Global Machine Learning In Utilities Market Research Report 2022

1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Machine Learning in Utilities Market Size Growth Rate by Type: 2017 VS 2021 VS 2028
1.2.2 Hardware
1.2.3 Software
1.2.4 Service
1.3 Market by Application
1.3.1 Global Machine Learning in Utilities Market Share by Application: 2017 VS 2021 VS 2028
1.3.2 Renewable Energy Management
1.3.3 Demand Forecast
1.3.4 Safety and Security
1.3.5 Infrastructure
1.3.6 Other
1.4 Study Objectives
1.5 Years Considered
2 Global Growth Trends
2.1 Global Machine Learning in Utilities Market Perspective (2017-2028)
2.2 Machine Learning in Utilities Growth Trends by Region
2.2.1 Machine Learning in Utilities Market Size by Region: 2017 VS 2021 VS 2028
2.2.2 Machine Learning in Utilities Historic Market Size by Region (2017-2022)
2.2.3 Machine Learning in Utilities Forecasted Market Size by Region (2023-2028)
2.3 Machine Learning in Utilities Market Dynamics
2.3.1 Machine Learning in Utilities Industry Trends
2.3.2 Machine Learning in Utilities Market Drivers
2.3.3 Machine Learning in Utilities Market Challenges
2.3.4 Machine Learning in Utilities Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Machine Learning in Utilities Players by Revenue
3.1.1 Global Top Machine Learning in Utilities Players by Revenue (2017-2022)
3.1.2 Global Machine Learning in Utilities Revenue Market Share by Players (2017-2022)
3.2 Global Machine Learning in Utilities Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Players Covered: Ranking by Machine Learning in Utilities Revenue
3.4 Global Machine Learning in Utilities Market Concentration Ratio
3.4.1 Global Machine Learning in Utilities Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Machine Learning in Utilities Revenue in 2021
