Table of Content

1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global MLOps Technology Market Size Growth Rate by Type: 2018 VS 2023 VS 2033
1.2.2 On-premise
1.2.3 Cloud
1.2.4 Hybrid
1.3 Market by Application
1.3.1 Global MLOps Technology Market Growth by Application: 2018 VS 2023 VS 2033
1.3.2 BFSI
1.3.3 Healthcare
1.3.4 Retail
1.3.5 Manufacturing
1.3.6 Public Sector
1.3.7 Others
1.4 Study Objectives
1.5 Years Considered
1.6 Years Considered
2 Global Growth Trends
2.1 Global MLOps Technology Market Perspective (2018-2033)
2.2 MLOps Technology Growth Trends by Region
2.2.1 Global MLOps Technology Market Size by Region: 2018 VS 2023 VS 2033
2.2.2 MLOps Technology Historic Market Size by Region (2018-2023)
2.2.3 MLOps Technology Forecasted Market Size by Region (2024-2033)
2.3 MLOps Technology Market Dynamics
2.3.1 MLOps Technology Industry Trends
2.3.2 MLOps Technology Market Drivers
2.3.3 MLOps Technology Market Challenges
2.3.4 MLOps Technology Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top MLOps Technology Players by Revenue
3.1.1 Global Top MLOps Technology Players by Revenue (2018-2023)
3.1.2 Global MLOps Technology Revenue Market Share by Players (2018-2023)
3.2 Global MLOps Technology Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Players Covered: Ranking by MLOps Technology Revenue
3.4 Global MLOps Technology Market Concentration Ratio
3.4.1 Global MLOps Technology Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by MLOps Technology Revenue in 2023
3.5 MLOps Technology Key Players Head office and Area Served
3.6 Key Players MLOps Technology Product Solution and Service
3.7 Date of Enter into MLOps Technology Market
3.8 Mergers & Acquisitions, Expansion Plans
4 MLOps Technology Breakdown Data by Type
4.1 Global MLOps Technology Historic Market Size by Type (2018-2023)
4.2 Global MLOps Technology Forecasted Market Size by Type (2024-2033)
5 MLOps Technology Breakdown Data by Application
5.1 Global MLOps Technology Historic Market Size by Application (2018-2023)
5.2 Global MLOps Technology Forecasted Market Size by Application (2024-2033)
6 North America
6.1 North America MLOps Technology Market Size (2018-2033)
6.2 North America MLOps Technology Market Growth Rate by Country: 2018 VS 2023 VS 2033
6.3 North America MLOps Technology Market Size by Country (2018-2023)
6.4 North America MLOps Technology Market Size by Country (2024-2033)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe MLOps Technology Market Size (2018-2033)
7.2 Europe MLOps Technology Market Growth Rate by Country: 2018 VS 2023 VS 2033
7.3 Europe MLOps Technology Market Size by Country (2018-2023)
7.4 Europe MLOps Technology Market Size by Country (2024-2033)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific MLOps Technology Market Size (2018-2033)
8.2 Asia-Pacific MLOps Technology Market Growth Rate by Region: 2018 VS 2023 VS 2033
8.3 Asia-Pacific MLOps Technology Market Size by Region (2018-2023)
8.4 Asia-Pacific MLOps Technology Market Size by Region (2024-2033)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America MLOps Technology Market Size (2018-2033)
9.2 Latin America MLOps Technology Market Growth Rate by Country: 2018 VS 2023 VS 2033
9.3 Latin America MLOps Technology Market Size by Country (2018-2023)
9.4 Latin America MLOps Technology Market Size by Country (2024-2033)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa MLOps Technology Market Size (2018-2033)
10.2 Middle East & Africa MLOps Technology Market Growth Rate by Country: 2018 VS 2023 VS 2033
10.3 Middle East & Africa MLOps Technology Market Size by Country (2018-2023)
10.4 Middle East & Africa MLOps Technology Market Size by Country (2024-2033)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Microsoft
11.1.1 Microsoft Company Detail
11.1.2 Microsoft Business Overview
11.1.3 Microsoft MLOps Technology Introduction
11.1.4 Microsoft Revenue in MLOps Technology Business (2018-2023)
11.1.5 Microsoft Recent Development
11.2 Amazon
11.2.1 Amazon Company Detail
