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데이터 라벨링 솔루션 및 서비스 시장 규모, 점유율, 동향 분석 보고서 : 소싱 유형별, 유형별, 라벨링 유형별, 산업별, 지역별, 부문별 예측(2025-2030년)

Data Labeling Solution And Services Market Size, Share & Trends Analysis Report By Sourcing Type (In-house, Outsourced), By Type (Text, Image/Video, Audio), By Labeling Type, By Vertical, By Region, And Segment Forecasts, 2025 - 2030
발행일: | 리서치사: Grand View Research | 페이지 정보: 영문 100 Pages | 배송안내 : 2-10일 (영업일 기준)

    
    
    




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데이터 라벨링 솔루션 및 서비스 시장 성장 및 동향:

Grand View Research, Inc.의 최신 보고서에 따르면, 세계 데이터 라벨링 솔루션 및 서비스 시장 규모는 2030년까지 576억 3,000만 달러에 달할 것으로 예상됩니다.

이 시장은 2025년부터 2030년까지 20.3%의 CAGR을 기록할 것으로 예측됩니다. 자동차 산업에서 데이터 라벨링 솔루션 및 서비스의 두드러진 사용은 네트워크 시스템과 컴퓨터가 자동차 운전을 지원하는 다양한 센서를 이해하는 자율주행 차량과 결합하여 시장 성장을 주도하는 주요 요인으로 작용하고 있습니다.

세계 라벨링 솔루션 및 서비스 시장은 디지털화에 대한 대중의 인식 증가, 헬스케어 치료의 확대, 기술 향상에 힘입어 성장하고 있습니다. 대기업, 자동차, 헬스케어 분야에서 사용되는 여러 산업에서 눈에 띄는 기술 발전이 데이터 라벨링 솔루션 및 서비스에 대한 수요를 증가시키고 있습니다. 예를 들어, Toyota Research Institute, Zoox, Waymo LLC, Lyft, Inc.는 미국 기반 디지털 스타트업인 Scale AI, Inc.가 제공하는 데이터 라벨링 서비스를 이용하고 있습니다. 벤더들이 서비스나 제품에 데이터 라벨링을 활용해 고객에게 성분표를 제공하는 사례가 늘고 있어 세계 시장 확대가 예상됩니다. 예를 들어, 이미지 처리 기술은 트위터와 페이스북이라는 두 개의 유명한 소셜 네트워킹 사이트의 시청자 참여도를 높이는 데 도움을 주고 있습니다.

또한, 머신러닝 애플리케이션은 트윗이나 뉴스 기사와 같은 데이터 항목을 분류하는 데 널리 사용되고 있습니다. 따라서 향후 데이터 항목을 자동으로 분류하는 알고리즘을 개발하는 데 도움이 되는 특정 주석이 달린 학습 데이터 세트가 필요합니다. 그러나 이러한 데이터 세트를 수작업으로 구축하는 것은 복잡한 작업이며, 코더가 많은 시간을 투자해야 합니다. 전자의무기록 시스템(HER)의 도입이 증가함에 따라, 주로 비정형 텍스트 문서인 임상 데이터 수집은 임상 연구를 위한 귀중한 자원이 되고 있습니다. 임상 문헌에 숨겨진 데이터를 밝히기 위해 통계적 NLP(자연어 처리) 표준이 개발되고 있습니다.

텍스트 라벨링은 감정 분석의 발전으로 소셜 미디어 모니터링에 일반적으로 사용되어 추천 시스템을 만드는 데 사용되고 있으며, 2019년 12월 Enlitic, Inc.는 터키에 기반을 둔 민간 의료 서비스 제공업체인 MLPCare와 파트너십을 체결했습니다. 를 발표하여 터키와 중앙아시아 및 동유럽의 인접 국가들의 의료 시스템에 임상 인공지능을 통합할 것이라고 밝혔습니다. 이 계약에 따라 Enlitic, Inc.는 터키 환자를 대상으로 딥러닝 모델을 개발, 교육 및 검증하고 있습니다. 따라서 데이터 라벨링 솔루션 및 서비스의 애플리케이션 증가는 시장 성장을 촉진할 것으로 예상됩니다.