3.5 Machine Learning in Utilities Key Players Head office and Area Served
3.6 Key Players Machine Learning in Utilities Product Solution and Service
3.7 Date of Enter into Machine Learning in Utilities Market
3.8 Mergers & Acquisitions, Expansion Plans
4 Machine Learning in Utilities Breakdown Data by Type
4.1 Global Machine Learning in Utilities Historic Market Size by Type (2017-2022)
4.2 Global Machine Learning in Utilities Forecasted Market Size by Type (2023-2028)
5 Machine Learning in Utilities Breakdown Data by Application
5.1 Global Machine Learning in Utilities Historic Market Size by Application (2017-2022)
5.2 Global Machine Learning in Utilities Forecasted Market Size by Application (2023-2028)
6 North America
6.1 North America Machine Learning in Utilities Market Size (2017-2028)
6.2 North America Machine Learning in Utilities Market Size by Country (2017-2022)
6.3 North America Machine Learning in Utilities Market Size by Country (2023-2028)
6.4 United States
6.5 Canada
7 Europe
7.1 Europe Machine Learning in Utilities Market Size (2017-2028)
7.2 Europe Machine Learning in Utilities Market Size by Country (2017-2022)
7.3 Europe Machine Learning in Utilities Market Size by Country (2023-2028)
7.4 Germany
7.5 France
7.6 U.K.
7.7 Italy
7.8 Russia
7.9 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Machine Learning in Utilities Market Size (2017-2028)
8.2 Asia-Pacific Machine Learning in Utilities Market Size by Country (2017-2022)
8.3 Asia-Pacific Machine Learning in Utilities Market Size by Country (2023-2028)
8.4 China
8.5 Japan
8.6 South Korea
8.7 Southeast Asia
8.8 India
8.9 Australia
9 Latin America
9.1 Latin America Machine Learning in Utilities Market Size (2017-2028)
9.2 Latin America Machine Learning in Utilities Market Size by Country (2017-2022)
9.3 Latin America Machine Learning in Utilities Market Size by Country (2023-2028)
9.4 Mexico
9.5 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Machine Learning in Utilities Market Size (2017-2028)
