1. Introduction
1.1. Market Definition
1.2. Market Ecosystem
1.3. Currency and Limitations
1.4. Key Stakeholders
2. Research Methodology
2.1. Research Process
2.2. Data Collection & Validation
2.2.1. Secondary Research
2.2.2. Primary Research
2.2.3. Market Size Estimation
2.2.3.1. Bottom-up Approach
2.2.3.2. Growth Forecast
2.2.3.3. COVID-19 Impact Assessment
2.3. Assumptions for the Study
3. Executive Summary
4. The Impact of COVID-19 on the AI Training Dataset Market
5. Market Insights
5.1. Introduction
5.2. Global AI Training Dataset Market: Impact Analysis of Market Drivers
5.2.1. Rapid growth of AI and machine learning
5.2.2. Growing application of training datasets across industries
5.3 Global AI Training Dataset Market: Impact Analysis of Market Restraint
5.3.1. Slow technological adoption in developing regions
5.4. Global AI Training Dataset Market: Impact Analysis of Market Opportunities
5.4.1. Rise in need for human-machine interaction
5.5. Global AI Training Dataset Market: Impact Analysis of Market Challenges
5.5.1. High installation cost of AI technologies
6. Global AI Training Dataset Market, By Type
6.1. Introduction
6.2. Text
6.3. Audio
6.4. Image & Video
7. Global AI Training Dataset Market, By End-use Industry
7.1. Introduction
7.2. Automotive
7.2.1. Driverless Automobiles
7.2.2. AI Cloud Services
7.2.3. AI Automotive Insurance
7.2.4. Driver Monitoring Systems
7.2.5. Others
7.3. Transport & Logistics
7.3.1. Product Localization and Identification
7.3.2. Shipment Load Monitoring
7.3.3. Warehouse Automation and Management
7.3.4. Defect Inspection and Quality Control
7.3.5. Others
7.4. Information Technology
7.4.1. Data Security
7.4.2. Process Automation
7.4.3. Building Better Information Systems
7.4.4. Others
7.5. Healthcare
7.5.1. Treatment of Rare Diseases
7.5.2. Virtual Health Assistants
7.5.3. Management of Medical Records
7.5.4. Robot-assisted Surgery
7.5.5. Others
7.6. Banking, Financial Services and Insurance (BFSI)
7.6.1. Cybersecurity and Fraud Detection
7.6.2. Online Chatbots
7.6.3. Tracking Market Trends
7.6.4. Data Collection and Analysis
7.6.5. Others
7.7. Retail & E-commerce
7.7.1. Inventory Management and Sales Forecasting
7.7.2. Automated Customer Service & Chatbots
7.7.3. AI-powered Customer Relationship Management (CRM) Systems
7.7.4. Visual Search
7.7.5. Others
7.8. Other End-use Industries
8. AI Training Dataset Market, By Geography
8.1. Introduction
8.2. North America
8.2.1. U.S.
8.2.2. Canada
8.3. Asia-Pacific
8.3.1. China
8.3.2. Japan
8.3.3. South Korea
8.3.4. India
8.3.5. Singapore
8.3.6. Thailand
8.3.7. Australia
8.3.8. Taiwan
8.3.9. Rest of Asia-Pacific
8.4. Europe
8.4.1. Germany
8.4.2. U.K.
8.4.3. France
8.4.4. Netherlands
8.4.5. Norway
8.4.6. Italy
8.4.7. Spain
8.4.8. Switzerland
8.4.9. Sweden
8.4.10. Denmark
8.4.11. Rest of Europe
8.5. Latin America
8.6. Middle East & Africa
9. Competitive Landscape
9.1. Introduction
9.2. Key Growth Strategies
9.3. Competitive Benchmarking
9.4. Market Share Analysis
10. Company Profiles (Business Overview, Financial Overview, Product Offering, Strategic Developments)
10.1. Appen Limited
10.2. Google, LLC
10.3. Cogito Tech LLC
10.4. Lionbridge Technologies, Inc.
10.5. Microsoft Corporation
10.6. Amazon Web Services, Inc.
10.7. Scale AI, Inc.
10.8. Samasource Impact Sourcing, Inc.
10.9. Alegion plc
10.10. Kinetic Vision, Inc.
10.11. Superb AI, Inc.
11. Appendix
11.1. Questionnaire
11.2. Available Customization
List of Tables
Table 1 Market Size and CAGR (USD Million)
Table 2 Global AI Training Datasets Market Size, by Type, 2020–2029 (USD Million)
Table 3 Global Text AI Training Dataset Market Size, by Type, 2020–2029 (USD Million)
Table 4 Global Text AI Training Dataset Market Size, by Country/Region, 2020–2029 (USD Million)
Table 5 Global Audio AI Training Dataset Market Size, by Type, 2020–2029 (USD Million)
Table 6 Global Audio AI Training Dataset Market Size, by Country/Region, 2020–2029 (USD Million)
Table 7 Global Image & Video AI Training Dataset Market Size, by Type, 2020–2029 (USD Million)
Table 8 Global Image & Video AI Training Dataset Market Size, by Country/Region, 2020–2029 (USD Million)
Table 9 Global AI Training Dataset Market Size, by End-use Industry, 2020–2029 (USD Million)
Table 10 Global AI Training Dataset Market Size for Automotive, by Type, 2020–2029 (USD Million)
Table 11 Global AI Training Dataset Market Size for Automotive, by Country/Region, 2020–2029 (USD Million)
Table 12 Global AI Training Dataset Automotive Market Size for Driverless Automobiles, by Type, 2020–2029 (USD Million)
Table 13 Global AI Training Dataset Automotive Market Size for Driverless Automobiles, by Country/Region, 2020–2029 (USD Million)
