1.1. Research Objective
1.2. Scope of the Study
1.3. Definition
2.1. Research Approach
2.2. Data Sources
2.3. Assumptions & Limitations
3.1. Market Snapshot
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 Distribution Channel Analysis
4.3.3. Downstream Buyer Analysis
5.1. COVID-19 Landscape: AI Data Labeling Industry Impact
5.2. COVID 19 - Impact Assessment for the Industry
5.3. COVID 19 Impact: Global Major Government Policy
5.4. Market Trends and Opportunities in the COVID-19 Landscape
6.1. Market Dynamics
6.1.1. Market Drivers
6.1.2. Market Restraints
6.1.3. Market Opportunities
6.2. Porter’s Five Forces Analysis
6.2.1. Bargaining power of suppliers
6.2.2. Bargaining power of buyers
6.2.3. Threat of substitute
6.2.4. Threat of new entrants
6.2.5. Degree of competition
7.1.1. Company Market Share/Positioning Analysis
7.1.2. Key Strategies Adopted by Players
7.1.3. Vendor Landscape
7.1.3.1. List of Suppliers
7.1.3.2. List of Buyers
8.1. AI Data Labeling Market, by Sourcing Type
8.1.1. In-house
8.1.1.1. Market Revenue and Forecast
8.1.2. Outsourced
8.1.2.1. Market Revenue and Forecast
9.1. AI Data Labeling Market, by Data Type
9.1.1. Text
9.1.1.1. Market Revenue and Forecast
9.1.2. Image
9.1.2.1. Market Revenue and Forecast
9.1.3. Audio
9.1.3.1. Market Revenue and Forecast
9.1.4. Video
9.1.4.1. Market Revenue and Forecast
9.1.5. Point-Cloud
9.1.5.1. Market Revenue and Forecast
10.1. AI Data Labeling Market, by Labeling Method
10.1.1. Manual
10.1.1.1. Market Revenue and Forecast
10.1.2. Automatic
10.1.2.1. Market Revenue and Forecast
10.1.3. Semi-supervised/Human-in-loop
10.1.3.1. Market Revenue and Forecast
11.1. AI Data Labeling Market, by End-user Industry
11.1.1. Automotive and Mobility
11.1.1.1. Market Revenue and Forecast
11.1.2. Healthcare and Life Sciences
11.1.2.1. Market Revenue and Forecast
11.1.3. Retail and E-commerce
11.1.3.1. Market Revenue and Forecast
11.1.4. BFSI
11.1.4.1. Market Revenue and Forecast
11.1.5. IT and Telecom
11.1.5.1. Market Revenue and Forecast
12.1. North America
12.1.1. Market Revenue and Forecast, by Sourcing Type
12.1.2. Market Revenue and Forecast, by Data Type
12.1.3. Market Revenue and Forecast, by Labeling Method
12.1.4. Market Revenue and Forecast, by End-user Industry
12.1.5. U.S.
12.1.5.1. Market Revenue and Forecast, by Sourcing Type
12.1.5.2. Market Revenue and Forecast, by Data Type
12.1.5.3. Market Revenue and Forecast, by Labeling Method
12.1.5.4. Market Revenue and Forecast, by End-user Industry
12.1.6. Rest of North America
12.1.6.1. Market Revenue and Forecast, by Sourcing Type
12.1.6.2. Market Revenue and Forecast, by Data Type
12.1.6.3. Market Revenue and Forecast, by Labeling Method
12.1.6.4. Market Revenue and Forecast, by End-user Industry
12.2. Europe
12.2.1. Market Revenue and Forecast, by Sourcing Type
12.2.2. Market Revenue and Forecast, by Data Type
12.2.3. Market Revenue and Forecast, by Labeling Method
12.2.4. Market Revenue and Forecast, by End-user Industry
12.2.5. UK
12.2.5.1. Market Revenue and Forecast, by Sourcing Type
12.2.5.2. Market Revenue and Forecast, by Data Type
12.2.5.3. Market Revenue and Forecast, by Labeling Method
12.2.5.4. Market Revenue and Forecast, by End-user Industry
12.2.6. Germany
12.2.6.1. Market Revenue and Forecast, by Sourcing Type
12.2.6.2. Market Revenue and Forecast, by Data Type
12.2.6.3. Market Revenue and Forecast, by Labeling Method
12.2.6.4. Market Revenue and Forecast, by End-user Industry
12.2.7. France
12.2.7.1. Market Revenue and Forecast, by Sourcing Type
12.2.7.2. Market Revenue and Forecast, by Data Type
12.2.7.3. Market Revenue and Forecast, by Labeling Method
12.2.7.4. Market Revenue and Forecast, by End-user Industry
12.2.8. Rest of Europe
12.2.8.1. Market Revenue and Forecast, by Sourcing Type
12.2.8.2. Market Revenue and Forecast, by Data Type
12.2.8.3. Market Revenue and Forecast, by Labeling Method
12.2.8.4. Market Revenue and Forecast, by End-user Industry
12.3. APAC
12.3.1. Market Revenue and Forecast, by Sourcing Type
12.3.2. Market Revenue and Forecast, by Data Type
12.3.3. Market Revenue and Forecast, by Labeling Method
12.3.4. Market Revenue and Forecast, by End-user Industry
12.3.5. India
12.3.5.1. Market Revenue and Forecast, by Sourcing Type