10.2 Middle East & Africa Machine Learning in Utilities Market Size by Country (2017-2022)
10.3 Middle East & Africa Machine Learning in Utilities Market Size by Country (2023-2028)
10.4 Turkey
10.5 Saudi Arabia
10.6 UAE
11 Key Players Profiles
11.1 Baidu
11.1.1 Baidu Company Detail
11.1.2 Baidu Business Overview
11.1.3 Baidu Machine Learning in Utilities Introduction
11.1.4 Baidu Revenue in Machine Learning in Utilities Business (2017-2022)
11.1.5 Baidu Recent Development
11.2 Hewlett Packard Enterprise Development LP
11.2.1 Hewlett Packard Enterprise Development LP Company Detail
11.2.2 Hewlett Packard Enterprise Development LP Business Overview
11.2.3 Hewlett Packard Enterprise Development LP Machine Learning in Utilities Introduction
11.2.4 Hewlett Packard Enterprise Development LP Revenue in Machine Learning in Utilities Business (2017-2022)
11.2.5 Hewlett Packard Enterprise Development LP Recent Development
11.3 SAS Institute, Inc.
11.3.1 SAS Institute, Inc. Company Detail
11.3.2 SAS Institute, Inc. Business Overview
11.3.3 SAS Institute, Inc. Machine Learning in Utilities Introduction
11.3.4 SAS Institute, Inc. Revenue in Machine Learning in Utilities Business (2017-2022)
11.3.5 SAS Institute, Inc. Recent Development
11.4 IBM
11.4.1 IBM Company Detail
11.4.2 IBM Business Overview
11.4.3 IBM Machine Learning in Utilities Introduction
11.4.4 IBM Revenue in Machine Learning in Utilities Business (2017-2022)
11.4.5 IBM Recent Development
11.5 Microsoft
11.5.1 Microsoft Company Detail
11.5.2 Microsoft Business Overview
11.5.3 Microsoft Machine Learning in Utilities Introduction
11.5.4 Microsoft Revenue in Machine Learning in Utilities Business (2017-2022)
11.5.5 Microsoft Recent Development
11.6 Nvidia
11.6.1 Nvidia Company Detail
11.6.2 Nvidia Business Overview
11.6.3 Nvidia Machine Learning in Utilities Introduction
11.6.4 Nvidia Revenue in Machine Learning in Utilities Business (2017-2022)
11.6.5 Nvidia Recent Development
11.7 Amazon Web Services
11.7.1 Amazon Web Services Company Detail
11.7.2 Amazon Web Services Business Overview
11.7.3 Amazon Web Services Machine Learning in Utilities Introduction
11.7.4 Amazon Web Services Revenue in Machine Learning in Utilities Business (2017-2022)
11.7.5 Amazon Web Services Recent Development
11.8 Oracle
11.8.1 Oracle Company Detail
11.8.2 Oracle Business Overview
11.8.3 Oracle Machine Learning in Utilities Introduction
11.8.4 Oracle Revenue in Machine Learning in Utilities Business (2017-2022)
11.8.5 Oracle Recent Development
11.9 SAP
11.9.1 SAP Company Detail
11.9.2 SAP Business Overview
11.9.3 SAP Machine Learning in Utilities Introduction
11.9.4 SAP Revenue in Machine Learning in Utilities Business (2017-2022)
11.9.5 SAP Recent Development
11.10 BigML, Inc.
11.10.1 BigML, Inc. Company Detail
11.10.2 BigML, Inc. Business Overview
11.10.3 BigML, Inc. Machine Learning in Utilities Introduction
11.10.4 BigML, Inc. Revenue in Machine Learning in Utilities Business (2017-2022)
11.10.5 BigML, Inc. Recent Development
11.11 Fair Isaac Corporation
11.11.1 Fair Isaac Corporation Company Detail
11.11.2 Fair Isaac Corporation Business Overview
11.11.3 Fair Isaac Corporation Machine Learning in Utilities Introduction
11.11.4 Fair Isaac Corporation Revenue in Machine Learning in Utilities Business (2017-2022)
11.11.5 Fair Isaac Corporation Recent Development
11.12 Intel Corporation
11.12.1 Intel Corporation Company Detail
11.12.2 Intel Corporation Business Overview
11.12.3 Intel Corporation Machine Learning in Utilities Introduction
11.12.4 Intel Corporation Revenue in Machine Learning in Utilities Business (2017-2022)
11.12.5 Intel Corporation Recent Development
11.13 Google LLC
11.13.1 Google LLC Company Detail
11.13.2 Google LLC Business Overview
11.13.3 Google LLC Machine Learning in Utilities Introduction
11.13.4 Google LLC Revenue in Machine Learning in Utilities Business (2017-2022)
11.13.5 Google LLC Recent Development
11.14 H2o.AI
11.14.1 H2o.AI Company Detail
11.14.2 H2o.AI Business Overview
11.14.3 H2o.AI Machine Learning in Utilities Introduction
11.14.4 H2o.AI Revenue in Machine Learning in Utilities Business (2017-2022)
11.14.5 H2o.AI Recent Development
11.15 Alpiq
11.15.1 Alpiq Company Detail
11.15.2 Alpiq Business Overview
11.15.3 Alpiq Machine Learning in Utilities Introduction
11.15.4 Alpiq Revenue in Machine Learning in Utilities Business (2017-2022)
11.15.5 Alpiq Recent Development
11.16 SmartCloud
11.16.1 SmartCloud Company Detail
11.16.2 SmartCloud Business Overview
11.16.3 SmartCloud Machine Learning in Utilities Introduction
11.16.4 SmartCloud Revenue in Machine Learning in Utilities Business (2017-2022)
11.16.5 SmartCloud Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.2 Data Source
13.2 Disclaimer
13.3 Author Details

List of Tables
Table 1. Global Machine Learning in Utilities Market Size Growth Rate by Type (US$ Million): 2017 VS 2021 VS 2028
Table 2. Key Players of Hardware
Table 3. Key Players of Software
Table 4. Key Players of Service
Table 5. Global Machine Learning in Utilities Market Size Growth by Application (US$ Million): 2017 VS 2021 VS 2028
Table 6. Global Machine Learning in Utilities Market Size by Region (US$ Million): 2017 VS 2021 VS 2028
Table 7. Global Machine Learning in Utilities Market Size by Region (2017-2022) & (US$ Million)
Table 8. Global Machine Learning in Utilities Market Share by Region (2017-2022)
Table 9. Global Machine Learning in Utilities Forecasted Market Size by Region (2023-2028) & (US$ Million)
Table 10. Global Machine Learning in Utilities Market Share by Region (2023-2028)
Table 11. Machine Learning in Utilities Market Trends
