1. Executive Summary
1.1. Global Data Labeling Solution and Services Market, Snapshot
1.2. Future Projections
1.3. Key Market Trends
1.4. Regional Snapshot, by Value, 2022
1.5. Analyst Recommendations
2. Market Overview
2.1. Market Definitions and Segmentations
2.2. Market Dynamics
2.2.1. Drivers
2.2.2. Restraints
2.2.3. Market Opportunities
2.3. Value Chain Analysis
2.4. Porter’s Five Forces Analysis
2.5. Covid-19 Impact Analysis
2.5.1. Supply
2.5.2. Demand
2.6. Impact of Ukraine-Russia Conflict
2.7. Economic Overview
2.7.1. World Economic Projections
2.8. PESTLE Analysis
3. Global Data Labeling Solution and Services Market, Outlook, 2018 - 2030
3.1. Global Data Labeling Solution and Services Market, Outlook, by Sourcing Type, Value (US$ Bn), 2018 - 2030
3.1.1. Key Highlights
3.1.1.1. In-House
3.1.1.2. Outsourced
3.2. Global Data Labeling Solution and Services Market, Outlook, by Type, Value (US$ Bn), 2018 - 2030
3.2.1. Key Highlights
3.2.1.1. Text
3.2.1.2. Image/Video
3.2.1.3. Audio
3.3. Global Data Labeling Solution and Services Market, Outlook, by Labeling Type, Value (US$ Bn), 2018 - 2030
3.3.1. Key Highlights
3.3.1.1. Manual
3.3.1.2. Semi-Supervised
3.3.1.3. Automatic
3.4. Global Data Labeling Solution and Services Market, Outlook, by Vertical, Value (US$ Bn), 2018 - 2030
3.4.1. Key Highlights
3.4.1.1. IT
3.4.1.2. Automotive
3.4.1.3. Government
3.4.1.4. Healthcare
3.4.1.5. Financial Services
3.4.1.6. Retails
3.4.1.7. Others
3.5. Global Data Labeling Solution and Services Market, Outlook, by Region, Value (US$ Bn), 2018 - 2030
3.5.1. Key Highlights
3.5.1.1. North America
3.5.1.2. Europe
3.5.1.3. Asia Pacific
3.5.1.4. Latin America
3.5.1.5. Middle East & Africa
4. North America Data Labeling Solution and Services Market, Outlook, 2018 - 2030
4.1. North America Data Labeling Solution and Services Market, Outlook, by Sourcing Type, Value (US$ Bn), 2018 - 2030
4.1.1. Key Highlights
4.1.1.1. In-House
4.1.1.2. Outsourced
4.2. North America Data Labeling Solution and Services Market, Outlook, by Type, Value (US$ Bn), 2018 - 2030
4.2.1. Key Highlights
4.2.1.1. Text
4.2.1.2. Image/Video
4.2.1.3. Audio
4.3. North America Data Labeling Solution and Services Market, Outlook, by Labeling Type, Value (US$ Bn), 2018 - 2030
4.3.1. Key Highlights
4.3.1.1. Manual
4.3.1.2. Semi-Supervised
4.3.1.3. Automatic
4.4. North America Data Labeling Solution and Services Market, Outlook, by Vertical, Value (US$ Bn), 2018 - 2030
4.4.1. Key Highlights
4.4.1.1. IT
4.4.1.2. Automotive
4.4.1.3. Government
4.4.1.4. Healthcare
4.4.1.5. Financial Services
4.4.1.6. Retails
4.4.1.7. Others
4.5. North America Data Labeling Solution and Services Market, Outlook, by Country, Value (US$ Bn), 2018 - 2030
4.5.1. Key Highlights
4.5.1.1. U.S. Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
4.5.1.2. U.S. Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
4.5.1.3. U.S. Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
4.5.1.4. U.S. Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
4.5.1.5. Canada Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
4.5.1.6. Canada Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
4.5.1.7. Canada Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
4.5.1.8. Canada Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
4.5.2. BPS Analysis/Market Attractiveness Analysis
5. Europe Data Labeling Solution and Services Market, Outlook, 2018 - 2030