데이터 라벨링 솔루션 및 서비스 시장 보고서 하이라이트

  • 유형별로는 이미지 및 비디오 어노테이션 부문이 예측 기간 동안 시장에서 큰 수익을 창출할 것으로 예상됩니다. 이러한 성장은 헬스케어, 자동차, 미디어 및 엔터테인먼트 등 여러 산업에서 컴퓨터 비전 도입이 증가하고 있기 때문입니다.
  • 업종별로는 자동차 분야가 자율주행차와 트럭의 발전으로 인해 예측 기간 동안 두드러진 CAGR로 성장할 것으로 예상됩니다.
  • 북미 데이터 라벨링 솔루션 및 서비스 시장은 2024년 33.9%의 점유율을 차지하며 전 세계 시장을 선도했습니다.

목차

제1장 조사 방법과 범위

제2장 주요 요약

제3장 데이터 라벨링 솔루션 및 서비스 시장 변수, 동향, 범위

  • 세계 데이터 라벨링 솔루션 및 서비스 시장 전망
  • 업계 밸류체인 분석
  • 시장 역학
    • 시장 성장 촉진요인 분석
    • 시장 성장 억제요인 분석
    • 업계 과제
  • Porter's Five Forces 분석
    • 공급업체의 능력
    • 구매자의 능력
    • 대체의 위협
    • 신규 참여업체의 위협
    • 경쟁 기업 간의 경쟁 관계
  • PESTEL 분석
    • 정치 상황
    • 경제 상황
    • 사회 상황
    • 기술적 상황
    • 환경 상황
    • 법적인 상황

제4장 데이터 라벨링 솔루션 및 서비스 시장 : 소싱 유형 추정과 예측

  • 데이터 라벨링 솔루션 및 서비스 시장 : 소싱 유형 변동 분석, 2024년 및 2030년

제5장 데이터 라벨링 솔루션 및 서비스 시장 : 유형 추정과 예측

  • 데이터 라벨링 솔루션 및 서비스 시장 : 유형 변동 분석, 2024년 및 2030년

제6장 데이터 라벨링 솔루션 및 서비스 시장 : 라벨링 유형 추정과 예측

  • 데이터 라벨링 솔루션 및 서비스 시장 : 라벨링 유형 변동 분석, 2024년 및 2030년

제7장 데이터 라벨링 솔루션 및 서비스 시장 : 산업 전망 추정과 예측

  • 데이터 라벨링 솔루션 및 서비스 시장 : 산업 변동 분석, 2024년 및 2030년
    • IT
    • 자동차
    • 정부
    • 헬스케어
    • 금융 서비스
    • 소매업
    • 기타

제8장 데이터 라벨링 솔루션 및 서비스 시장 : 지역 추정·동향 분석

  • 데이터 라벨링 솔루션 및 서비스 시장 점유율, 지역별, 2024년 및 2030년
  • 북미
    • 미국
    • 캐나다
    • 멕시코
  • 유럽
    • 영국
    • 독일
    • 프랑스
  • 아시아태평양
    • 중국
    • 일본
    • 인도
    • 한국
    • 호주
  • 라틴아메리카
    • 브라질
  • 중동 및 아프리카
    • 아랍에미리트
    • 사우디아라비아
    • 남아프리카공화국