11.2.2 Amazon Business Overview
11.2.3 Amazon MLOps Technology Introduction
11.2.4 Amazon Revenue in MLOps Technology Business (2018-2023)
11.2.5 Amazon Recent Development
11.3 Google
11.3.1 Google Company Detail
11.3.2 Google Business Overview
11.3.3 Google MLOps Technology Introduction
11.3.4 Google Revenue in MLOps Technology Business (2018-2023)
11.3.5 Google Recent Development
11.4 IBM
11.4.1 IBM Company Detail
11.4.2 IBM Business Overview
11.4.3 IBM MLOps Technology Introduction
11.4.4 IBM Revenue in MLOps Technology Business (2018-2023)
11.4.5 IBM Recent Development
11.5 Dataiku
11.5.1 Dataiku Company Detail
11.5.2 Dataiku Business Overview
11.5.3 Dataiku MLOps Technology Introduction
11.5.4 Dataiku Revenue in MLOps Technology Business (2018-2023)
11.5.5 Dataiku Recent Development
11.6 Lguazio
11.6.1 Lguazio Company Detail
11.6.2 Lguazio Business Overview
11.6.3 Lguazio MLOps Technology Introduction
11.6.4 Lguazio Revenue in MLOps Technology Business (2018-2023)
11.6.5 Lguazio Recent Development
11.7 Databricks
11.7.1 Databricks Company Detail
11.7.2 Databricks Business Overview
11.7.3 Databricks MLOps Technology Introduction
11.7.4 Databricks Revenue in MLOps Technology Business (2018-2023)
11.7.5 Databricks Recent Development
11.8 DataRobot, Inc.
11.8.1 DataRobot, Inc. Company Detail
11.8.2 DataRobot, Inc. Business Overview
11.8.3 DataRobot, Inc. MLOps Technology Introduction
11.8.4 DataRobot, Inc. Revenue in MLOps Technology Business (2018-2023)
11.8.5 DataRobot, Inc. Recent Development
11.9 Cloudera
11.9.1 Cloudera Company Detail
11.9.2 Cloudera Business Overview
11.9.3 Cloudera MLOps Technology Introduction
11.9.4 Cloudera Revenue in MLOps Technology Business (2018-2023)
11.9.5 Cloudera Recent Development
11.10 Modzy
11.10.1 Modzy Company Detail
11.10.2 Modzy Business Overview
11.10.3 Modzy MLOps Technology Introduction
11.10.4 Modzy Revenue in MLOps Technology Business (2018-2023)
11.10.5 Modzy Recent Development
11.11 Algorithmia
11.11.1 Algorithmia Company Detail
11.11.2 Algorithmia Business Overview
11.11.3 Algorithmia MLOps Technology Introduction
11.11.4 Algorithmia Revenue in MLOps Technology Business (2018-2023)
11.11.5 Algorithmia Recent Development
11.12 HPE
11.12.1 HPE Company Detail
11.12.2 HPE Business Overview
11.12.3 HPE MLOps Technology Introduction
11.12.4 HPE Revenue in MLOps Technology Business (2018-2023)
11.12.5 HPE Recent Development
11.13 Valohai
11.13.1 Valohai Company Detail
11.13.2 Valohai Business Overview
11.13.3 Valohai MLOps Technology Introduction
11.13.4 Valohai Revenue in MLOps Technology Business (2018-2023)
11.13.5 Valohai Recent Development
11.14 Allegro AI
11.14.1 Allegro AI Company Detail
11.14.2 Allegro AI Business Overview
11.14.3 Allegro AI MLOps Technology Introduction
11.14.4 Allegro AI Revenue in MLOps Technology Business (2018-2023)
11.14.5 Allegro AI Recent Development
11.15 Comet
11.15.1 Comet Company Detail
11.15.2 Comet Business Overview
11.15.3 Comet MLOps Technology Introduction
11.15.4 Comet Revenue in MLOps Technology Business (2018-2023)
11.15.5 Comet Recent Development
11.16 FloydHub
11.16.1 FloydHub Company Detail
11.16.2 FloydHub Business Overview
11.16.3 FloydHub MLOps Technology Introduction
11.16.4 FloydHub Revenue in MLOps Technology Business (2018-2023)
11.16.5 FloydHub Recent Development
11.17 Paperpace
11.17.1 Paperpace Company Detail
11.17.2 Paperpace Business Overview
11.17.3 Paperpace MLOps Technology Introduction
11.17.4 Paperpace Revenue in MLOps Technology Business (2018-2023)
11.17.5 Paperpace Recent Development
11.18 Cnvrg.io
11.18.1 Cnvrg.io Company Detail
11.18.2 Cnvrg.io Business Overview
11.18.3 Cnvrg.io MLOps Technology Introduction
11.18.4 Cnvrg.io Revenue in MLOps Technology Business (2018-2023)
11.18.5 Cnvrg.io 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 Figure

List of Tables
Table 1. Global MLOps Technology Market Size Growth Rate by Type (US$ Million): 2018 VS 2023 VS 2033
Table 2. Key Players of On-premise
Table 3. Key Players of Cloud
Table 4. Key Players of Hybrid
