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Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Research Report 2024

Published Date: June 2024

Report Code: QYRE-Auto-26Z17113

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Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Research Report 2024

Code: QYRE-Auto-26Z17113

Report

June 2024

Pages:86

QYResearch

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DESCRIPTION

TABLE OF CONTENT

TABLES & FIGURES

FEATURED COMPANIES

Appen Limited

TELUS International

Centific

TaskUs

Akkodis

iMerit

CloudFactroy

Nextwealth

Straive

Innodata

FiveS Digital

LXT.AI

SAMA

Clickworker

Cogito Tech

Data Annotation and Labeling (DAL) Solutions for AI/ML Market

Data Annotation and Labeling (DAL) Solutions refer to the tools, services, and processes used to prepare datasets for machine learning (ML) and artificial intelligence (AI) applications. These solutions involve the systematic identification, categorization, and tagging of data, enabling machines to learn from and interpret the data accurately. DAL solutions are critical for creating high-quality training datasets that ensure the efficacy and reliability of AI models.

The global Data Annotation and Labeling (DAL) Solutions for AI/ML market was valued at US$ million in 2023 and is anticipated to reach US$ million by 2030, witnessing a CAGR of %during the forecast period 2024-2030.

North American market for Data Annotation and Labeling (DAL) Solutions for AI/ML is estimated to increase from $ million in 2023 to reach $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.

Asia-Pacific market for Data Annotation and Labeling (DAL) Solutions for AI/ML is estimated to increase from $ million in 2023 to reach $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.

The global market for Data Annotation and Labeling (DAL) Solutions for AI/ML in Automotive is estimated to increase from $ million in 2023 to $ million by 2030, at a CAGR of % during the forecast period of 2024 through 2030.

The major global companies of Data Annotation and Labeling (DAL) Solutions for AI/ML include Appen, TELUS International, Centific, TaskUs, Akkodis, Imerit, CloudFactroy, Nextwealth, Straive, Innodata, etc. In 2023, the world's top three vendors accounted for approximately % of the revenue.

This report aims to provide a comprehensive presentation of the global market for Data Annotation and Labeling (DAL) Solutions for AI/ML, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Data Annotation and Labeling (DAL) Solutions for AI/ML.

The Data Annotation and Labeling (DAL) Solutions for AI/ML market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2023 as the base year, with history and forecast data for the period from 2019 to 2030. This report segments the global Data Annotation and Labeling (DAL) Solutions for AI/ML market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.

For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.

The report will help the Data Annotation and Labeling (DAL) Solutions for AI/ML companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.

Market Segmentation

Scope of Data Annotation and Labeling (DAL) Solutions for AI/ML Market Report

Report Metric	Details
Report Name	Data Annotation and Labeling (DAL) Solutions for AI/ML Market
Segment by Type	Video Data Image Data Text Data Audio Data Geo-Local Data Others
Segment by Application	Automotive Healthcare Retail and E-commerce Finance Manufacturing Agriculture Telecommunications Entertainment and Media Others
By Region	North America (United States, Canada) Europe (Germany, France, UK, Italy, Russia) Rest of Europe Nordic Countries Asia-Pacific (China, Japan, South Korea) Southeast Asia (India, Australia) Rest of Asia Latin America (Mexico, Brazil) Rest of Latin America Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of MEA)
By Company	Appen, TELUS International, Centific, TaskUs, Akkodis, Imerit, CloudFactroy, Nextwealth, Straive, Innodata, FiveS Digital, LXT.AI, Sama, Clickworker, Cogito Tech
Forecast units	USD million in value
Report coverage	Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline

Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 2: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 3: Detailed analysis of Data Annotation and Labeling (DAL) Solutions for AI/ML company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
Chapter 12: The main points and conclusions of the report.

FAQ for this report

Who are the main players in the Data Annotation and Labeling (DAL) Solutions for AI/ML Market report?

Ans: The main players in the Data Annotation and Labeling (DAL) Solutions for AI/ML Market are Appen, TELUS International, Centific, TaskUs, Akkodis, Imerit, CloudFactroy, Nextwealth, Straive, Innodata, FiveS Digital, LXT.AI, Sama, Clickworker, Cogito Tech

What are the Application segmentation covered in the Data Annotation and Labeling (DAL) Solutions for AI/ML Market report?