12.3.5.2. Market Revenue and Forecast, by Data Type
12.3.5.3. Market Revenue and Forecast, by Labeling Method
12.3.5.4. Market Revenue and Forecast, by End-user Industry
12.3.6. China
12.3.6.1. Market Revenue and Forecast, by Sourcing Type
12.3.6.2. Market Revenue and Forecast, by Data Type
12.3.6.3. Market Revenue and Forecast, by Labeling Method
12.3.6.4. Market Revenue and Forecast, by End-user Industry
12.3.7. Japan
12.3.7.1. Market Revenue and Forecast, by Sourcing Type
12.3.7.2. Market Revenue and Forecast, by Data Type
12.3.7.3. Market Revenue and Forecast, by Labeling Method
12.3.7.4. Market Revenue and Forecast, by End-user Industry
12.3.8. Rest of APAC
12.3.8.1. Market Revenue and Forecast, by Sourcing Type
12.3.8.2. Market Revenue and Forecast, by Data Type
12.3.8.3. Market Revenue and Forecast, by Labeling Method
12.3.8.4. Market Revenue and Forecast, by End-user Industry
12.4. MEA
12.4.1. Market Revenue and Forecast, by Sourcing Type
12.4.2. Market Revenue and Forecast, by Data Type
12.4.3. Market Revenue and Forecast, by Labeling Method
12.4.4. Market Revenue and Forecast, by End-user Industry
12.4.5. GCC
12.4.5.1. Market Revenue and Forecast, by Sourcing Type
12.4.5.2. Market Revenue and Forecast, by Data Type
12.4.5.3. Market Revenue and Forecast, by Labeling Method
12.4.5.4. Market Revenue and Forecast, by End-user Industry
12.4.6. North Africa
12.4.6.1. Market Revenue and Forecast, by Sourcing Type
12.4.6.2. Market Revenue and Forecast, by Data Type
12.4.6.3. Market Revenue and Forecast, by Labeling Method
12.4.6.4. Market Revenue and Forecast, by End-user Industry
12.4.7. South Africa
12.4.7.1. Market Revenue and Forecast, by Sourcing Type
12.4.7.2. Market Revenue and Forecast, by Data Type
12.4.7.3. Market Revenue and Forecast, by Labeling Method
12.4.7.4. Market Revenue and Forecast, by End-user Industry
12.4.8. Rest of MEA
12.4.8.1. Market Revenue and Forecast, by Sourcing Type
12.4.8.2. Market Revenue and Forecast, by Data Type
12.4.8.3. Market Revenue and Forecast, by Labeling Method
12.4.8.4. Market Revenue and Forecast, by End-user Industry
12.5. Latin America
12.5.1. Market Revenue and Forecast, by Sourcing Type
12.5.2. Market Revenue and Forecast, by Data Type
12.5.3. Market Revenue and Forecast, by Labeling Method
12.5.4. Market Revenue and Forecast, by End-user Industry
12.5.5. Brazil
12.5.5.1. Market Revenue and Forecast, by Sourcing Type
12.5.5.2. Market Revenue and Forecast, by Data Type
12.5.5.3. Market Revenue and Forecast, by Labeling Method
12.5.5.4. Market Revenue and Forecast, by End-user Industry
12.5.6. Rest of LATAM
12.5.6.1. Market Revenue and Forecast, by Sourcing Type
12.5.6.2. Market Revenue and Forecast, by Data Type
12.5.6.3. Market Revenue and Forecast, by Labeling Method
12.5.6.4. Market Revenue and Forecast, by End-user Industry
13.1. Google LLC
13.1.1. Company Overview
13.1.2. Product Offerings
13.1.3. Financial Performance
13.1.4. Recent Initiatives
13.2. Microsoft Azure
13.2.1. Company Overview
13.2.2. Product Offerings
13.2.3. Financial Performance
13.2.4. Recent Initiatives
13.3. Amazon Web Services
13.3.1. Company Overview
13.3.2. Product Offerings
13.3.3. Financial Performance
13.3.4. Recent Initiatives
13.4. AI Appen Limited
13.4.1. Company Overview
13.4.2. Product Offerings
13.4.3. Financial Performance
13.4.4. Recent Initiatives
13.5. Scale AI Inc
13.5.1. Company Overview
13.5.2. Product Offerings
13.5.3. Financial Performance
13.5.4. Recent Initiatives
13.6. CloudFactory Ltd
13.6.1. Company Overview
13.6.2. Product Offerings
13.6.3. Financial Performance
13.6.4. Recent Initiatives
13.7. Sama Inc
13.7.1. Company Overview
13.7.2. Product Offerings
13.7.3. Financial Performance
13.7.4. Recent Initiatives
13.8. iMerit Technologies Pvt Ltd
13.8.1. Company Overview
13.8.2. Product Offerings
13.8.3. Financial Performance
13.8.4. Recent Initiatives
13.9. Cogito Tech LLC
13.9.1. Company Overview
13.9.2. Product Offerings
13.9.3. Financial Performance
13.9.4. Recent Initiatives
13.10. Labelbox Inc
13.10.1. Company Overview
13.10.2. Product Offerings
13.10.3. Financial Performance
13.10.4. Recent Initiatives
14.1. Primary Research
14.2. Secondary Research
14.3. Assumptions
15.1. About Us
15.2. Glossary of Terms
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