Table 5. Global MLOps Technology Market Size Growth by Application (US$ Million): 2018 VS 2023 VS 2033
Table 6. Global MLOps Technology Market Size by Region (US$ Million): 2018 VS 2023 VS 2033
Table 7. Global MLOps Technology Market Size by Region (2018-2023) & (US$ Million)
Table 8. Global MLOps Technology Market Share by Region (2018-2023)
Table 9. Global MLOps Technology Forecasted Market Size by Region (2024-2033) & (US$ Million)
Table 10. Global MLOps Technology Market Share by Region (2024-2033)
Table 11. MLOps Technology Market Trends
Table 12. MLOps Technology Market Drivers
Table 13. MLOps Technology Market Challenges
Table 14. MLOps Technology Market Restraints
Table 15. Global MLOps Technology Revenue by Players (2018-2023) & (US$ Million)
Table 16. Global MLOps Technology Market Share by Players (2018-2023)
Table 17. Global Top MLOps Technology Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in MLOps Technology as of 2023)
Table 18. Ranking of Global Top MLOps Technology Companies by Revenue (US$ Million) in 2023
Table 19. Global 5 Largest Players Market Share by MLOps Technology Revenue (CR5 and HHI) & (2018-2023)
Table 20. Key Players Headquarters and Area Served
Table 21. Key Players MLOps Technology Product Solution and Service
Table 22. Date of Enter into MLOps Technology Market
Table 23. Mergers & Acquisitions, Expansion Plans
Table 24. Global MLOps Technology Market Size by Type (2018-2023) & (US$ Million)
Table 25. Global MLOps Technology Revenue Market Share by Type (2018-2023)
Table 26. Global MLOps Technology Forecasted Market Size by Type (2024-2033) & (US$ Million)
Table 27. Global MLOps Technology Revenue Market Share by Type (2024-2033)
Table 28. Global MLOps Technology Market Size by Application (2018-2023) & (US$ Million)
Table 29. Global MLOps Technology Revenue Market Share by Application (2018-2023)
Table 30. Global MLOps Technology Forecasted Market Size by Application (2024-2033) & (US$ Million)
Table 31. Global MLOps Technology Revenue Market Share by Application (2024-2033)
Table 32. North America MLOps Technology Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 33. North America MLOps Technology Market Size by Country (2018-2023) & (US$ Million)
Table 34. North America MLOps Technology Market Size by Country (2024-2033) & (US$ Million)
Table 35. Europe MLOps Technology Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 36. Europe MLOps Technology Market Size by Country (2018-2023) & (US$ Million)
Table 37. Europe MLOps Technology Market Size by Country (2024-2033) & (US$ Million)
Table 38. Asia-Pacific MLOps Technology Market Size Growth Rate by Region (US$ Million): 2018 VS 2023 VS 2033
Table 39. Asia-Pacific MLOps Technology Market Size by Region (2018-2023) & (US$ Million)
Table 40. Asia-Pacific MLOps Technology Market Size by Region (2024-2033) & (US$ Million)
Table 41. Latin America MLOps Technology Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 42. Latin America MLOps Technology Market Size by Country (2018-2023) & (US$ Million)
Table 43. Latin America MLOps Technology Market Size by Country (2024-2033) & (US$ Million)
Table 44. Middle East & Africa MLOps Technology Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 45. Middle East & Africa MLOps Technology Market Size by Country (2018-2023) & (US$ Million)
Table 46. Middle East & Africa MLOps Technology Market Size by Country (2024-2033) & (US$ Million)
Table 47. Microsoft Company Detail
Table 48. Microsoft Business Overview
Table 49. Microsoft MLOps Technology Product
Table 50. Microsoft Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 51. Microsoft Recent Development
Table 52. Amazon Company Detail
Table 53. Amazon Business Overview
Table 54. Amazon MLOps Technology Product
Table 55. Amazon Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 56. Amazon Recent Development
Table 57. Google Company Detail
Table 58. Google Business Overview
Table 59. Google MLOps Technology Product