Ans: The Applications covered in the Data Annotation and Labeling (DAL) Solutions for AI/ML Market report are Automotive, Healthcare, Retail and E-commerce, Finance, Manufacturing, Agriculture, Telecommunications, Entertainment and Media, Others

What are the Type segmentation covered in the Data Annotation and Labeling (DAL) Solutions for AI/ML Market report?

Ans: The Types covered in the Data Annotation and Labeling (DAL) Solutions for AI/ML Market report are Video Data, Image Data, Text Data, Audio Data, Geo-Local Data, Others

1 Report Overview

1.1 Study Scope

1.2 Market Analysis by Type

1.2.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Type: 2019 VS 2023 VS 2030

1.2.2 Video Data

1.2.3 Image Data

1.2.4 Text Data

1.2.5 Audio Data

1.2.6 Geo-Local Data

1.2.7 Others

1.3 Market by Application

1.3.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth by Application: 2019 VS 2023 VS 2030

1.3.2 Automotive

1.3.3 Healthcare

1.3.4 Retail and E-commerce

1.3.5 Finance

1.3.6 Manufacturing

1.3.7 Agriculture

1.3.8 Telecommunications

1.3.9 Entertainment and Media

1.3.10 Others

1.4 Assumptions and Limitations

1.5 Study Objectives

1.6 Years Considered

2 Global Growth Trends

2.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Perspective (2019-2030)

2.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Growth Trends by Region

2.2.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region: 2019 VS 2023 VS 2030

2.2.2 Data Annotation and Labeling (DAL) Solutions for AI/ML Historic Market Size by Region (2019-2024)

2.2.3 Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Region (2025-2030)

2.3 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Dynamics

2.3.1 Data Annotation and Labeling (DAL) Solutions for AI/ML Industry Trends

2.3.2 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Drivers

2.3.3 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Challenges

2.3.4 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Restraints

3 Competition Landscape by Key Players

3.1 Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Players by Revenue

3.1.1 Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Players by Revenue (2019-2024)

3.1.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue Market Share by Players (2019-2024)

3.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Company Type (Tier 1, Tier 2, and Tier 3)

3.3 Global Key Players Ranking by Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue

3.4 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Concentration Ratio

3.4.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Concentration Ratio (CR5 and HHI)

3.4.2 Global Top 10 and Top 5 Companies by Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue in 2023

3.5 Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML Head office and Area Served

3.6 Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML, Product and Application

3.7 Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML, Date of Enter into This Industry

3.8 Mergers & Acquisitions, Expansion Plans

4 Data Annotation and Labeling (DAL) Solutions for AI/ML Breakdown Data by Type

4.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Historic Market Size by Type (2019-2024)

4.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Type (2025-2030)

5 Data Annotation and Labeling (DAL) Solutions for AI/ML Breakdown Data by Application

5.1 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Historic Market Size by Application (2019-2024)

5.2 Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Application (2025-2030)

6 North America

6.1 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2019-2030)

6.2 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2019 VS 2023 VS 2030

6.3 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024)

6.4 North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030)

6.5 United States

6.6 Canada

7 Europe

7.1 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2019-2030)

7.2 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2019 VS 2023 VS 2030

7.3 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024)

7.4 Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030)

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 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2019-2030)

8.2 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2019 VS 2023 VS 2030

8.3 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region (2019-2024)

8.4 Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region (2025-2030)

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 Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2019-2030)

9.2 Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2019 VS 2023 VS 2030

9.3 Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024)

9.4 Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030)

9.5 Mexico

9.6 Brazil

10 Middle East & Africa

10.1 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (2019-2030)

10.2 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Growth Rate by Country: 2019 VS 2023 VS 2030

10.3 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024)

10.4 Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030)

10.5 Turkey

10.6 Saudi Arabia

10.7 UAE

11 Key Players Profiles

11.1 Appen

11.1.1 Appen Company Details

11.1.2 Appen Business Overview

11.1.3 Appen Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.1.4 Appen Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.1.5 Appen Recent Development

