Data Labeling Solution And Services Global Market Report 2025
상품코드:1704082
리서치사:The Business Research Company
발행일:On Demand Report
페이지 정보:영문 200 Pages
라이선스 & 가격 (부가세 별도)
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한글목차
데이터 라벨링 솔루션 및 서비스 시장 규모는 향후 수년간 연평균 24.4%의 성장률을 기록하며 2029년까지 489억 3,000만 달러 규모로 성장할 것으로 예상됩니다. 예측 기간 중의 성장은 IoT 기기의 보급, 엣지 컴퓨팅의 발전, 자율 시스템 채택 확대, 산업 특화 AI 용도의 부상, 데이터 프라이버시 및 보안에 대한 관심 증가에 기인하는 것으로 보입니다. 예측 기간의 주요 동향으로는 AI 기반 자동화의 통합, 인간과 기계의 하이브리드 라벨링 접근 방식의 부상, 전문화된 수직적 솔루션의 등장, 서비스형 데이터 라벨링(DLaaS)의 확대, 윤리적이고 편견 없는 라벨링 관행에 대한 관심 증가 등이 있습니다.
데이터 양의 급증으로 인해 데이터 라벨링 솔루션 및 서비스 시장은 지속적으로 확대될 것으로 예상됩니다. 데이터는 디지털 형태의 원시적 사실과 통계를 담고 있는 경우가 많으며, 디지털화의 진전과 상호 연결된 기기의 보급으로 인해 급속한 성장을 달성하고 있습니다. 이러한 방대한 데이터세트를 관리하기 위해서는 효율적인 데이터 라벨링 솔루션과 서비스가 필요하며, 데이터를 정리, 변환, 정리하고 효율적으로 분석할 수 있어야 합니다. 예를 들어 미국 기반의 비영리 컨소시엄인 리눅스 재단(Linux Foundation)이 2022년 12월 발표한 보고서에 따르면 최대 20페타바이트의 저장 용량을 가진 평균적인 최종사용자 조직의 연간 데이터 증가량은 2021년 566테라바이트(TB), 2022년 1,746테라바이트(TB)로 증가할 것으로 예상했습니다. 1,746 테라바이트(TB)에 달할 것으로 예상됩니다. 마찬가지로 스토리지 용량이 25페타바이트에 달하는 조직의 연간 데이터 증가량은 2022년 2,208TB에 달하고, 2021년(700TB)의 3배에 달할 것으로 예상됩니다. 따라서 데이터 양의 급증은 데이터 라벨링 솔루션 및 서비스 시장의 성장을 촉진할 것입니다.
데이터 라벨링 솔루션 및 서비스 시장의 주요 업체들은 데이터 라벨링을 자동화하고 데이터 어노테이션 프로세스의 효율성, 정확성, 확장성을 높이기 위해 대규모 언어 모델(LLM)을 탑재한 플랫폼 개발을 우선순위에 두고 있습니다. 다양한 언어와 도메인에 걸쳐 인간과 같은 텍스트를 이해하고 생성할 수 있는 첨단 AI 시스템입니다. 예를 들어 미국에 본사를 둔 기술 기업 Refuel AI Inc.는 2023년 10월 데이터 라벨링을 자동화하는 Refuel Cloud 플랫폼을 발표했습니다. 이 플랫폼은 대규모 언어 모델(Large Language Models, LLM)을 활용하여 다양한 산업군에 대한 데이터 정제, 라벨링, 보강을 대규모로 자동화하고, AI 학습을 위한 깨끗하고 정확한 라벨링 데이터세트를 단 몇 분 만에 제공합니다. Refuel Cloud의 혁신적인 접근 방식을 통해 데이터 팀은 데이터세트에 자연 언어로 라벨을 지정할 수 있으며, 효율성이 향상되고 인적 오류를 줄일 수 있습니다. 또한 리퓨얼 클라우드는 고객의 자체 클라우드 또는 온프레미스 환경 내에서 배포할 수 있으며, 데이터 보안을 강화하고 데이터 프라이버시 및 관리를 보장합니다.