5.1. Europe Data Labeling Solution and Services Market, Outlook, by Sourcing Type, Value (US$ Bn), 2018 - 2030
5.1.1. Key Highlights
5.1.1.1. In-House
5.1.1.2. Outsourced
5.2. Europe Data Labeling Solution and Services Market, Outlook, by Type, Value (US$ Bn), 2018 - 2030
5.2.1. Key Highlights
5.2.1.1. Text
5.2.1.2. Image/Video
5.2.1.3. Audio
5.3. Europe Data Labeling Solution and Services Market, Outlook, by Labeling Type, Value (US$ Bn), 2018 - 2030
5.3.1. Key Highlights
5.3.1.1. Manual
5.3.1.2. Semi-Supervised
5.3.1.3. Automatic
5.4. Europe Data Labeling Solution and Services Market, Outlook, by Vertical, Value (US$ Bn), 2018 - 2030
5.4.1. Key Highlights
5.4.1.1. IT
5.4.1.2. Automotive
5.4.1.3. Government
5.4.1.4. Healthcare
5.4.1.5. Financial Services
5.4.1.6. Retails
5.4.1.7. Others
5.4.2. BPS Analysis/Market Attractiveness Analysis
5.5. Europe Data Labeling Solution and Services Market, Outlook, by Country, Value (US$ Bn), 2018 - 2030
5.5.1. Key Highlights
5.5.1.1. Germany Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
5.5.1.2. Germany Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
5.5.1.3. Germany Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
5.5.1.4. Germany Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
5.5.1.5. U.K. Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
5.5.1.6. U.K. Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
5.5.1.7. U.K. Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
5.5.1.8. U.K. Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
5.5.1.9. France Data Labeling Solution and Services Market, By Sourcing Type, Value (US$ Bn), 2018 - 2030
5.5.1.10. France Data Labeling Solution and Services Market, By Type, Value (US$ Bn), 2018 - 2030
5.5.1.11. France Data Labeling Solution and Services Market, By Labeling Type, Value (US$ Bn), 2018 - 2030
5.5.1.12. France Data Labeling Solution and Services Market, By Vertical, Value (US$ Bn), 2018 - 2030
5.5.1.13. Italy Data Labeling Solution and Services Market, By Sourcing Type, Value (US$ Bn), 2018 - 2030
5.5.1.14. Italy Data Labeling Solution and Services Market, By Type, Value (US$ Bn), 2018 - 2030
5.5.1.15. Italy Data Labeling Solution and Services Market, By Labeling Type, Value (US$ Bn), 2018 - 2030
5.5.1.16. Italy Data Labeling Solution and Services Market, By Vertical, Value (US$ Bn), 2018 - 2030
5.5.1.17. Russia Data Labeling Solution and Services Market, By Sourcing Type, Value (US$ Bn), 2018 - 2030
5.5.1.18. Russia Data Labeling Solution and Services Market, By Type, Value (US$ Bn), 2018 - 2030
5.5.1.19. Russia Data Labeling Solution and Services Market, By Labeling Type, Value (US$ Bn), 2018 - 2030
5.5.1.20. Russia Data Labeling Solution and Services Market, By Vertical, Value (US$ Bn), 2018 - 2030
5.5.1.21. Rest Of Europe Data Labeling Solution and Services Market, By Sourcing Type, Value (US$ Bn), 2018 - 2030
5.5.1.22. Rest Of Europe Data Labeling Solution and Services Market, By Type, Value (US$ Bn), 2018 - 2030
5.5.1.23. Rest Of Europe Data Labeling Solution and Services Market, By Labeling Type, Value (US$ Bn), 2018 - 2030
5.5.1.24. Rest Of Europe Data Labeling Solution and Services Market, By Vertical, Value (US$ Bn), 2018 - 2030
5.5.2. BPS Analysis/Market Attractiveness Analysis
6. Asia Pacific Data Labeling Solution and Services Market, Outlook, 2018 - 2030
6.1. Asia Pacific Data Labeling Solution and Services Market, Outlook, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.1.1. Key Highlights
