데이터 라벨링 솔루션 및 서비스 시장 - 세계 산업 규모, 점유율, 동향, 기회 및 예측 : 조달 유형별, 유형별, 라벨링 유형별, 업계별, 지역별 및 경쟁 구도(2021-2031년)

The Global Data Labeling Solution and Services Market will grow from USD 20.93 Billion in 2025 to USD 63.82 Billion by 2031 at a 20.42% CAGR. Data labeling solutions and services encompass the systematic annotation and classification of raw data formats, such as images, text, and audio, to generate structured datasets requisite for training machine learning algorithms.

Key Market Drivers

The Emergence of Generative AI Fueling Multi-Modal Data Annotation Requirements is fundamentally altering the market landscape, as developers prioritize Reinforcement Learning from Human Feedback (RLHF) to refine Large Language Models (LLMs). This shift necessitates complex, high-volume annotation of text, image, and video datasets to ensure model safety and contextual accuracy, moving beyond simple classification tasks to intricate reasoning evaluations. Reflecting this explosive sector growth, financial metrics from leading providers demonstrate significant capital inflows and operational scaling.

Key Market Challenges

The rigorous demand for data privacy and security compliance across disparate international jurisdictions stands as a formidable barrier to the expansion of the Global Data Labeling Solution and Services Market. As service providers process sensitive datasets for machine learning, they encounter a fragmented regulatory landscape that imposes severe operational constraints. This complexity is particularly acute for vendors utilizing offshore workforce models, where transferring data across borders necessitates navigating stringent frameworks such as GDPR.

Key Market Trends

The Integration of Synthetic Data Generation into Workflows is fundamentally reshaping the market by reducing reliance on costly, real-world data collection while addressing stringent privacy requirements. This trend is gaining traction as organizations seek to train models on rare or sensitive scenarios, such as financial fraud or medical anomalies, without exposing Personally Identifiable Information (PII). By algorithmically creating datasets that mimic the statistical properties of real-world information, companies can rapidly scale their AI development pipelines and mitigate bias inherent in historical records.

Key Market Players

• Appen Limited
• Scale AI, Inc.
• Labelbox, Inc.
• Amazon Mechanical Turk, Inc.
• TELUS International
• iMerit Global
• Shaip, Inc.
• Alegion, Inc.
• Clickworker GmbH
• CloudFactory Limited

Report Scope:

In this report, the Global Data Labeling Solution and Services Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:

Data Labeling Solution and Services Market, By Sourcing Type:

• In-house
• Outsourced

Data Labeling Solution and Services Market, By Type:

• Text
• Image/Video
• Audio

Data Labeling Solution and Services Market, By Labeling Type:

• Manual
• Semi-Supervised
• Automatic

Data Labeling Solution and Services Market, By Vertical:

• IT
• Automotive
• Government
• Healthcare
• Financial Services
• Retails
• Others

Data Labeling Solution and Services Market, By Region:

• North America
• United States
• Canada
• Mexico
• Europe
• France
• United Kingdom
• Italy
• Germany
• Spain
• Asia Pacific
• China
• India
• Japan
• Australia
• South Korea
• South America
• Brazil
• Argentina
• Colombia
• Middle East & Africa
• South Africa
• Saudi Arabia
• UAE

Competitive Landscape

Company Profiles: Detailed analysis of the major companies present in the Global Data Labeling Solution and Services Market.

Available Customizations:

Global Data Labeling Solution and Services Market report with the given market data, TechSci Research offers customizations according to a company's specific needs. The following customization options are available for the report:

Company Information

• Detailed analysis and profiling of additional market players (up to five).