11.2 TELUS International

11.2.1 TELUS International Company Details

11.2.2 TELUS International Business Overview

11.2.3 TELUS International Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.2.4 TELUS International Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.2.5 TELUS International Recent Development

11.3 Centific

11.3.1 Centific Company Details

11.3.2 Centific Business Overview

11.3.3 Centific Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.3.4 Centific Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.3.5 Centific Recent Development

11.4 TaskUs

11.4.1 TaskUs Company Details

11.4.2 TaskUs Business Overview

11.4.3 TaskUs Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.4.4 TaskUs Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.4.5 TaskUs Recent Development

11.5 Akkodis

11.5.1 Akkodis Company Details

11.5.2 Akkodis Business Overview

11.5.3 Akkodis Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.5.4 Akkodis Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.5.5 Akkodis Recent Development

11.6 Imerit

11.6.1 Imerit Company Details

11.6.2 Imerit Business Overview

11.6.3 Imerit Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.6.4 Imerit Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.6.5 Imerit Recent Development

11.7 CloudFactroy

11.7.1 CloudFactroy Company Details

11.7.2 CloudFactroy Business Overview

11.7.3 CloudFactroy Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.7.4 CloudFactroy Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.7.5 CloudFactroy Recent Development

11.8 Nextwealth

11.8.1 Nextwealth Company Details

11.8.2 Nextwealth Business Overview

11.8.3 Nextwealth Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.8.4 Nextwealth Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.8.5 Nextwealth Recent Development

11.9 Straive

11.9.1 Straive Company Details

11.9.2 Straive Business Overview

11.9.3 Straive Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.9.4 Straive Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.9.5 Straive Recent Development

11.10 Innodata

11.10.1 Innodata Company Details

11.10.2 Innodata Business Overview

11.10.3 Innodata Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.10.4 Innodata Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.10.5 Innodata Recent Development

11.11 FiveS Digital

11.11.1 FiveS Digital Company Details

11.11.2 FiveS Digital Business Overview

11.11.3 FiveS Digital Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.11.4 FiveS Digital Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.11.5 FiveS Digital Recent Development

11.12 LXT.AI

11.12.1 LXT.AI Company Details

11.12.2 LXT.AI Business Overview

11.12.3 LXT.AI Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.12.4 LXT.AI Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.12.5 LXT.AI Recent Development

11.13 Sama

11.13.1 Sama Company Details

11.13.2 Sama Business Overview

11.13.3 Sama Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.13.4 Sama Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.13.5 Sama Recent Development

11.14 Clickworker

11.14.1 Clickworker Company Details

11.14.2 Clickworker Business Overview

11.14.3 Clickworker Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.14.4 Clickworker Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.14.5 Clickworker Recent Development

11.15 Cogito Tech

11.15.1 Cogito Tech Company Details

11.15.2 Cogito Tech Business Overview

11.15.3 Cogito Tech Data Annotation and Labeling (DAL) Solutions for AI/ML Introduction

11.15.4 Cogito Tech Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

11.15.5 Cogito Tech Recent Development

12 Analyst's Viewpoints/Conclusions

13 Appendix

13.1 Research Methodology

13.1.1 Methodology/Research Approach

13.1.1.1 Research Programs/Design

13.1.1.2 Market Size Estimation

13.1.1.3 Market Breakdown and Data Triangulation

13.1.2 Data Source

13.1.2.1 Secondary Sources

13.1.2.2 Primary Sources

13.2 Author Details

13.3 Disclaimer

FEATURED COMPANIES

Appen Limited

TELUS International

Centific

TaskUs

Akkodis

iMerit

CloudFactroy

Nextwealth

Straive

Innodata

FiveS Digital

LXT.AI

SAMA

Clickworker

Cogito Tech

List of Tables

Table 1. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Type (US$ Million): 2019 VS 2023 VS 2030

Table 2. Key Players of Video Data

Table 3. Key Players of Image Data

Table 4. Key Players of Text Data

Table 5. Key Players of Audio Data

Table 6. Key Players of Geo-Local Data

Table 7. Key Players of Others

Table 8. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth by Application (US$ Million): 2019 VS 2023 VS 2030