6.1.1.1. In-House
6.1.1.2. Outsourced
6.2. Asia Pacific Data Labeling Solution and Services Market, Outlook, by Type, Value (US$ Bn), 2018 - 2030
6.2.1. Key Highlights
6.2.1.1. Text
6.2.1.2. Image/Video
6.2.1.3. Audio
6.3. Asia Pacific Data Labeling Solution and Services Market, Outlook, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.3.1. Key Highlights
6.3.1.1. Manual
6.3.1.2. Semi-Supervised
6.3.1.3. Automatic
6.4. Asia Pacific Data Labeling Solution and Services Market, Outlook, by Vertical, Value (US$ Bn), 2018 - 2030
6.4.1. Key Highlights
6.4.1.1. IT
6.4.1.2. Automotive
6.4.1.3. Government
6.4.1.4. Healthcare
6.4.1.5. Financial Services
6.4.1.6. Retails
6.4.1.7. Others
6.4.2. BPS Analysis/Market Attractiveness Analysis
6.5. Asia Pacific Data Labeling Solution and Services Market, Outlook, by Country, Value (US$ Bn), 2018 - 2030
6.5.1. Key Highlights
6.5.1.1. China Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.5.1.2. China Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
6.5.1.3. China Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.5.1.4. China Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
6.5.1.5. Japan Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.5.1.6. Japan Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
6.5.1.7. Japan Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.5.1.8. Japan Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
6.5.1.9. South Korea Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.5.1.10. South Korea Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
6.5.1.11. South Korea Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.5.1.12. South Korea Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
6.5.1.13. India Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.5.1.14. India Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
6.5.1.15. India Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.5.1.16. India Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
6.5.1.17. Southeast Asia Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.5.1.18. Southeast Asia Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
6.5.1.19. Southeast Asia Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.5.1.20. Southeast Asia Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
6.5.1.21. Rest of Asia Pacific Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
6.5.1.22. Rest of Asia Pacific Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
6.5.1.23. Rest of Asia Pacific Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
6.5.1.24. Rest of Asia Pacific Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
6.5.2. BPS Analysis/Market Attractiveness Analysis
7. Latin America Data Labeling Solution and Services Market, Outlook, 2018 - 2030
7.1. Latin America Data Labeling Solution and Services Market, Outlook, by Sourcing Type, Value (US$ Bn), 2018 - 2030
7.1.1. Key Highlights
7.1.1.1. In-House
7.1.1.2. Outsourced
7.2. Latin America Data Labeling Solution and Services Market, Outlook, by Type, Value (US$ Bn), 2018 - 2030
7.2.1. Key Highlights
7.2.1.1. Text
7.2.1.2. Image/Video
7.2.1.3. Audio
7.3. Latin America Data Labeling Solution and Services Market, Outlook, by Labeling Type, Value (US$ Bn), 2018 - 2030
7.3.1. Key Highlights
7.3.1.1. Manual
7.3.1.2. Semi-Supervised
7.3.1.3. Automatic
7.4. Latin America Data Labeling Solution and Services Market, Outlook, by Vertical, Value (US$ Bn), 2018 - 2030
7.4.1. Key Highlights