Table 14 Global AI Training Dataset Automotive Market Size for AI Cloud Services, by Type, 2020–2029 (USD Million)
Table 15 Global AI Training Dataset Automotive Market Size for AI Cloud Services, by Country/Region, 2020–2029 (USD Million)
Table 16 Global AI Training Dataset Automotive Market Size for AI Automotive Insurance, by Type, 2020–2029 (USD Million)
Table 17 Global AI Training Dataset Automotive Market Size for AI Automotive Insurance, by Country/Region, 2020–2029 (USD Million)
Table 18 Global AI Training Dataset Automotive Market Size for Driver Monitoring Systems, by Type, 2020–2029 (USD Million)
Table 19 Global AI Training Dataset Automotive Market Size for Driver Monitoring Systems, by Country/Region, 2020–2029 (USD Million)
Table 20 Global AI Training Dataset Automotive Market Size for Others, by Type, 2020–2029 (USD Million)
Table 21 Global AI Training Dataset Automotive Market Size for Others, by Country/Region, 2020–2029 (USD Million)
Table 22 Global AI Training Dataset Market Size for Transport & Logistics, by Type, 2020–2029 (USD Million)
Table 23 Global AI Training Dataset Market Size for Transport & Logistics, by Country/Region, 2020–2029 (USD Million)
Table 24 Global AI Training Dataset Transport & Logistics Market Size for Product Localization and Identification, by Type, 2020–2029 (USD Million)
Table 25 Global AI Training Dataset Transport & Logistics Market Size for Product Localization and Identification, by Country/Region, 2020–2029 (USD Million)
Table 26 Global AI Training Dataset Transport & Logistics Market Size for Shipment Load Monitoring, by Type, 2020–2029 (USD Million)
Table 27 Global AI Training Dataset Transport & Logistics Market Size for Shipment Load Monitoring, by Country/Region, 2020–2029 (USD Million)
Table 28 Global AI Training Dataset Transport & Logistics Market Size for Warehouse Automation and Management, by Type, 2020–2029 (USD Million)
Table 29 Global AI Training Dataset Transport & Logistics Market Size for Warehouse Automation and Management, by Country/Region, 2020–2029 (USD Million)
Table 30 Global AI Training Dataset Transport & Logistics Market Size for Defect Inspection and Quality Control, by Type, 2020–2029 (USD Million)
Table 31 Global AI Training Dataset Transport & Logistics Market Size for Defect Inspection and Quality Control, by Country/Region, 2020–2029 (USD Million)
Table 32 Global AI Training Dataset Transport & Logistics Market Size for Others, by Type, 2020–2029 (USD Million)
Table 33 Global AI Training Dataset Transport & Logistics Market Size for Others, by Country/Region, 2020–2029 (USD Million)
Table 34 Global AI Training Datasets Market Size for Information Technology, by Type, 2020–2029 (USD Million)
Table 35 Global AI Training Dataset Market Size for Information Technology, by Country/Region, 2020–2029 (USD Million)
Table 36 Global AI Training Dataset Information Technology Market Size for Data Security, by Type, 2020–2029 (USD Million)
Table 37 Global AI Training Dataset Information Technology Market Size for Data Security, by Country/Region, 2020–2029 (USD Million)
Table 38 Global AI Training Dataset Information Technology Market Size for Process Automation, by Type, 2020–2029 (USD Million)
Table 39 Global AI Training Dataset Information Technology Market Size for Process Automation, by Country/Region, 2020–2029 (USD Million)
Table 40 Global AI Training Dataset Information Technology Market Size for Building Better Information Systems, by Type, 2020–2029 (USD Million)
Table 41 Global AI Training Dataset Information Technology Market Size for Building Better Information Systems, by Country/Region, 2020–2029 (USD Million)
Table 42 Global AI Training Dataset Information Technology Market Size for Others, by Type, 2020–2029 (USD Million)
Table 43 Global AI Training Dataset Information Technology Market Size for Others, by Country/Region, 2020–2029 (USD Million)
Table 44 Global AI Training Dataset Market Size for Healthcare, by Type, 2020–2029 (USD Million)
Table 45 Global AI Training Dataset Market Size for Healthcare, by Country/Region, 2020–2029 (USD Million)
Table 46 Global AI Training Dataset Healthcare Market Size for Treatment of Rare Diseases, by Type, 2020–2029 (USD Million)
Table 47 Global AI Training Dataset Healthcare Market Size for Treatment of Rare Diseases, by Country/Region, 2020–2029 (USD Million)
Table 48 Global AI Training Dataset Healthcare Market Size for Virtual Health Assistants, by Type, 2020–2029 (USD Million)
Table 49 Global AI Training Dataset Healthcare Market Size for Virtual Health Assistants, by Country/Region, 2020–2029 (USD Million)
Table 50 Global AI Training Dataset Healthcare Market Size for Management of Medical Records, by Type, 2020–2029 (USD Million)