제9장 경쟁 구도

  • 주요 시장 진출 기업의 최근 동향과 영향 분석
  • 벤더 상황
    • 기업 분류
    • 주요 판매대리점 및 채널 파트너 리스트
    • 잠재 고객 리스트/리스트
  • 경쟁 역학
    • 경쟁 벤치마킹
    • 전략 매핑
    • 히트맵 분석
  • 기업 개요/상장 기업
    • Alegion
    • Amazon Mechanical Turk, Inc.
    • Appen Limited
    • Clickworker GmbH
    • CloudApp
    • CloudFactory Limited
    • Cogito Tech LLC
    • Deep Systems, LLC
    • edgecase.ai
    • Explosion AI GmbH
    • Heex Technologies
    • Labelbox, Inc.
    • Lotus Quality Assurance
    • Mighty AI, Inc.
    • Playment Inc.
    • Scale AI
    • Shaip
    • Steldia Services Ltd.
    • Tagtog Sp. z oo
    • Trilldata Technologies Pvt Ltd
    • Yandez LLC
ksm 24.12.27

Data Labeling Solution And Services Market Growth & Trends:

The global data labeling solution and services market size is expected to reach USD 57.63 billion by 2030, according to a new report by Grand View Research, Inc. The market is anticipated to register a CAGR of 20.3% from 2025 to 2030. The prominent use of data labeling solutions and services in the automotive industry, combined with its self-driving vehicles that comprehend networking systems and various sensors that assist the computer in driving the car, is the key factor propelling the market's growth.

The global labeling solution and services market is driven by increased public awareness of digitalization, growing healthcare treatments, and improved technology. Prominent technology improvements in several industries for use in large enterprises, automotive, and the healthcare sector is growing the demand for data labeling solution & services. For instance, Toyota Research Institute, Zoox, Waymo LLC, and Lyft, Inc., use data labeling services provided by Scale AI, Inc., a digital start-up based in the United States. Vendors increasingly use data labeling on services and products to deliver customers with ingredient lists, which is projected to enhance the global market. For instance, Image processing technology has helped Twitter and Facebook, two well-known social networking sites, increase audience engagement since it has prompted users to post photographs and tag their contacts, resulting in a more connected experience.

Moreover, Machine learning applications are extensively used to classify data items like tweets or news articles. This, in turn, calls for a specific annotated training dataset, which helps in developing algorithms that automatically classify future data items. Yet, manually constructing such a dataset is a complex task and requires coders to expend a significant amount of time. With the growing execution of electronic health record systems (HER), clinical data collection, mostly unstructured text documents, has become a valuable resource for clinical research. To unlock data hidden in clinical literature, statistical NLP (natural language processing) standards have been developed.

Text labelling is commonly used in social media monitoring to create recommendation systems because to advancements in sentiment analysis. In December 2019, Enlitic, Inc. announced a partnership with MLPCare, a Turkey-based private healthcare provider, to integrate clinical artificial intelligence into the healthcare systems of Turkey and adjacent countries in Central Asia and Eastern Europe. Under the agreement, Enlitic, Inc. is developing, training, and validating its deep learning models for patients in Turkey. Hence the increased application of Data Labeling Solution and Services is expected to propel the growth of the market.

Data Labeling Solution And Services Market Report Highlights:

  • In terms of type, the image & video annotation segment is expected to contribute significant revenue to the market over the forecast period. This growth is attributed to the increasing implementation of computer vision in several industries, including healthcare, automotive, and media & entertainment
  • In terms of vertical, the automotive segment is expected to grow at the prominent CAGR over the forecast period owing to rising development of self-driving cars and trucks
  • North America data labeling solution and services market led the global industry accounting for a 33.9% share in 2024

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definition
  • 1.3. Information Procurement
    • 1.3.1. Purchased Database
    • 1.3.2. GVR's Internal Database
    • 1.3.3. Secondary Sources & Third-Party Perspectives
    • 1.3.4. Primary Research
  • 1.4. Information Analysis
    • 1.4.1. Data Analysis Models
  • 1.5. Market Formulation & Data Visualization
  • 1.6. Data Validation & Publishing