Table of Contents

1. Product Overview

• 1.1. Market Definition
• 1.2. Scope of the Market
  • 1.2.1. Markets Covered
  • 1.2.2. Years Considered for Study
  • 1.2.3. Key Market Segmentations

2. Research Methodology

• 2.1. Objective of the Study
• 2.2. Baseline Methodology
• 2.3. Key Industry Partners
• 2.4. Major Association and Secondary Sources
• 2.5. Forecasting Methodology
• 2.6. Data Triangulation & Validation
• 2.7. Assumptions and Limitations

3. Executive Summary

• 3.1. Overview of the Market
• 3.2. Overview of Key Market Segmentations
• 3.3. Overview of Key Market Players
• 3.4. Overview of Key Regions/Countries
• 3.5. Overview of Market Drivers, Challenges, Trends

4. Voice of Customer

5. Global Data Labeling Solution and Services Market Outlook

• 5.1. Market Size & Forecast
  • 5.1.1. By Value
• 5.2. Market Share & Forecast
  • 5.2.1. By Sourcing Type (In-house, Outsourced)
  • 5.2.2. By Type (Text, Image/Video, Audio)
  • 5.2.3. By Labeling Type (Manual, Semi-Supervised, Automatic)
  • 5.2.4. By Vertical (IT, Automotive, Government, Healthcare, Financial Services, Retails, Others)
  • 5.2.5. By Region
  • 5.2.6. By Company (2025)
• 5.3. Market Map

6. North America Data Labeling Solution and Services Market Outlook

• 6.1. Market Size & Forecast
  • 6.1.1. By Value
• 6.2. Market Share & Forecast
  • 6.2.1. By Sourcing Type
  • 6.2.2. By Type
  • 6.2.3. By Labeling Type
  • 6.2.4. By Vertical
  • 6.2.5. By Country
• 6.3. North America: Country Analysis
  • 6.3.1. United States Data Labeling Solution and Services Market Outlook
    • 6.3.1.1. Market Size & Forecast
      • 6.3.1.1.1. By Value
    • 6.3.1.2. Market Share & Forecast
      • 6.3.1.2.1. By Sourcing Type
      • 6.3.1.2.2. By Type
      • 6.3.1.2.3. By Labeling Type
      • 6.3.1.2.4. By Vertical
  • 6.3.2. Canada Data Labeling Solution and Services Market Outlook
    • 6.3.2.1. Market Size & Forecast
      • 6.3.2.1.1. By Value
    • 6.3.2.2. Market Share & Forecast
      • 6.3.2.2.1. By Sourcing Type
      • 6.3.2.2.2. By Type
      • 6.3.2.2.3. By Labeling Type
      • 6.3.2.2.4. By Vertical
  • 6.3.3. Mexico Data Labeling Solution and Services Market Outlook
    • 6.3.3.1. Market Size & Forecast
      • 6.3.3.1.1. By Value
    • 6.3.3.2. Market Share & Forecast
      • 6.3.3.2.1. By Sourcing Type
      • 6.3.3.2.2. By Type
      • 6.3.3.2.3. By Labeling Type
      • 6.3.3.2.4. By Vertical

7. Europe Data Labeling Solution and Services Market Outlook

• 7.1. Market Size & Forecast
  • 7.1.1. By Value
• 7.2. Market Share & Forecast
  • 7.2.1. By Sourcing Type
  • 7.2.2. By Type
  • 7.2.3. By Labeling Type
  • 7.2.4. By Vertical
  • 7.2.5. By Country
• 7.3. Europe: Country Analysis
  • 7.3.1. Germany Data Labeling Solution and Services Market Outlook
    • 7.3.1.1. Market Size & Forecast
      • 7.3.1.1.1. By Value
    • 7.3.1.2. Market Share & Forecast
      • 7.3.1.2.1. By Sourcing Type
      • 7.3.1.2.2. By Type
      • 7.3.1.2.3. By Labeling Type
      • 7.3.1.2.4. By Vertical
  • 7.3.2. France Data Labeling Solution and Services Market Outlook
    • 7.3.2.1. Market Size & Forecast
      • 7.3.2.1.1. By Value
    • 7.3.2.2. Market Share & Forecast
      • 7.3.2.2.1. By Sourcing Type
      • 7.3.2.2.2. By Type
      • 7.3.2.2.3. By Labeling Type
      • 7.3.2.2.4. By Vertical
  • 7.3.3. United Kingdom Data Labeling Solution and Services Market Outlook
    • 7.3.3.1. Market Size & Forecast
      • 7.3.3.1.1. By Value
    • 7.3.3.2. Market Share & Forecast
      • 7.3.3.2.1. By Sourcing Type
      • 7.3.3.2.2. By Type
      • 7.3.3.2.3. By Labeling Type
      • 7.3.3.2.4. By Vertical
  • 7.3.4. Italy Data Labeling Solution and Services Market Outlook
    • 7.3.4.1. Market Size & Forecast
      • 7.3.4.1.1. By Value
    • 7.3.4.2. Market Share & Forecast
      • 7.3.4.2.1. By Sourcing Type
      • 7.3.4.2.2. By Type
      • 7.3.4.2.3. By Labeling Type
      • 7.3.4.2.4. By Vertical
  • 7.3.5. Spain Data Labeling Solution and Services Market Outlook
    • 7.3.5.1. Market Size & Forecast
      • 7.3.5.1.1. By Value
    • 7.3.5.2. Market Share & Forecast
      • 7.3.5.2.1. By Sourcing Type
      • 7.3.5.2.2. By Type
      • 7.3.5.2.3. By Labeling Type
      • 7.3.5.2.4. By Vertical