Table 9. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region (US$ Million): 2019 VS 2023 VS 2030

Table 10. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region (2019-2024) & (US$ Million)

Table 11. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Region (2019-2024)

Table 12. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Region (2025-2030) & (US$ Million)

Table 13. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Region (2025-2030)

Table 14. Data Annotation and Labeling (DAL) Solutions for AI/ML Market Trends

Table 15. Data Annotation and Labeling (DAL) Solutions for AI/ML Market Drivers

Table 16. Data Annotation and Labeling (DAL) Solutions for AI/ML Market Challenges

Table 17. Data Annotation and Labeling (DAL) Solutions for AI/ML Market Restraints

Table 18. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue by Players (2019-2024) & (US$ Million)

Table 19. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Players (2019-2024)

Table 20. Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML as of 2023)

Table 21. Ranking of Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Companies by Revenue (US$ Million) in 2023

Table 22. Global 5 Largest Players Market Share by Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue (CR5 and HHI) & (2019-2024)

Table 23. Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML, Headquarters and Area Served

Table 24. Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML, Product and Application

Table 25. Global Key Players of Data Annotation and Labeling (DAL) Solutions for AI/ML, Date of Enter into This Industry

Table 26. Mergers & Acquisitions, Expansion Plans

Table 27. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Type (2019-2024) & (US$ Million)

Table 28. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue Market Share by Type (2019-2024)

Table 29. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Type (2025-2030) & (US$ Million)

Table 30. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue Market Share by Type (2025-2030)

Table 31. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Application (2019-2024) & (US$ Million)

Table 32. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue Market Share by Application (2019-2024)

Table 33. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Forecasted Market Size by Application (2025-2030) & (US$ Million)

Table 34. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue Market Share by Application (2025-2030)

Table 35. North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 36. North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024) & (US$ Million)

Table 37. North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030) & (US$ Million)

Table 38. Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 39. Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024) & (US$ Million)

Table 40. Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030) & (US$ Million)

Table 41. Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 42. Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region (2019-2024) & (US$ Million)

Table 43. Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Region (2025-2030) & (US$ Million)

Table 44. Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 45. Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024) & (US$ Million)

Table 46. Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030) & (US$ Million)

Table 47. Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Growth Rate by Country (US$ Million): 2019 VS 2023 VS 2030

Table 48. Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2019-2024) & (US$ Million)

Table 49. Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Country (2025-2030) & (US$ Million)

Table 50. Appen Company Details

Table 51. Appen Business Overview

Table 52. Appen Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 53. Appen Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 54. Appen Recent Development

Table 55. TELUS International Company Details

Table 56. TELUS International Business Overview

Table 57. TELUS International Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 58. TELUS International Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 59. TELUS International Recent Development

Table 60. Centific Company Details

Table 61. Centific Business Overview

Table 62. Centific Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 63. Centific Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 64. Centific Recent Development

Table 65. TaskUs Company Details

Table 66. TaskUs Business Overview

Table 67. TaskUs Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 68. TaskUs Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 69. TaskUs Recent Development

Table 70. Akkodis Company Details

Table 71. Akkodis Business Overview

Table 72. Akkodis Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 73. Akkodis Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 74. Akkodis Recent Development

Table 75. Imerit Company Details

Table 76. Imerit Business Overview

Table 77. Imerit Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 78. Imerit Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 79. Imerit Recent Development

Table 80. CloudFactroy Company Details

Table 81. CloudFactroy Business Overview

Table 82. CloudFactroy Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 83. CloudFactroy Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 84. CloudFactroy Recent Development

Table 85. Nextwealth Company Details

Table 86. Nextwealth Business Overview

Table 87. Nextwealth Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 88. Nextwealth Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 89. Nextwealth Recent Development

Table 90. Straive Company Details

Table 91. Straive Business Overview

Table 92. Straive Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 93. Straive Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 94. Straive Recent Development

Table 95. Innodata Company Details

Table 96. Innodata Business Overview

Table 97. Innodata Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 98. Innodata Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 99. Innodata Recent Development

Table 100. FiveS Digital Company Details

Table 101. FiveS Digital Business Overview

Table 102. FiveS Digital Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 103. FiveS Digital Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 104. FiveS Digital Recent Development

