Chapter 1. Introduction
1.1. Research Objective
1.2. Scope of the Study
1.3. Definition
Chapter 2. Research Methodology
2.1. Research Approach
2.2. Data Sources
2.3. Assumptions & Limitations
Chapter 3. Executive Summary
3.1. Market Snapshot
Chapter 4. Market Variables and Scope
4.1. Introduction
4.2. Market Classification and Scope
4.3. Industry Value Chain Analysis
4.3.1. Raw Material Procurement Analysis
4.3.2. Sales and Labeling Type Analysis
4.3.3. Downstream Buyer Analysis
Chapter 5. Market Dynamics Analysis and Trends
5.1. Market Dynamics
5.1.1. Market Drivers
5.1.2. Market Restraints
5.1.3. Market Opportunities
5.2. Porter’s Five Forces Analysis
5.2.1. Bargaining power of suppliers
5.2.2. Bargaining power of buyers
5.2.3. Threat of substitute
5.2.4. Threat of new entrants
5.2.5. Degree of competition
Chapter 6. Competitive Landscape
6.1.1. Company Market Share/Positioning Analysis
6.1.2. Key Strategies Adopted by Players
6.1.3. Vendor Landscape
6.1.3.1. List of Suppliers
6.1.3.2. List of Buyers
Chapter 7. Global Data Labeling Solution And Services Market, By Sourcing Type
7.1. Data Labeling Solution And Services Market, by Sourcing Type, 2021-2030
7.1.1. In-House
7.1.1.1. Market Revenue and Forecast (2019-2030)
7.1.2. Outsourced
7.1.2.1. Market Revenue and Forecast (2019-2030)
Chapter 8. Global Data Labeling Solution And Services Market, By Type
8.1. Data Labeling Solution And Services Market, by Type, 2021-2030
8.1.1. Text
8.1.1.1. Market Revenue and Forecast (2019-2030)
8.1.2. Image/Video
8.1.2.1. Market Revenue and Forecast (2019-2030)
8.1.3. Audio
8.1.3.1. Market Revenue and Forecast (2019-2030)
Chapter 9. Global Data Labeling Solution And Services Market, By Labeling Type
9.1. Data Labeling Solution And Services Market, by Labeling Type, 2021-2030
9.1.1. Manual
9.1.1.1. Market Revenue and Forecast (2019-2030)
9.1.2. Semi-supervised
9.1.2.1. Market Revenue and Forecast (2019-2030)
9.1.3. Automatic
9.1.3.1. Market Revenue and Forecast (2019-2030)
Chapter 10. Global Data Labeling Solution And Services Market, By Vertical
10.1. Data Labeling Solution And Services Market, by Vertical, 2021-2030
10.1.1. IT
10.1.1.1. Market Revenue and Forecast (2019-2030)
10.1.2. Automotive
10.1.2.1. Market Revenue and Forecast (2019-2030)
10.1.3. Government
10.1.3.1. Market Revenue and Forecast (2019-2030)
10.1.4. Healthcare
10.1.4.1. Market Revenue and Forecast (2019-2030)
10.1.5. Financial Services
10.1.5.1. Market Revenue and Forecast (2019-2030)
10.1.6. Retails
10.1.6.1. Market Revenue and Forecast (2019-2030)
Chapter 11. Global Data Labeling Solution And Services Market, Regional Estimates and Trend Forecast
11.1. North America
11.1.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.1.2. Market Revenue and Forecast, by Type (2019-2030)
11.1.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.1.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.1.5. U.S.