Chapter 2. Executive Summary

  • 2.1. Market Insights
  • 2.2. Segmental Outlook
  • 2.3. Competitive Outlook

Chapter 3. Data Labeling Solution And Services Market Variables, Trends & Scope

  • 3.1. Global Data Labeling Solution And Services Market Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Driver Analysis
    • 3.3.2. Market Restraint Analysis
    • 3.3.3. Industry Challenges
  • 3.4. Porter's Five Forces Analysis
    • 3.4.1. Supplier Power
    • 3.4.2. Buyer Power
    • 3.4.3. Substitution Threat
    • 3.4.4. Threat from New Entrant
    • 3.4.5. Competitive Rivalry
  • 3.5. PESTEL Analysis
    • 3.5.1. Political Landscape
    • 3.5.2. Economic Landscape
    • 3.5.3. Social Landscape
    • 3.5.4. Technological Landscape
    • 3.5.5. Environmental Landscape
    • 3.5.6. Legal Landscape

Chapter 4. Data Labeling Solution And Services Market: Sourcing Type Estimates & Forecasts

  • 4.1. Data Labeling Solution And Services Market: Sourcing Type Movement Analysis, 2024 & 2030
    • 4.1.1. In-House
      • 4.1.1.1. In-House Market estimates and forecast, 2018 - 2030 (USD Million)
    • 4.1.2. Outsourced
      • 4.1.2.1. Outsourced Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 5. Data Labeling Solution And Services Market: Type Estimates & Forecasts

  • 5.1. Data Labeling Solution And Services Market: Type Movement Analysis, 2024 & 2030
    • 5.1.1. Text
      • 5.1.1.1. Text Market estimates and forecast, 2018 - 2030 (USD Million)
    • 5.1.2. Image/Video
      • 5.1.2.1. Image/Video Market estimates and forecast, 2018 - 2030 (USD Million)
    • 5.1.3. Audio
      • 5.1.3.1. Audio Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 6. Data Labeling Solution And Services Market: Labeling Type Estimates & Forecasts

  • 6.1. Data Labeling Solution And Services Market: Labeling Type Movement Analysis, 2024 & 2030
    • 6.1.1. Manual
      • 6.1.1.1. Manual Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.2. Semi-Supervised
      • 6.1.2.1. Semi-Supervised Market estimates and forecast, 2018 - 2030 (USD Million)
    • 6.1.3. Automatic
      • 6.1.3.1. Automatic Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 7. Data Labeling Solution And Services Market: Vertical Outlook Estimates & Forecasts

  • 7.1. Data Labeling Solution And Services Market: Vertical Movement Analysis, 2024 & 2030
    • 7.1.1. IT
      • 7.1.1.1. IT Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.2. Automotive
      • 7.1.2.1. Automotive Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.3. Government
      • 7.1.3.1. Government Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.4. Healthcare
      • 7.1.4.1. Healthcare Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.5. Financial Services
      • 7.1.5.1. Financial Services Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.6. Retails
      • 7.1.6.1. Retails Market estimates and forecast, 2018 - 2030 (USD Million)
    • 7.1.7. Others
      • 7.1.7.1. Others Market estimates and forecast, 2018 - 2030 (USD Million)

Chapter 8. Data Labeling Solution And Services Market: Regional Estimates & Trend Analysis