Table 51 Global AI Training Dataset Healthcare Market Size for Management of Medical Records, by Country/Region, 2020–2029 (USD Million)
Table 52 Global AI Training Dataset Healthcare Market Size for Robot-assisted Surgery, by Type, 2020–2029 (USD Million)
Table 53 Global AI Training Dataset Healthcare Market Size for Robot-assisted Surgery, by Country/Region, 2020–2029 (USD Million)
Table 54 Global AI Training Dataset Healthcare Market Size for Others, by Type, 2020–2029 (USD Million)
Table 55 Global AI Training Dataset Healthcare Market Size for Others, by Country/Region, 2020–2029 (USD Million)
Table 56 Global AI Training Dataset Market Size for Banking, financial services and insurance, by End-use Industry, 2020–2029 (USD Million)
Table 57 Global AI Training Dataset Market Size for Banking, financial services and insurance, by Country/Region, 2020–2029 (USD Million)
Table 58 Global AI Training Dataset Banking, financial services and insurance Market Size for Cybersecurity and Fraud Detection, by Type, 2020–2029 (USD Million)
Table 59 Global AI Training Dataset Banking, financial services and insurance Market Size for Cybersecurity and Fraud Detection, by Country/Region, 2020–2029 (USD Million)
Table 60 Global AI Training Dataset Banking, financial services and insurance Market Size for Online Chatbots, by Type, 2020–2029 (USD Million)
Table 61 Global AI Training Dataset Banking, financial services and insurance Market Size for Online Chatbots, by Country/Region, 2020–2029 (USD Million)
Table 62 Global AI Training Dataset Banking, financial services and insurance Market Size for Tracking Market Trends, by Type, 2020–2029 (USD Million)
Table 63 Global AI Training Dataset Banking, financial services and insurance Market Size for Tracking Market Trends, by Country/Region, 2020–2029 (USD Million)
Table 64 Global AI Training Dataset Banking, financial services and insurance Market Size for Data Collection and Analysis, by Type, 2020–2029 (USD Million)
Table 65 Global AI Training Dataset Banking, financial services and insurance Market Size for Data Collection and Analysis, by Country/Region, 2020–2029 (USD Million)
Table 66 Global AI Training Dataset Banking, financial services and insurance Market Size for Others, by Type, 2020–2029 (USD Million)
Table 67 Global AI Training Dataset Banking, financial services and insurance Market Size for Others, by Country/Region, 2020–2029 (USD Million)
Table 68 Global AI Training Dataset Market Size for Retail & E-commerce, by End-use Industry, 2020–2029 (USD Million)
Table 69 Global AI Training Dataset Market Size for Retail & E-commerce, by Country/Region, 2020–2029 (USD Million)
Table 70 Global AI Training Dataset Retail & E-commerce Market Size for Inventory Management and Sales Forecasting, by Type, 2020–2029 (USD Million)
Table 71 Global AI Training Dataset Retail & E-commerce Market Size for Inventory Management and Sales Forecasting, by Country/Region, 2020–2029 (USD Million)
Table 72 Global AI Training Dataset Retail & E-commerce Market Size for Automated Customer Service & Chatbots, by Type, 2020–2029 (USD Million)
Table 73 Global AI Training Dataset Retail & E-commerce Market Size for Automated Customer Service & Chatbots, by Country/Region, 2020–2029 (USD Million)
Table 74 Global AI Training Dataset Retail & E-commerce Market Size for AI-powered Customer Relationship Management (CRM) Systems, by Type, 2020–2029 (USD Million)
Table 75 Global AI Training Dataset Retail & E-commerce Market Size for AI-powered Customer Relationship Management (CRM) Systems, by Country/Region, 2020–2029 (USD Million)
Table 76 Global AI Training Dataset Retail & E-commerce Market Size for Visual Search, by Type, 2020–2029 (USD Million)
Table 77 Global AI Training Dataset Retail & E-commerce Market Size for Visual Search, by Country/Region, 2020–2029 (USD Million)
Table 78 Global AI Training Dataset Retail & E-commerce Market Size for Others, by Type, 2020–2029 (USD Million)
Table 79 Global AI Training Dataset Retail & E-commerce Market Size for Others, by Country/Region, 2020–2029 (USD Million)
Table 80 Global AI Training Dataset Market Size for Other End-use Industries, by Type, 2020–2029 (USD Million)
Table 81 Global AI Training Dataset Market Size for Other End-use Industries, by Country/Region, 2020–2029 (USD Million)
Table 82 North America: AI Training Dataset Market Size, by Country/Region, 2019–2028 (USD Million)
Table 83 North America: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 84 North America: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 85 U.S.: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 86 U.S.: AI Training Datasets Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 87 Canada: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 88 Canada: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 89 Asia-Pacific: AI Training Datasets Market Size, by Country/Region, 2019–2028 (USD Million)
