Table 93. Precision Hawk Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 94. Precision Hawk Recent Development
Table 95. Skysquirrel Technologies Company Details
Table 96. Skysquirrel Technologies Business Overview
Table 97. Skysquirrel Technologies Agricultural AI Product
Table 98. Skysquirrel Technologies Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 99. Skysquirrel Technologies Recent Development
Table 100. Cainthus Company Details
Table 101. Cainthus Business Overview
Table 102. Cainthus Agricultural AI Product
Table 103. Cainthus Revenue in Agricultural AI Business (2017-2022) & (US$ Million)
Table 104. Cainthus Recent Development
Table 105. Research Programs/Design for This Report
Table 106. Key Data Information from Secondary Sources
Table 107. Key Data Information from Primary Sources
List of Figures
Figure 1. Agricultural AI Product Picture
Figure 2. Global Agricultural AI Market Size, (US$ Million), 2017 VS 2022 VS 2028
Figure 3. Global Agricultural AI Market Size 2017-2028 (US$ Million)
Figure 4. United States Agricultural AI Market Size, (US$ Million), 2017 VS 2022 VS 2028
Figure 5. United States Agricultural AI Market Size 2017-2028 (US$ Million)
Figure 6. United States Agricultural AI Market Share in Global 2017-2028
Figure 7. Agricultural AI Report Years Considered
Figure 8. Product Picture of Machine Learning
Figure 9. Product Picture of Computer Vision
Figure 10. Product Picture of Predictive Analytics
Figure 11. Global Agricultural AI Market Share by Type in 2022 & 2028
Figure 12. Global Agricultural AI Market Size by Type (2017-2028) & (US$ Million)
Figure 13. Global Agricultural AI Market Share by Type (2017-2028)
Figure 14. United States Agricultural AI Market Share by Type in 2022 & 2028
Figure 15. United States Agricultural AI Market Size by Type (2017-2028) & (US$ Million)
Figure 16. United States Agricultural AI Market Share by Type (2017-2028)
Figure 17. Product Picture of Precision Farming
Figure 18. Product Picture of Livestock Monitoring
Figure 19. Product Picture of Drone Analytics
Figure 20. Product Picture of Agriculture Robots
Figure 21. Product Picture of Others
Figure 22. Global Agricultural AI Market Share by Application in 2022 & 2028
Figure 23. Global Agricultural AI Market Size by Application (2017-2028) & (US$ Million)
Figure 24. Global Agricultural AI Market Share by Application (2017-2028)
Figure 25. United States Agricultural AI Market Share by Application in 2022 & 2028
Figure 26. United States Agricultural AI Market Size by Application (2017-2028) & (US$ Million)
Figure 27. United States Agricultural AI Market Share by Application (2017-2028)
Figure 28. North America Agricultural AI Market Size Growth Rate 2017-2028 (US$ Million)
Figure 29. U.S. Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 30. Canada Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 31. Europe Agricultural AI Market Size Growth Rate 2017-2028 (US$ Million)
Figure 32. Germany Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 33. France Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 34. U.K. Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 35. Italy Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 36. Russia Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 37. Asia-Pacific Agricultural AI Market Size Growth Rate 2017-2028 (US$ Million)
Figure 38. China Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 39. Japan Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 40. South Korea Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 41. India Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 42. Australia Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 43. Taiwan Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 44. Indonesia Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 45. Thailand Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 46. Malaysia Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 47. Philippines Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 48. Latin America Agricultural AI Market Size Growth Rate 2017-2028 (US$ Million)
Figure 49. Mexico Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 50. Brazil Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 51. Argentina Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 52. Middle East & Africa Agricultural AI Market Size Growth Rate 2017-2028 (US$ Million)
Figure 53. Turkey Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 54. Saudi Arabia Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 55. UAE Agricultural AI Market Size Growth Rate (2017-2028) & (US$ Million)
Figure 56. IBM Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 57. Deere & Company Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 58. Microsoft Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 59. Agribotix Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 60. The Climate Corporation (Subsidiary of Monsanto) Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 61. Granular Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 62. Descartes Labs Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 63. Prospera Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 64. Mavrx Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 65. Awhere Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 66. Gamaya Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 67. Ec2ce Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 68. Precision Hawk Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 69. Skysquirrel Technologies Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 70. Cainthus Revenue Growth Rate in Agricultural AI Business (2017-2022)
Figure 71. Bottom-up and Top-down Approaches for This Report
Figure 72. Data Triangulation
Figure 73. Key Executives Interviewed

SECONDARY RESEARCH
Secondary Research Information is collected from a number of publicly available as well as paid databases. Public sources involve publications by different associations and governments, annual reports and statements of companies, white papers and research publications by recognized industry experts and renowned academia etc. Paid data sources include third party authentic industry databases.

PRIMARY RESEARCH
Once data collection is done through secondary research, primary interviews are conducted with different stakeholders across the value chain like manufacturers, distributors, ingredient/input suppliers, end customers and other key opinion leaders of the industry. Primary research is used both to validate the data points obtained from secondary research and to fill in the data gaps after secondary research.

MARKET ENGINEERING
The market engineering phase involves analyzing the data collected, market breakdown and forecasting. Macroeconomic indicators and bottom-up and top-down approaches are used to arrive at a complete set of data points that give way to valuable qualitative and quantitative insights. Each data point is verified by the process of data triangulation to validate the numbers and arrive at close estimates.

EXPERT VALIDATION
The market engineered data is verified and validated by a number of experts, both in-house and external.

REPORT WRITING/ PRESENTATION
After the data is curated by the mentioned highly sophisticated process, the analysts begin to write the report. Garnering insights from data and forecasts, insights are drawn to visualize the entire ecosystem in a single report.

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