Table 105. LXT.AI Company Details

Table 106. LXT.AI Business Overview

Table 107. LXT.AI Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 108. LXT.AI Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 109. LXT.AI Recent Development

Table 110. Sama Company Details

Table 111. Sama Business Overview

Table 112. Sama Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 113. Sama Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 114. Sama Recent Development

Table 115. Clickworker Company Details

Table 116. Clickworker Business Overview

Table 117. Clickworker Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 118. Clickworker Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 119. Clickworker Recent Development

Table 120. Cogito Tech Company Details

Table 121. Cogito Tech Business Overview

Table 122. Cogito Tech Data Annotation and Labeling (DAL) Solutions for AI/ML Product

Table 123. Cogito Tech Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024) & (US$ Million)

Table 124. Cogito Tech Recent Development

Table 125. Research Programs/Design for This Report

Table 126. Key Data Information from Secondary Sources

Table 127. Key Data Information from Primary Sources

Table 128. Authors List of This Report

List of Figures

Figure 1. Data Annotation and Labeling (DAL) Solutions for AI/ML Picture

Figure 2. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size Comparison by Type (2024-2030) & (US$ Million)

Figure 3. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Type: 2023 VS 2030

Figure 4. Video Data Features

Figure 5. Image Data Features

Figure 6. Text Data Features

Figure 7. Audio Data Features

Figure 8. Geo-Local Data Features

Figure 9. Others Features

Figure 10. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size by Application (2024-2030) & (US$ Million)

Figure 11. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Application: 2023 VS 2030

Figure 12. Automotive Case Studies

Figure 13. Healthcare Case Studies

Figure 14. Retail and E-commerce Case Studies

Figure 15. Finance Case Studies

Figure 16. Manufacturing Case Studies

Figure 17. Agriculture Case Studies

Figure 18. Telecommunications Case Studies

Figure 19. Entertainment and Media Case Studies

Figure 20. Others Case Studies

Figure 21. Data Annotation and Labeling (DAL) Solutions for AI/ML Report Years Considered

Figure 22. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size (US$ Million), Year-over-Year: 2019-2030

Figure 23. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size, (US$ Million), 2019 VS 2023 VS 2030

Figure 24. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Region: 2023 VS 2030

Figure 25. Global Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Players in 2023

Figure 26. Global Top Data Annotation and Labeling (DAL) Solutions for AI/ML Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Data Annotation and Labeling (DAL) Solutions for AI/ML as of 2023)

Figure 27. The Top 10 and 5 Players Market Share by Data Annotation and Labeling (DAL) Solutions for AI/ML Revenue in 2023

Figure 28. North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 29. North America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Country (2019-2030)

Figure 30. United States Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 31. Canada Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 32. Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 33. Europe Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Country (2019-2030)

Figure 34. Germany Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 35. France Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 36. U.K. Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 37. Italy Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 38. Russia Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 39. Nordic Countries Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 40. Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 41. Asia-Pacific Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Region (2019-2030)

Figure 42. China Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 43. Japan Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 44. South Korea Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 45. Southeast Asia Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 46. India Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 47. Australia Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 48. Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 49. Latin America Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Country (2019-2030)

Figure 50. Mexico Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 51. Brazil Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 52. Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 53. Middle East & Africa Data Annotation and Labeling (DAL) Solutions for AI/ML Market Share by Country (2019-2030)

Figure 54. Turkey Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 55. Saudi Arabia Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 56. UAE Data Annotation and Labeling (DAL) Solutions for AI/ML Market Size YoY Growth (2019-2030) & (US$ Million)

Figure 57. Appen Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 58. TELUS International Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 59. Centific Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 60. TaskUs Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 61. Akkodis Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 62. Imerit Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 63. CloudFactroy Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 64. Nextwealth Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 65. Straive Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 66. Innodata Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 67. FiveS Digital Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 68. LXT.AI Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 69. Sama Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 70. Clickworker Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 71. Cogito Tech Revenue Growth Rate in Data Annotation and Labeling (DAL) Solutions for AI/ML Business (2019-2024)

Figure 72. Bottom-up and Top-down Approaches for This Report

Figure 73. Data Triangulation

Figure 74. Key Executives Interviewed

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