  • 8.1. Data Labeling Solution And Services Market Share, By Region, 2024 & 2030, USD Million
  • 8.2. North America
    • 8.2.1. North America Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.1.1. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.2.1.2. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.2.1.3. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.2.1.4. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.2.1.5. North America Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.2.2. U.S.
      • 8.2.2.1. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.2.2. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.2.2.3. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.2.2.4. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.2.2.5. U.S. Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.2.3. Canada
      • 8.2.3.1. Canada Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.3.2. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.2.3.3. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.2.3.4. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.2.3.5. Canada Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.2.4. Mexico
      • 8.2.4.1. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.2.4.2. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.2.4.3. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.2.4.4. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.2.4.5. Mexico Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.3. Europe
    • 8.3.1. Europe Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.1.1. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.3.1.2. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.3.1.3. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.3.1.4. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.3.1.5. Europe Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.3.2. U.K.
      • 8.3.2.1. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.2.2. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.3.2.3. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.3.2.4. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.3.2.5. U.K. Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.3.3. Germany
      • 8.3.3.1. Germany Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.3.2. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.3.3.3. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.3.3.4. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.3.3.5. Germany Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.3.4. France
      • 8.3.4.1. France Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.3.4.2. France Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.3.4.3. France Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.3.4.4. France Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.3.4.5. France Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.4. Asia Pacific
    • 8.4.1. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.1.1. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.4.1.2. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.4.1.3. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.4.1.4. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.4.1.5. Asia Pacific Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.2. China
      • 8.4.2.1. China Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.2.2. China Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.4.2.3. China Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.4.2.4. China Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.4.2.5. China Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.3. Japan
      • 8.4.3.1. Japan Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.3.2. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.4.3.3. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.4.3.4. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.4.3.5. Japan Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.4. India
      • 8.4.4.1. India Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.4.2. India Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.4.4.3. India Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.4.4.4. India Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.4.4.5. India Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.5. South Korea
      • 8.4.5.1. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.5.2. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.4.5.3. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.4.5.4. Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.4.5.5. South Korea Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.4.6. Australia
      • 8.4.6.1. Australia Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.4.6.2. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.4.6.3. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.4.6.4. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.4.6.5. Australia Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.5. Latin America
    • 8.5.1. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.5.1.1. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.5.1.2. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.5.1.3. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.5.1.4. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.5.1.5. Latin America Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.5.2. Brazil
      • 8.5.2.1. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.5.2.2. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.5.2.3. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.5.2.4. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.5.2.5. Brazil Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
  • 8.6. Middle East and Africa
    • 8.6.1. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.1.1. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Country, 2018 - 2030 (USD Million)
      • 8.6.1.2. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.6.1.3. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.6.1.4. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.6.1.5. Middle East and Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.6.2. UAE
      • 8.6.2.1. UAE Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.2.2. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.6.2.3. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.6.2.4. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.6.2.5. UAE Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.6.3. KSA
      • 8.6.3.1. KSA Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.3.2. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.6.3.3. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.6.3.4. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.6.3.5. KSA Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)
    • 8.6.4. South Africa
      • 8.6.4.1. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, 2018 - 2030 (USD Million)
      • 8.6.4.2. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Sourcing Type, 2018 - 2030 (USD Million)
      • 8.6.4.3. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Type, 2018 - 2030 (USD Million)
      • 8.6.4.4. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Labeling Type, 2018 - 2030 (USD Million)
      • 8.6.4.5. South Africa Data Labeling Solution And Services Market Estimates and Forecasts, by Vertical, 2018 - 2030 (USD Million)