8. Asia Pacific Data Labeling Solution and Services Market Outlook

• 8.1. Market Size & Forecast
  • 8.1.1. By Value
• 8.2. Market Share & Forecast
  • 8.2.1. By Sourcing Type
  • 8.2.2. By Type
  • 8.2.3. By Labeling Type
  • 8.2.4. By Vertical
  • 8.2.5. By Country
• 8.3. Asia Pacific: Country Analysis
  • 8.3.1. China Data Labeling Solution and Services Market Outlook
    • 8.3.1.1. Market Size & Forecast
      • 8.3.1.1.1. By Value
    • 8.3.1.2. Market Share & Forecast
      • 8.3.1.2.1. By Sourcing Type
      • 8.3.1.2.2. By Type
      • 8.3.1.2.3. By Labeling Type
      • 8.3.1.2.4. By Vertical
  • 8.3.2. India Data Labeling Solution and Services Market Outlook
    • 8.3.2.1. Market Size & Forecast
      • 8.3.2.1.1. By Value
    • 8.3.2.2. Market Share & Forecast
      • 8.3.2.2.1. By Sourcing Type
      • 8.3.2.2.2. By Type
      • 8.3.2.2.3. By Labeling Type
      • 8.3.2.2.4. By Vertical
  • 8.3.3. Japan Data Labeling Solution and Services Market Outlook
    • 8.3.3.1. Market Size & Forecast
      • 8.3.3.1.1. By Value
    • 8.3.3.2. Market Share & Forecast
      • 8.3.3.2.1. By Sourcing Type
      • 8.3.3.2.2. By Type
      • 8.3.3.2.3. By Labeling Type
      • 8.3.3.2.4. By Vertical
  • 8.3.4. South Korea Data Labeling Solution and Services Market Outlook
    • 8.3.4.1. Market Size & Forecast
      • 8.3.4.1.1. By Value
    • 8.3.4.2. Market Share & Forecast
      • 8.3.4.2.1. By Sourcing Type
      • 8.3.4.2.2. By Type
      • 8.3.4.2.3. By Labeling Type
      • 8.3.4.2.4. By Vertical
  • 8.3.5. Australia Data Labeling Solution and Services Market Outlook
    • 8.3.5.1. Market Size & Forecast
      • 8.3.5.1.1. By Value
    • 8.3.5.2. Market Share & Forecast
      • 8.3.5.2.1. By Sourcing Type
      • 8.3.5.2.2. By Type
      • 8.3.5.2.3. By Labeling Type
      • 8.3.5.2.4. By Vertical