11.1.5.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.1.5.2. Market Revenue and Forecast, by Type (2019-2030)
11.1.5.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.1.5.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.1.6. Rest of North America
11.1.6.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.1.6.2. Market Revenue and Forecast, by Type (2019-2030)
11.1.6.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.1.6.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.2. Europe
11.2.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.2.2. Market Revenue and Forecast, by Type (2019-2030)
11.2.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.2.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.2.5. UK
11.2.5.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.2.5.2. Market Revenue and Forecast, by Type (2019-2030)
11.2.5.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.2.5.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.2.6. Germany
11.2.6.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.2.6.2. Market Revenue and Forecast, by Type (2019-2030)
11.2.6.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.2.6.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.2.7. France
11.2.7.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.2.7.2. Market Revenue and Forecast, by Type (2019-2030)
11.2.7.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.2.7.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.2.8. Rest of Europe
11.2.8.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.2.8.2. Market Revenue and Forecast, by Type (2019-2030)
11.2.8.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.2.8.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.3. APAC
11.3.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.3.2. Market Revenue and Forecast, by Type (2019-2030)
11.3.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.3.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.3.5. India
11.3.5.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.3.5.2. Market Revenue and Forecast, by Type (2019-2030)
11.3.5.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.3.5.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.3.6. China
11.3.6.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.3.6.2. Market Revenue and Forecast, by Type (2019-2030)
11.3.6.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.3.6.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.3.7. Japan
11.3.7.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.3.7.2. Market Revenue and Forecast, by Type (2019-2030)
11.3.7.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.3.7.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.3.8. Rest of APAC
11.3.8.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.3.8.2. Market Revenue and Forecast, by Type (2019-2030)
11.3.8.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.3.8.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.4. MEA
11.4.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.4.2. Market Revenue and Forecast, by Type (2019-2030)
11.4.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.4.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.4.5. GCC
11.4.5.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.4.5.2. Market Revenue and Forecast, by Type (2019-2030)
11.4.5.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.4.5.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.4.6. North Africa
11.4.6.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.4.6.2. Market Revenue and Forecast, by Type (2019-2030)
11.4.6.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.4.6.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.4.7. South Africa
11.4.7.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.4.7.2. Market Revenue and Forecast, by Type (2019-2030)
11.4.7.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.4.7.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.4.8. Rest of MEA
11.4.8.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.4.8.2. Market Revenue and Forecast, by Type (2019-2030)
11.4.8.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.4.8.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.5. Latin America
11.5.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.5.2. Market Revenue and Forecast, by Type (2019-2030)
11.5.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.5.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.5.5. Brazil
11.5.5.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.5.5.2. Market Revenue and Forecast, by Type (2019-2030)
11.5.5.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.5.5.4. Market Revenue and Forecast, by Vertical (2019-2030)
11.5.6. Rest of LATAM
11.5.6.1. Market Revenue and Forecast, by Sourcing Type (2019-2030)
11.5.6.2. Market Revenue and Forecast, by Type (2019-2030)
11.5.6.3. Market Revenue and Forecast, by Labeling Type (2019-2030)
11.5.6.4. Market Revenue and Forecast, by Vertical (2019-2030)
Chapter 12. Company Profiles
12.1. Alegion
12.1.1. Company Overview
12.1.2. Sourcing Type Offerings
12.1.3. Financial Performance
12.1.4. Recent Initiatives
12.2. Amazon Mechanical Turk, Inc.
12.2.1. Company Overview
12.2.2. Sourcing Offerings
12.2.3. Financial Performance
12.2.4. Recent Initiatives
12.3. Appen Limited
12.3.1. Company Overview
12.3.2. Sourcing Offerings
12.3.3. Financial Performance
12.3.4. Recent Initiatives
12.4. Clickworker GmbH
12.4.1. Company Overview
12.4.2. Sourcing Offerings
12.4.3. Financial Performance
12.4.4. Recent Initiatives
12.5. CloudApp
12.5.1. Company Overview
12.5.2. Sourcing Offerings
12.5.3. Financial Performance
12.5.4. Recent Initiatives
12.6. CloudFactory Limited
12.6.1. Company Overview
12.6.2. Sourcing Offerings
12.6.3. Financial Performance
12.6.4. Recent Initiatives
12.7. Cogito Tech LLC
12.7.1. Company Overview
12.7.2. Sourcing Offerings
12.7.3. Financial Performance
12.7.4. Recent Initiatives
12.8. Crowdworks, Inc.
12.8.1. Company Overview
12.8.2. Sourcing Offerings
12.8.3. Financial Performance
12.8.4. Recent Initiatives
12.9. Deep Systems, LLC
12.9.1. Company Overview
12.9.2. Sourcing Offerings
12.9.3. Financial Performance
12.9.4. Recent Initiatives
12.10. edgecase.ai
12.10.1. Company Overview
12.10.2. Sourcing Offerings
12.10.3. Financial Performance
12.10.4. Recent Initiatives
Chapter 13. Research Methodology
13.1. Primary Research
13.2. Secondary Research
13.3. Assumptions
Chapter 14. Appendix
14.1. About Us
Glossary of Terms