Chapter 9. Competitive Landscape

  • 9.1. Recent Developments & Impact Analysis, By Key Market Participants
  • 9.2. Vendor Landscape
    • 9.2.1. Company categorization
    • 9.2.2. List of Key Distributors and channel Partners
    • 9.2.3. List of Potential Customers/Listing
  • 9.3. Competitive Dynamics
    • 9.3.1. Competitive Benchmarking
    • 9.3.2. Strategy Mapping
    • 9.3.3. Heat Map Analysis
  • 9.4. Company Profiles/Listing
    • 9.4.1. Alegion
      • 9.4.1.1. Participant's overview
      • 9.4.1.2. Financial performance
      • 9.4.1.3. Type benchmarking
      • 9.4.1.4. Strategic initiatives
    • 9.4.2. Amazon Mechanical Turk, Inc.
      • 9.4.2.1. Participant's overview
      • 9.4.2.2. Financial performance
      • 9.4.2.3. Type benchmarking
      • 9.4.2.4. Strategic initiatives
    • 9.4.3. Appen Limited
      • 9.4.3.1. Participant's overview
      • 9.4.3.2. Financial performance
      • 9.4.3.3. Type benchmarking
      • 9.4.3.4. Strategic initiatives
    • 9.4.4. Clickworker GmbH
      • 9.4.4.1. Participant's overview
      • 9.4.4.2. Financial performance
      • 9.4.4.3. Type benchmarking
      • 9.4.4.4. Strategic initiatives
    • 9.4.5. CloudApp
      • 9.4.5.1. Participant's overview
      • 9.4.5.2. Financial performance
      • 9.4.5.3. Type benchmarking
      • 9.4.5.4. Strategic initiatives
    • 9.4.6. CloudFactory Limited
      • 9.4.6.1. Participant's overview
      • 9.4.6.2. Financial performance
      • 9.4.6.3. Type benchmarking
      • 9.4.6.4. Strategic initiatives
    • 9.4.7. Cogito Tech LLC
      • 9.4.7.1. Participant's overview
      • 9.4.7.2. Financial performance
      • 9.4.7.3. Type benchmarking
      • 9.4.7.4. Strategic initiatives
    • 9.4.8. Deep Systems, LLC
      • 9.4.8.1. Participant's overview
      • 9.4.8.2. Financial performance
      • 9.4.8.3. Type benchmarking
      • 9.4.8.4. Strategic initiatives
    • 9.4.9. edgecase.ai
      • 9.4.9.1. Participant's overview
      • 9.4.9.2. Financial performance
      • 9.4.9.3. Type benchmarking
      • 9.4.9.4. Strategic initiatives
    • 9.4.10. Explosion AI GmbH
      • 9.4.10.1. Participant's overview
      • 9.4.10.2. Financial performance
      • 9.4.10.3. Type benchmarking
      • 9.4.10.4. Strategic initiatives
    • 9.4.11. Heex Technologies
      • 9.4.11.1. Participant's overview
      • 9.4.11.2. Financial performance
      • 9.4.11.3. Type benchmarking
      • 9.4.11.4. Strategic initiatives
    • 9.4.12. Labelbox, Inc.
      • 9.4.12.1. Participant's overview
      • 9.4.12.2. Financial performance
      • 9.4.12.3. Type benchmarking
      • 9.4.12.4. Strategic initiatives
    • 9.4.13. Lotus Quality Assurance
      • 9.4.13.1. Participant's overview
      • 9.4.13.2. Financial performance
      • 9.4.13.3. Type benchmarking
      • 9.4.13.4. Strategic initiatives
    • 9.4.14. Mighty AI, Inc.
      • 9.4.14.1. Participant's overview
      • 9.4.14.2. Financial performance
      • 9.4.14.3. Type benchmarking
      • 9.4.14.4. Strategic initiatives
    • 9.4.15. Playment Inc.
      • 9.4.15.1. Participant's overview
      • 9.4.15.2. Financial performance
      • 9.4.15.3. Type benchmarking
      • 9.4.15.4. Strategic initiatives
    • 9.4.16. Scale AI
      • 9.4.16.1. Participant's overview
      • 9.4.16.2. Financial performance
      • 9.4.16.3. Type benchmarking
      • 9.4.16.4. Strategic initiatives
    • 9.4.17. Shaip
      • 9.4.17.1. Participant's overview
      • 9.4.17.2. Financial performance
      • 9.4.17.3. Type benchmarking
      • 9.4.17.4. Strategic initiatives
    • 9.4.18. Steldia Services Ltd.
      • 9.4.18.1. Participant's overview
      • 9.4.18.2. Financial performance
      • 9.4.18.3. Type benchmarking
      • 9.4.18.4. Strategic initiatives
    • 9.4.19. Tagtog Sp. z o.o.
      • 9.4.19.1. Participant's overview
      • 9.4.19.2. Financial performance
      • 9.4.19.3. Type benchmarking
      • 9.4.19.4. Strategic initiatives
    • 9.4.20. Trilldata Technologies Pvt Ltd
      • 9.4.20.1. Participant's overview
      • 9.4.20.2. Financial performance
      • 9.4.20.3. Type benchmarking
      • 9.4.20.4. Strategic initiatives
    • 9.4.21. Yandez LLC
      • 9.4.21.1. Participant's overview
      • 9.4.21.2. Financial performance
      • 9.4.21.3. Type benchmarking
      • 9.4.21.4. Strategic initiatives
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