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)

Data Labeling Solution and Services Market- Global Industry Size, Share, Trends, Opportunity, and Forecast, Segmented By Sourcing Type, By Type, By Labeling Type, By Vertical, By Region & Competition, 2021-2031F

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한글목차

세계의 데이터 라벨링 솔루션 및 서비스 시장은 2025년 209억 3,000만 달러에서 2031년까지 638억 2,000만 달러에 이르고, CAGR 20.42%를 보일 것으로 예측됩니다.

시장 개요
예측 기간	2027-2031년
시장 규모 : 2025년	209억 3,000만 달러
시장 규모 : 2031년	638억 2,000만 달러
CAGR : 2026-2031년	20.42%
가장 성장이 빠른 부문	자동
최대 시장	북미

주요 시장 성장 촉진요인

생성형 AI의 부상으로 인한 멀티모달 데이터 주석에 대한 수요 증가는 시장 상황을 근본적으로 바꾸고 있습니다. 개발자들이 대규모 언어 모델(LLM)의 정확도 향상을 위해 인간의 피드백을 이용한 강화학습(RLHF)을 우선시하고 있기 때문입니다. 이러한 변화로 인해 모델의 안전성과 문맥의 정확성을 보장하기 위해 텍스트, 이미지, 동영상 데이터 세트에 대한 복잡하고 방대한 양의 주석 작업이 필요하며, 단순한 분류 작업에서 복잡한 추론 평가로 전환되고 있습니다.

주요 시장 과제

세계 각국의 다양한 관할권에서 데이터 프라이버시 및 보안 컴플라이언스에 대한 엄격한 요구사항은 세계 데이터 라벨링 솔루션 및 서비스 시장 확대에 큰 장벽으로 작용하고 있습니다. 서비스 제공업체가 머신러닝을 위해 민감한 데이터 세트를 처리할 때, 파편화된 규제 환경은 심각한 운영상의 제약을 초래하고 있습니다.

주요 시장 동향

합성 데이터 생성을 워크플로우에 통합함으로써 고비용의 실제 데이터 수집에 대한 의존도를 낮추고 엄격한 프라이버시 요구 사항을 충족시키면서 시장을 근본적으로 재구성하고 있습니다. 이러한 추세는 개인 식별 정보(PII)를 노출하지 않고 금융 사기나 의료 이상과 같은 희귀한 사례나 민감한 시나리오에서 모델을 훈련시키려는 조직이 증가함에 따라 더욱 가속화되고 있습니다.

목차

제1장 개요

제2장 조사 방법

제3장 주요 요약

제4장 고객의 소리

제5장 세계의 데이터 라벨링 솔루션 및 서비스 시장 전망

• 시장 규모와 예측
  • 금액별
• 시장 점유율과 예측
  • 조달 형태별(사내 시행, 외부 위탁)
  • 유형별(텍스트, 이미지/비디오, 오디오)
  • 라벨링 방식별(수동, 반지도 학습, 자동)
  • 업계별(IT, 자동차, 정부, 의료, 금융 서비스, 소매, 기타)
  • 지역별
  • 기업별(2025)
• 시장 맵

제6장 북미의 데이터 라벨링 솔루션 및 서비스 시장 전망

• 시장 규모와 예측
• 시장 점유율과 예측
• 북미 : 국가별 분석
  • 미국
  • 캐나다
  • 멕시코

제7장 유럽의 데이터 라벨링 솔루션 및 서비스 시장 전망

• 시장 규모와 예측
• 시장 점유율과 예측
• 유럽 : 국가별 분석
  • 독일
  • 프랑스
  • 영국
  • 이탈리아
  • 스페인

제8장 아시아태평양의 데이터 라벨링 솔루션 및 서비스 시장 전망

• 시장 규모와 예측
• 시장 점유율과 예측
• 아시아태평양 : 국가별 분석
  • 중국
  • 인도
  • 일본
  • 한국
  • 호주

제9장 중동 및 아프리카의 데이터 라벨링 솔루션 및 서비스 시장 전망

• 시장 규모와 예측
• 시장 점유율과 예측
• 중동 및 아프리카 : 국가별 분석
  • 사우디아라비아
  • 아랍에미리트(UAE)
  • 남아프리카공화국

제10장 남미의 데이터 라벨링 솔루션 및 서비스 시장 전망

• 시장 규모와 예측
• 시장 점유율과 예측
• 남미 : 국가별 분석
  • 브라질
  • 콜롬비아
  • 아르헨티나

제11장 시장 역학

• 성장 촉진요인
• 과제

제12장 시장 동향과 발전

• 인수합병(M&A)
• 제품 출시
• 최근 동향

제13장 세계의 데이터 라벨링 솔루션 및 서비스 시장 : SWOT 분석 - 세계의 산업 규모, 점유율, 동향, 기회 및 예측 : 조달 유형별, 유형별, 라벨링 유형별, 업계별, 지역별 및 경쟁 구도,2021-2031년

제14장 Porter의 Five Forces 분석

• 업계내 경쟁
• 신규 참여 가능성
• 공급업체의 힘
• 고객의 힘
• 대체품의 위협

제15장 경쟁 구도

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

제16장 전략적 제안

제17장 회사 소개 및 면책조항

LSH

영문 목차

영문목차

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.

Market Overview
Forecast Period	2027-2031
Market Size 2025	USD 20.93 Billion
Market Size 2031	USD 63.82 Billion
CAGR 2026-2031	20.42%
Fastest Growing Segment	Automatic
Largest Market	North America

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

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