9. Middle East & Africa Data Labeling Solution and Services Market Outlook

• 9.1. Market Size & Forecast
  • 9.1.1. By Value
• 9.2. Market Share & Forecast
  • 9.2.1. By Sourcing Type
  • 9.2.2. By Type
  • 9.2.3. By Labeling Type
  • 9.2.4. By Vertical
  • 9.2.5. By Country
• 9.3. Middle East & Africa: Country Analysis
  • 9.3.1. Saudi Arabia Data Labeling Solution and Services Market Outlook
    • 9.3.1.1. Market Size & Forecast
      • 9.3.1.1.1. By Value
    • 9.3.1.2. Market Share & Forecast
      • 9.3.1.2.1. By Sourcing Type
      • 9.3.1.2.2. By Type
      • 9.3.1.2.3. By Labeling Type
      • 9.3.1.2.4. By Vertical
  • 9.3.2. UAE Data Labeling Solution and Services Market Outlook
    • 9.3.2.1. Market Size & Forecast
      • 9.3.2.1.1. By Value
    • 9.3.2.2. Market Share & Forecast
      • 9.3.2.2.1. By Sourcing Type
      • 9.3.2.2.2. By Type
      • 9.3.2.2.3. By Labeling Type
      • 9.3.2.2.4. By Vertical
  • 9.3.3. South Africa Data Labeling Solution and Services Market Outlook
    • 9.3.3.1. Market Size & Forecast
      • 9.3.3.1.1. By Value
    • 9.3.3.2. Market Share & Forecast
      • 9.3.3.2.1. By Sourcing Type
      • 9.3.3.2.2. By Type
      • 9.3.3.2.3. By Labeling Type
      • 9.3.3.2.4. By Vertical

10. South America Data Labeling Solution and Services Market Outlook

• 10.1. Market Size & Forecast
  • 10.1.1. By Value
• 10.2. Market Share & Forecast
  • 10.2.1. By Sourcing Type
  • 10.2.2. By Type
  • 10.2.3. By Labeling Type
  • 10.2.4. By Vertical
  • 10.2.5. By Country
• 10.3. South America: Country Analysis
  • 10.3.1. Brazil Data Labeling Solution and Services Market Outlook
    • 10.3.1.1. Market Size & Forecast
      • 10.3.1.1.1. By Value
    • 10.3.1.2. Market Share & Forecast
      • 10.3.1.2.1. By Sourcing Type
      • 10.3.1.2.2. By Type
      • 10.3.1.2.3. By Labeling Type
      • 10.3.1.2.4. By Vertical
  • 10.3.2. Colombia Data Labeling Solution and Services Market Outlook
    • 10.3.2.1. Market Size & Forecast
      • 10.3.2.1.1. By Value
    • 10.3.2.2. Market Share & Forecast
      • 10.3.2.2.1. By Sourcing Type
      • 10.3.2.2.2. By Type
      • 10.3.2.2.3. By Labeling Type
      • 10.3.2.2.4. By Vertical
  • 10.3.3. Argentina Data Labeling Solution and Services Market Outlook
    • 10.3.3.1. Market Size & Forecast
      • 10.3.3.1.1. By Value
    • 10.3.3.2. Market Share & Forecast
      • 10.3.3.2.1. By Sourcing Type
      • 10.3.3.2.2. By Type
      • 10.3.3.2.3. By Labeling Type
      • 10.3.3.2.4. By Vertical

11. Market Dynamics

• 11.1. Drivers
• 11.2. Challenges

12. Market Trends & Developments

• 12.1. Merger & Acquisition (If Any)
• 12.2. Product Launches (If Any)
• 12.3. Recent Developments

13. Global Data Labeling Solution and Services Market: SWOT Analysis

14. Porter's Five Forces Analysis

• 14.1. Competition in the Industry
• 14.2. Potential of New Entrants
• 14.3. Power of Suppliers
• 14.4. Power of Customers
• 14.5. Threat of Substitute Products

15. Competitive Landscape

• 15.1. Appen Limited
  • 15.1.1. Business Overview
  • 15.1.2. Products & Services
  • 15.1.3. Recent Developments
  • 15.1.4. Key Personnel
  • 15.1.5. SWOT Analysis
• 15.2. Scale AI, Inc.
• 15.3. Labelbox, Inc.
• 15.4. Amazon Mechanical Turk, Inc.
• 15.5. TELUS International
• 15.6. iMerit Global
• 15.7. Shaip, Inc.
• 15.8. Alegion, Inc.
• 15.9. Clickworker GmbH
• 15.10. CloudFactory Limited

16. Strategic Recommendations

17. About Us & Disclaimer