Table 60. Google Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 61. Google Recent Development
Table 62. IBM Company Detail
Table 63. IBM Business Overview
Table 64. IBM MLOps Technology Product
Table 65. IBM Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 66. IBM Recent Development
Table 67. Dataiku Company Detail
Table 68. Dataiku Business Overview
Table 69. Dataiku MLOps Technology Product
Table 70. Dataiku Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 71. Dataiku Recent Development
Table 72. Lguazio Company Detail
Table 73. Lguazio Business Overview
Table 74. Lguazio MLOps Technology Product
Table 75. Lguazio Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 76. Lguazio Recent Development
Table 77. Databricks Company Detail
Table 78. Databricks Business Overview
Table 79. Databricks MLOps Technology Product
Table 80. Databricks Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 81. Databricks Recent Development
Table 82. DataRobot, Inc. Company Detail
Table 83. DataRobot, Inc. Business Overview
Table 84. DataRobot, Inc. MLOps Technology Product
Table 85. DataRobot, Inc. Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 86. DataRobot, Inc. Recent Development
Table 87. Cloudera Company Detail
Table 88. Cloudera Business Overview
Table 89. Cloudera MLOps Technology Product
Table 90. Cloudera Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 91. Cloudera Recent Development
Table 92. Modzy Company Detail
Table 93. Modzy Business Overview
Table 94. Modzy MLOps Technology Product
Table 95. Modzy Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 96. Modzy Recent Development
Table 97. Algorithmia Company Detail
Table 98. Algorithmia Business Overview
Table 99. Algorithmia MLOps Technology Product
Table 100. Algorithmia Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 101. Algorithmia Recent Development
Table 102. HPE Company Detail
Table 103. HPE Business Overview
Table 104. HPE MLOps Technology Product
Table 105. HPE Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 106. HPE Recent Development
Table 107. Valohai Company Detail
Table 108. Valohai Business Overview
Table 109. Valohai MLOps Technology Product
Table 110. Valohai Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 111. Valohai Recent Development
Table 112. Allegro AI Company Detail
Table 113. Allegro AI Business Overview
Table 114. Allegro AI MLOps Technology Product
Table 115. Allegro AI Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 116. Allegro AI Recent Development
Table 117. Comet Company Detail
Table 118. Comet Business Overview
Table 119. Comet MLOps Technology Product
Table 120. Comet Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 121. Comet Recent Development
Table 122. FloydHub Company Detail
Table 123. FloydHub Business Overview
Table 124. FloydHub MLOps Technology Product
Table 125. FloydHub Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 126. FloydHub Recent Development
Table 127. Paperpace Company Detail
Table 128. Paperpace Business Overview
Table 129. Paperpace MLOps Technology Product
Table 130. Paperpace Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 131. Paperpace Recent Development
Table 132. Cnvrg.io Company Detail
Table 133. Cnvrg.io Business Overview
Table 134. Cnvrg.io MLOps Technology Product
Table 135. Cnvrg.io Revenue in MLOps Technology Business (2018-2023) & (US$ Million)
Table 136. Cnvrg.io Recent Development
Table 137. Research Programs/Design for This Report
Table 138. Key Data Information from Secondary Sources
Table 139. Key Data Information from Primary Sources
List of Figures
Figure 1. Global MLOps Technology Market Size Comparison by Type (2023-2033) & (US$ Million)
Figure 2. Global MLOps Technology Market Share by Type: 2023 VS 2033
Figure 3. On-premise Features
Figure 4. Cloud Features
Figure 5. Hybrid Features
Figure 6. Global MLOps Technology Market Size Comparison by Application (2023-2033) & (US$ Million)
Figure 7. Global MLOps Technology Market Share by Application: 2023 VS 2033
Figure 8. BFSI Case Studies
Figure 9. Healthcare Case Studies