Table 90 Asia-Pacific: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 91 Asia-Pacific: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 92 China: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 93 China: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 94 Japan: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 95 Japan: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 96 South Korea: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 97 South Korea: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 98 India: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 99 India: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 100 Singapore: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 101 Singapore: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 102 Thailand: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 103 Thailand: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 104 Australia: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 105 Australia: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 106 Taiwan: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 107 Taiwan: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 108 Rest of Asia-Pacific: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 109 Rest of Asia-Pacific: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 110 Europe: AI Training Datasets Market Size, by Country/Region, 2019–2028 (USD Million)
Table 111 Europe: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 112 Europe: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 113 Germany: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 114 Germany: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 115 U.K.: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 116 U.K.: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 117 France: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 118 France: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 119 Netherlands: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 120 Netherlands: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 121 Norway: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 122 Norway: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 123 Italy: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 124 Italy: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 125 Spain: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 126 Spain: AI Training Datasets Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 127 Switzerland: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 128 Switzerland: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 129 Sweden: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 130 Sweden: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 131 Denmark: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 132 Denmark: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 133 Rest of Europe: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 134 Rest of Europe: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
Table 135 Latin America: AI Training Dataset Market Size, by Type, 2019–2028 (USD Million)
Table 136 Latin America: AI Training Dataset Market Size, by End-use Industry, 2019–2028 (USD Million)
List of Figures
Figure 1 Currency and Limitations
Figure 2 Research Process
Figure 3 Key Secondary Sources
Figure 4 Primary Research Techniques
Figure 5 Market Size Estimation
Figure 6 Key Insights
Figure 7 Global AI Training Dataset Market Size, by Type, 2029 (USD Million)
Figure 8 Global AI Training Datasets Market Size, by End-use Industry, 2029 (USD Million)
Figure 13 Geographic Snapshot: Global AI Training Dataset Market (Value Share and CAGR)
Figure 14 The Impact of COVID-19 on the Global AI Training Dataset Market
Figure 15 Market Dynamics
Figure 17 Global AI Training Dataset Market Size, by Type, 2022–2029 (USD Million)
Figure 18 Global AI Training Dataset Market Size, by End-use Industry, 2022–2029 (USD Million)
Figure 23 Global AI Training Dataset Market Size, by Country/Region, 2022–2029 (USD Million)
Figure 24 Global AI Training Dataset Market: Competitive Benchmarking
Figure 25 Appen Limited: Financial Overview (2021)
Figure 26 Google, LLC: Financial Overview (2021)
Figure 27 Microsoft Corporation: Financial Overview (2021)
Figure 28 Amazon Web Services, Inc.: Financial Overview (2021)
Figure 29 Alegion plc: Financial Overview (2021)
Figure 30 Samasource Impact Sourcing, Inc.: Financial Overview (2021)
COVID-19
This report provides pre & post COVID-19 market estimates.