7.4.1.1. IT
7.4.1.2. Automotive
7.4.1.3. Government
7.4.1.4. Healthcare
7.4.1.5. Financial Services
7.4.1.6. Retails
7.4.1.7. Others
7.4.2. BPS Analysis/Market Attractiveness Analysis
7.5. Latin America Data Labeling Solution and Services Market, Outlook, by Country, Value (US$ Bn), 2018 - 2030
7.5.1. Key Highlights
7.5.1.1. Brazil Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
7.5.1.2. Brazil Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
7.5.1.3. Brazil Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
7.5.1.4. Brazil Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
7.5.1.5. Mexico Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
7.5.1.6. Mexico Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
7.5.1.7. Mexico Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
7.5.1.8. Mexico Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
7.5.1.9. Rest of Latin America Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
7.5.1.10. Rest of Latin America Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
7.5.1.11. Rest of Latin America Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
7.5.1.12. Rest of Latin America Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
7.5.2. BPS Analysis/Market Attractiveness Analysis
8. Middle East & Africa Data Labeling Solution and Services Market, Outlook, 2018 - 2030
8.1. Middle East & Africa Data Labeling Solution and Services Market, Outlook, by Sourcing Type, Value (US$ Bn), 2018 - 2030
8.1.1. Key Highlights
8.1.1.1. In-House
8.1.1.2. Outsourced
8.2. Middle East Data Labeling Solution and Services Market, Outlook, by Type, Value (US$ Bn), 2018 - 2030
8.2.1. Key Highlights
8.2.1.1. Text
8.2.1.2. Image/Video
8.2.1.3. Audio
8.3. Middle East & Africa Data Labeling Solution and Services Market, Outlook, by Labeling Type, Value (US$ Bn), 2018 - 2030
8.3.1. Key Highlights
8.3.1.1. Manual
8.3.1.2. Semi-Supervised
8.3.1.3. Automatic
8.4. Middle East & Africa Data Labeling Solution and Services Market, Outlook, by Vertical, Value (US$ Bn), 2018 - 2030
8.4.1. Key Highlights
8.4.1.1. IT
8.4.1.2. Automotive
8.4.1.3. Government
8.4.1.4. Healthcare
8.4.1.5. Financial Services
8.4.1.6. Retails
8.4.1.7. Others
8.4.2. BPS Analysis/Market Attractiveness Analysis
8.5. Middle East & Africa Data Labeling Solution and Services Market, Outlook, by Country, Value (US$ Bn), 2018 - 2030
8.5.1. Key Highlights
8.5.1.1. GCC Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
8.5.1.2. GCC Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
8.5.1.3. GCC Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
8.5.1.4. GCC Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
8.5.1.5. South Africa Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
8.5.1.6. South Africa Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
8.5.1.7. South Africa Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
8.5.1.8. South Africa Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
8.5.1.9. Rest of Middle East & Africa Data Labeling Solution and Services Market, by Sourcing Type, Value (US$ Bn), 2018 - 2030
8.5.1.10. Rest of Middle East & Africa Data Labeling Solution and Services Market, by Type, Value (US$ Bn), 2018 - 2030
8.5.1.11. Rest of Middle East & Africa Data Labeling Solution and Services Market, by Labeling Type, Value (US$ Bn), 2018 - 2030
8.5.1.12. Rest of Middle East & Africa Data Labeling Solution and Services Market, by Vertical, Value (US$ Bn), 2018 - 2030