Figure 10. Retail Case Studies
Figure 11. Manufacturing Case Studies
Figure 12. Public Sector Case Studies
Figure 13. Others Case Studies
Figure 14. MLOps Technology Report Years Considered
Figure 15. Global MLOps Technology Market Size (US$ Million), Year-over-Year: 2018-2033
Figure 16. Global MLOps Technology Market Size, (US$ Million), 2018 VS 2023 VS 2033
Figure 17. Global MLOps Technology Market Share by Region: 2023 VS 2033
Figure 18. Global MLOps Technology Market Share by Players in 2023
Figure 19. Global Top MLOps Technology Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in MLOps Technology as of 2023)
Figure 20. The Top 10 and 5 Players Market Share by MLOps Technology Revenue in 2023
Figure 21. North America MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 22. North America MLOps Technology Market Share by Country (2018-2033)
Figure 23. United States MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 24. Canada MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 25. Europe MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 26. Europe MLOps Technology Market Share by Country (2018-2033)
Figure 27. Germany MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 28. France MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 29. U.K. MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 30. Italy MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 31. Russia MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 32. Nordic Countries MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 33. Asia-Pacific MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 34. Asia-Pacific MLOps Technology Market Share by Region (2018-2033)
Figure 35. China MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 36. Japan MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 37. South Korea MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 38. Southeast Asia MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 39. India MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 40. Australia MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 41. Latin America MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 42. Latin America MLOps Technology Market Share by Country (2018-2033)
Figure 43. Mexico MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 44. Brazil MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 45. Middle East & Africa MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 46. Middle East & Africa MLOps Technology Market Share by Country (2018-2033)
Figure 47. Turkey MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 48. Saudi Arabia MLOps Technology Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 49. Microsoft Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 50. Amazon Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 51. Google Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 52. IBM Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 53. Dataiku Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 54. Lguazio Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 55. Databricks Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 56. DataRobot, Inc. Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 57. Cloudera Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 58. Modzy Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 59. Algorithmia Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 60. HPE Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 61. Valohai Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 62. Allegro AI Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 63. Comet Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 64. FloydHub Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 65. Paperpace Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 66. Cnvrg.io Revenue Growth Rate in MLOps Technology Business (2018-2023)
Figure 67. Bottom-up and Top-down Approaches for This Report
Figure 68. Data Triangulation
Figure 69. Key Executives Interviewed