Table 12. Machine Learning in Utilities Market Drivers
Table 13. Machine Learning in Utilities Market Challenges
Table 14. Machine Learning in Utilities Market Restraints
Table 15. Global Machine Learning in Utilities Revenue by Players (2017-2022) & (US$ Million)
Table 16. Global Machine Learning in Utilities Market Share by Players (2017-2022)
Table 17. Global Top Machine Learning in Utilities Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Utilities as of 2021)
Table 18. Ranking of Global Top Machine Learning in Utilities Companies by Revenue (US$ Million) in 2021
Table 19. Global 5 Largest Players Market Share by Machine Learning in Utilities Revenue (CR5 and HHI) & (2017-2022)
Table 20. Key Players Headquarters and Area Served
Table 21. Key Players Machine Learning in Utilities Product Solution and Service
Table 22. Date of Enter into Machine Learning in Utilities Market
Table 23. Mergers & Acquisitions, Expansion Plans
Table 24. Global Machine Learning in Utilities Market Size by Type (2017-2022) & (US$ Million)
Table 25. Global Machine Learning in Utilities Revenue Market Share by Type (2017-2022)
Table 26. Global Machine Learning in Utilities Forecasted Market Size by Type (2023-2028) & (US$ Million)
Table 27. Global Machine Learning in Utilities Revenue Market Share by Type (2023-2028)
Table 28. Global Machine Learning in Utilities Market Size by Application (2017-2022) & (US$ Million)
Table 29. Global Machine Learning in Utilities Revenue Market Share by Application (2017-2022)
Table 30. Global Machine Learning in Utilities Forecasted Market Size by Application (2023-2028) & (US$ Million)
Table 31. Global Machine Learning in Utilities Revenue Market Share by Application (2023-2028)
Table 32. North America Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 33. North America Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 34. Europe Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 35. Europe Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 36. Asia-Pacific Machine Learning in Utilities Market Size by Region (2017-2022) & (US$ Million)
Table 37. Asia-Pacific Machine Learning in Utilities Market Size by Region (2023-2028) & (US$ Million)
Table 38. Latin America Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 39. Latin America Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 40. Middle East & Africa Machine Learning in Utilities Market Size by Country (2017-2022) & (US$ Million)
Table 41. Middle East & Africa Machine Learning in Utilities Market Size by Country (2023-2028) & (US$ Million)
Table 42. Baidu Company Detail
Table 43. Baidu Business Overview
Table 44. Baidu Machine Learning in Utilities Product
Table 45. Baidu Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 46. Baidu Recent Development
Table 47. Hewlett Packard Enterprise Development LP Company Detail
Table 48. Hewlett Packard Enterprise Development LP Business Overview
Table 49. Hewlett Packard Enterprise Development LP Machine Learning in Utilities Product
Table 50. Hewlett Packard Enterprise Development LP Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 51. Hewlett Packard Enterprise Development LP Recent Development
Table 52. SAS Institute, Inc. Company Detail
Table 53. SAS Institute, Inc. Business Overview
Table 54. SAS Institute, Inc. Machine Learning in Utilities Product
Table 55. SAS Institute, Inc. Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 56. SAS Institute, Inc. Recent Development
Table 57. IBM Company Detail
Table 58. IBM Business Overview
Table 59. IBM Machine Learning in Utilities Product
Table 60. IBM Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 61. IBM Recent Development
Table 62. Microsoft Company Detail
Table 63. Microsoft Business Overview
Table 64. Microsoft Machine Learning in Utilities Product
Table 65. Microsoft Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 66. Microsoft Recent Development
Table 67. Nvidia Company Detail
Table 68. Nvidia Business Overview
Table 69. Nvidia Machine Learning in Utilities Product
Table 70. Nvidia Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 71. Nvidia Recent Development
Table 72. Amazon Web Services Company Detail
Table 73. Amazon Web Services Business Overview
Table 74. Amazon Web Services Machine Learning in Utilities Product
Table 75. Amazon Web Services Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 76. Amazon Web Services Recent Development
Table 77. Oracle Company Detail
Table 78. Oracle Business Overview
Table 79. Oracle Machine Learning in Utilities Product
Table 80. Oracle Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 81. Oracle Recent Development
Table 82. SAP Company Detail
Table 83. SAP Business Overview
Table 84. SAP Machine Learning in Utilities Product
Table 85. SAP Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 86. SAP Recent Development
Table 87. BigML, Inc. Company Detail
Table 88. BigML, Inc. Business Overview
Table 89. BigML, Inc. Machine Learning in Utilities Product
Table 90. BigML, Inc. Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 91. BigML, Inc. Recent Development
Table 92. Fair Isaac Corporation Company Detail
Table 93. Fair Isaac Corporation Business Overview
Table 94. Fair Isaac Corporation Machine Learning in UtilitiesProduct
Table 95. Fair Isaac Corporation Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 96. Fair Isaac Corporation Recent Development
Table 97. Intel Corporation Company Detail
Table 98. Intel Corporation Business Overview
Table 99. Intel Corporation Machine Learning in UtilitiesProduct
Table 100. Intel Corporation Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 101. Intel Corporation Recent Development