8.5.2. BPS Analysis/Market Attractiveness Analysis
9. Competitive Landscape
9.1. Company Market Share Analysis, 2022
9.2. Competitive Dashboard
9.3. Company Profiles
9.3.1. Alegion Inc.
9.3.1.1. Company Overview
9.3.1.2. Product Type Portfolio
9.3.1.3. Financial Overview
9.3.1.4. Business Strategies and Development
9.3.2. Amazon Mechanical Turk
9.3.2.1. Company Overview
9.3.2.2. Product Type Portfolio
9.3.2.3. Financial Overview
9.3.2.4. Business Strategies and Development
9.3.3. Appen Limited
9.3.3.1. Company Overview
9.3.3.2. Product Type Portfolio
9.3.3.3. Financial Overview
9.3.3.4. Business Strategies and Development
9.3.4. Clickworker GmbH
9.3.4.1. Company Overview
9.3.4.2. Product Type Portfolio
9.3.4.3. Financial Overview
9.3.4.4. Business Strategies and Development
9.3.5. CloudApp
9.3.5.1. Company Overview
9.3.5.2. Product Type Portfolio
9.3.5.3. Financial Overview
9.3.5.4. Business Strategies and Development
9.3.6. CloudFactory Limited
9.3.6.1. Company Overview
9.3.6.2. Product Type Portfolio
9.3.6.3. Financial Overview
9.3.6.4. Business Strategies and Development
9.3.7. Cogito Tech LLC
9.3.7.1. Company Overview
9.3.7.2. Product Type Portfolio
9.3.7.3. Financial Overview
9.3.7.4. Business Strategies and Development
9.3.8. Deep Systems, LLC
9.3.8.1. Company Overview
9.3.8.2. Product Type Portfolio
9.3.8.3. Financial Overview
9.3.8.4. Business Strategies and Development
9.3.9. Edgecase.ai
9.3.9.1. Company Overview
9.3.9.2. Product Type Portfolio
9.3.9.3. Financial Overview
9.3.9.4. Business Strategies and Development
9.3.10. Explosion AI GmbH
9.3.10.1. Company Overview
9.3.10.2. Product Type Portfolio
9.3.10.3. Financial Overview
9.3.10.4. Business Strategies and Development
9.3.11. Heex Technologies
9.3.11.1. Company Overview
9.3.11.2. Product Type Portfolio
9.3.11.3. Financial Overview
9.3.11.4. Business Strategies and Development
9.3.12. Lotus Quality Assurance
9.3.12.1. Company Overview
9.3.12.2. Product Type Portfolio
9.3.12.3. Financial Overview
9.3.12.4. Business Strategies and Development
9.3.13. Labelbox Inc
9.3.13.1. Company Overview
9.3.13.2. Product Type Portfolio
9.3.13.3. Financial Overview
9.3.13.4. Business Strategies and Development
9.3.14. Mighty AI, Inc.
9.3.14.1. Company Overview
9.3.14.2. Product Type Portfolio
9.3.14.3. Financial Overview
9.3.14.4. Business Strategies and Development
9.3.15. Playment Inc.
9.3.15.1. Company Overview
9.3.15.2. Product Type Portfolio
9.3.15.3. Financial Overview
9.3.15.4. Business Strategies and Development
9.3.16. Scale AI
9.3.16.1. Company Overview
9.3.16.2. Product Type Portfolio
9.3.16.3. Financial Overview
9.3.16.4. Business Strategies and Development
9.3.17. Shaip
9.3.17.1. Company Overview
9.3.17.2. Product Type Portfolio
9.3.17.3. Financial Overview
9.3.17.4. Business Strategies and Development
9.3.18. Steldia Services Ltd
9.3.18.1. Company Overview
9.3.18.2. Product Type Portfolio
9.3.18.3. Financial Overview
9.3.18.4. Business Strategies and Development
9.3.19. Tagtog Sp. z o.o.
9.3.19.1. Company Overview
9.3.19.2. Product Type Portfolio
9.3.19.3. Financial Overview
9.3.19.4. Business Strategies and Development
9.3.20. Trilldata Technologies Pvt Ltd
9.3.20.1. Company Overview
9.3.20.2. Product Type Portfolio
9.3.20.3. Financial Overview
9.3.20.4. Business Strategies and Development
9.3.21. Yandez LLC.
9.3.21.1. Company Overview
9.3.21.2. Product Type Portfolio
9.3.21.3. Financial Overview
9.3.21.4. Business Strategies and Development
10. Appendix
10.1. Research Methodology
10.2. Report Assumptions
10.3. Acronyms and Abbreviations