목차
제1장 개요
제2장 시장의 특징
제3장 시장 동향과 전략
제4장 시장 - 금리, 인플레이션, 지정학, 신형 코로나바이러스 및 경기회복이 시장에 미치는 영향을 포함한 거시경제 시나리오
제5장 세계의 성장 분석과 전략 분석 프레임워크
세계 데이터 라벨링 솔루션과 서비스 PESTEL 분석(정치, 사회, 기술, 환경, 법적 요인, 촉진요인과 억제요인)
최종 용도 산업의 분석
세계의 데이터 라벨링 솔루션과 서비스 시장 : 성장률 분석
세계의 데이터 라벨링 솔루션과 서비스 시장 실적 : 규모와 성장, 2019-2024
세계의 데이터 라벨링 솔루션과 서비스 시장 예측 : 규모와 성장, 2024-2029, 2034F
세계 데이터 라벨링 솔루션과 서비스 TAM(Total Addressable Market)
제6장 시장 세분화
세계의 데이터 라벨링 솔루션과 서비스 시장 : 유형별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
문장
영상 또는 비디오
오디오
세계의 데이터 라벨링 솔루션과 서비스 시장 : 라벨 유형별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
매뉴얼
반감독
자동
세계의 데이터 라벨링 솔루션과 서비스 시장 : 조달 유형별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
사내
아웃소싱
세계의 데이터 라벨링 솔루션과 서비스 시장 : 업계별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
정보기술
자동차
정부
헬스케어
금융 서비스
소매
기타 업종
세계의 데이터 라벨링 솔루션과 서비스 시장, 텍스트의 서브 세분화, 유형별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
감정 분석
Ner(Named Entity Recognition)
텍스트 분류
텍스트 번역과 전사
문서 라벨링
Part-Of-Speech Tagging
Text Entity Linking
세계의 데이터 라벨링 솔루션과 서비스 시장, 영상 또는 비디오의 서브 세분화, 유형별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
물체 탐지와 위치 특정
영상 분류
시맨틱 세분화
경계 박스 라벨링
얼굴과 감정의 인식
오브젝트 추적을 위한 비디오 주석
씬 분류
액티비티와 제스처 인식
세계의 데이터 라벨링 솔루션과 서비스 시장, 오디오의 서브 세분화, 유형별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
음성 텍스트 트랜스크립션
오디오 분류
화자 식별과 인식
감정과 감정 탐지
사운드 이벤트 탐지
키워드 스포팅
음향 씬 분류
제7장 지역별·국가별 분석
세계의 데이터 라벨링 솔루션과 서비스 시장 : 지역별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
세계의 데이터 라벨링 솔루션과 서비스 시장 : 국가별, 실적과 예측, 2019-2024, 2024-2029F, 2034F
제8장 아시아태평양 시장
제9장 중국 시장
제10장 인도 시장
제11장 일본 시장
제12장 호주 시장
제13장 인도네시아 시장
제14장 한국 시장
제15장 서유럽 시장
제16장 영국 시장
제17장 독일 시장
제18장 프랑스 시장
제19장 이탈리아 시장
제20장 스페인 시장
제21장 동유럽 시장
제22장 러시아 시장
제23장 북미 시장
제24장 미국 시장
제25장 캐나다 시장
제26장 남미 시장
제27장 브라질 시장
제28장 중동 시장
제29장 아프리카 시장
제30장 경쟁 구도와 기업 개요
데이터 라벨링 솔루션과 서비스 시장 : 경쟁 구도
데이터 라벨링 솔루션과 서비스 시장 : 기업 개요
Google LLC Overview, Products and Services, Strategy and Financial Analysis
Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
Uber Technologies Inc. Overview, Products and Services, Strategy and Financial Analysis
제31장 기타 대기업과 혁신적 기업
Adobe Inc.
Telus International
CloudFactory Limited
iMerit Technology Services Private Limited
Databricks Inc.
Scale AI Inc.
Appen Limited
The Hive AI Inc.
BigID Inc.
Encord LLC
Labelbox Inc.
SuperAnnotate Inc.
Adept Technologies Limited
Kili Technology Inc.
Label Your Data LLC
제32장 세계의 시장 경쟁 벤치마킹과 대시보드
제33장 주요 합병과 인수
제34장 최근 시장 동향
제35장 시장의 잠재력이 높은 국가, 부문, 전략
데이터 라벨링 솔루션과 서비스 시장 2029 : 새로운 기회를 제공하는 국가
데이터 라벨링 솔루션과 서비스 시장 2029 : 새로운 기회를 제공하는 부문
데이터 라벨링 솔루션과 서비스 시장 2029 : 성장 전략
시장 동향에 기반한 전략
경쟁의 전략
제36장 부록
KSA
영문 목차
영문목차
Data labeling solutions and services involve the processes and tools utilized to annotate or label raw data, rendering it suitable for machine learning algorithms. These services offer scalable, accurate, and efficient labeling procedures, employing either human annotators or automated algorithms. Their primary objective is to ensure the production of high-quality labeled data, which is indispensable for enhancing the performance of AI models across diverse industries.
The primary categories of data labeling solutions and services include text, image or video, and audio. Text data labeling involves adding annotations or labels to textual data, such as articles, documents, or social media posts, to enhance its comprehension for machine learning algorithms. Labeling methods encompass manual, semi-supervised, and automatic approaches, while sourcing options include in-house and outsourced solutions. These services find applications across various sectors including information technology, automotive, government, healthcare, financial services, retail, and others.