Table 102. Google LLC Company Detail
Table 103. Google LLC Business Overview
Table 104. Google LLC Machine Learning in UtilitiesProduct
Table 105. Google LLC Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 106. Google LLC Recent Development
Table 107. H2o.AI Company Detail
Table 108. H2o.AI Business Overview
Table 109. H2o.AI Machine Learning in UtilitiesProduct
Table 110. H2o.AI Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 111. H2o.AI Recent Development
Table 112. Alpiq Company Detail
Table 113. Alpiq Business Overview
Table 114. Alpiq Machine Learning in UtilitiesProduct
Table 115. Alpiq Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 116. Alpiq Recent Development
Table 117. SmartCloud Company Detail
Table 118. SmartCloud Business Overview
Table 119. SmartCloud Machine Learning in UtilitiesProduct
Table 120. SmartCloud Revenue in Machine Learning in Utilities Business (2017-2022) & (US$ Million)
Table 121. SmartCloud Recent Development
Table 122. Research Programs/Design for This Report
Table 123. Key Data Information from Secondary Sources
Table 124. Key Data Information from Primary Sources
List of Figures
Figure 1. Global Machine Learning in Utilities Market Share by Type: 2021 VS 2028
Figure 2. Hardware Features
Figure 3. Software Features
Figure 4. Service Features
Figure 5. Global Machine Learning in Utilities Market Share by Application in 2021 & 2028
Figure 6. Renewable Energy Management Case Studies
Figure 7. Demand Forecast Case Studies
Figure 8. Safety and Security Case Studies
Figure 9. Infrastructure Case Studies
Figure 10. Other Case Studies
Figure 11. Machine Learning in Utilities Report Years Considered
Figure 12. Global Machine Learning in Utilities Market Size (US$ Million), Year-over-Year: 2017-2028
Figure 13. Global Machine Learning in Utilities Market Size, (US$ Million), 2017 VS 2021 VS 2028
Figure 14. Global Machine Learning in Utilities Market Share by Region: 2021 VS 2028
Figure 15. Global Machine Learning in Utilities Market Share by Players in 2021
Figure 16. Global Top Machine Learning in Utilities Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Machine Learning in Utilities as of 2021)
Figure 17. The Top 10 and 5 Players Market Share by Machine Learning in Utilities Revenue in 2021
Figure 18. North America Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 19. North America Machine Learning in Utilities Market Share by Country (2017-2028)
Figure 20. United States Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 21. Canada Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 22. Europe Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 23. Europe Machine Learning in Utilities Market Share by Country (2017-2028)
Figure 24. Germany Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 25. France Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 26. U.K. Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 27. Italy Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 28. Russia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 29. Nordic Countries Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 30. Asia-Pacific Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 31. Asia-Pacific Machine Learning in Utilities Market Share by Region (2017-2028)
Figure 32. China Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 33. Japan Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 34. South Korea Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 35. Southeast Asia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 36. India Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 37. Australia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 38. Latin America Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 39. Latin America Machine Learning in Utilities Market Share by Country (2017-2028)
Figure 40. Mexico Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 41. Brazil Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 42. Middle East & Africa Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 43. Middle East & Africa Machine Learning in Utilities Market Share by Country (2017-2028)
Figure 44. Turkey Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 45. Saudi Arabia Machine Learning in Utilities Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 46. Baidu Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 47. Hewlett Packard Enterprise Development LP Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 48. SAS Institute, Inc. Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 49. IBM Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 50. Microsoft Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 51. Nvidia Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 52. Amazon Web Services Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 53. Oracle Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 54. SAP Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 55. BigML, Inc. Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 56. Fair Isaac Corporation Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 57. Intel Corporation Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 58. Google LLC Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 59. H2o.AI Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 60. Alpiq Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 61. SmartCloud Revenue Growth Rate in Machine Learning in Utilities Business (2017-2022)
Figure 62. Bottom-up and Top-down Approaches for This Report
Figure 63. Data Triangulation
Figure 64. 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.