The data labeling solution and services market research report is one of a series of new reports from The Business Research Company that provides data labeling solution and services market statistics, including data labeling solution and services industry global market size, regional shares, competitors with a data labeling solution and services market share, detailed data labeling solution and services market segments, market trends and opportunities, and any further data you may need to thrive in the data labeling solution and services industry. This data labeling solution and services market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.
The data labeling solution and services market size has grown exponentially in recent years. It will grow from $16.4 billion in 2024 to $20.45 billion in 2025 at a compound annual growth rate (CAGR) of 24.7%. The growth in the historic period can be attributed to the rise of machine learning and AI, increasing demand for labeled data, the emergence of computer vision applications, expansion of natural language processing (NLP), and growth of autonomous vehicles and robotics.
The data labeling solution and services market size is expected to see exponential growth in the next few years. It will grow to $48.93 billion in 2029 at a compound annual growth rate (CAGR) of 24.4%. The growth in the forecast period can be attributed to proliferation of IoT devices, advancements in edge computing, expanding adoption of autonomous systems, rise of industry-specific ai applications, and increasing focus on data privacy and security. Major trends in the forecast period include integration of AI-driven automation, rise of hybrid human-machine labeling approaches, the emergence of specialized vertical solutions, expansion of data labeling-as-a-service (DLaaS), and emphasis on ethical and bias-aware labeling practices.
The anticipated surge in data volume is set to propel the expansion of the data labeling solution and services market in the future. Data, encompassing raw facts and statistics often in digital form, is experiencing rapid growth due to increased digitalization and the proliferation of interconnected devices. Managing such vast datasets requires efficient data labeling solutions and services to clean, transform, and organize data for analysis effectively. For instance, in December 2022, according to a report published by the Linux Foundation, a US-based non-profit consortium, an average end-user organization with a storage capacity of up to 20 petabytes experienced annual data growth of 566 terabytes (TB) in 2021 and 1,746 terabyte (TB) in 2022. Similarly, annual data growth for organizations with a storage capacity of up to 25 petabytes reached a significant 2,208 TB in 2022, three times more than in 2021 (700 TB). Therefore, the rapidly growing volume of data will drive the growth of the data labeling solution and services market.
Key players in the data labeling solution and services market are prioritizing the development of platforms featuring Large Language Models (LLMs) to automate data labeling, thereby enhancing efficiency, accuracy, and scalability in data annotation processes. LLMs are advanced AI systems capable of understanding and generating human-like text across different languages and domains. For instance, in October 2023, Refuel AI Inc., a US-based technology company, launched the Refuel Cloud platform to automate data labeling. This platform leverages Large Language Models (LLMs) to automate data cleaning, labeling, and enrichment at scale for various industries, providing clean and accurately labeled datasets for AI training in minutes. Refuel Cloud's innovative approach allows data teams to specify dataset labels in natural language, enhancing efficiency and reducing human error. Additionally, Refuel Cloud offers enhanced data security by enabling deployment within a customer's own cloud or on-premises environment, ensuring data privacy and control.
In July 2021, Telus International, a Canada-based technology company, acquired Playment, an India-based provider of data labeling and annotation services. This strategic acquisition enhances Telus International's capability to meet the growing demand for diverse datasets and solidifies its position as a global leader in the data annotation market.
Major companies operating in the data labeling solution and services market are Google LLC, Amazon Web Services Inc., International Business Machines Corporation, Oracle Corporation, Uber Technologies Inc., Adobe Inc., Telus International, CloudFactory Limited, iMerit Technology Services Private Limited, Databricks Inc., Scale AI Inc., Appen Limited, The Hive AI Inc., BigID Inc., Encord LLC, Labelbox Inc., SuperAnnotate Inc., Adept Technologies Limited, Kili Technology Inc., Label Your Data LLC, Alegion Inc., SuperbAI Inc., Pure Moderation LLC, Data Labeler LLC, AI Data Innovations Inc., Amazon Mechanical Turk Inc., Cogito Tech LLC, Labellerr Inc., KeyMakr Inc.
North America was the largest region in the data labeling solution and services market in 2024. The regions covered in the data labeling solution and services market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.
The countries covered in the data labeling solution and services market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.
The data labeling solution and services market consists of revenues earned by entities by providing services such as text annotation services, audio annotation services, video annotation services, sensor data annotation, and quality assurance and data validation processes. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.
The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).
The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.
Data Labeling Solution And Services Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.
This report focuses on data labeling solution and services market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.
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Where is the largest and fastest growing market for data labeling solution and services ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward? The data labeling solution and services market global report from the Business Research Company answers all these questions and many more.
The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.
The market characteristics section of the report defines and explains the market.
The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
The forecasts are made after considering the major factors currently impacting the market. These include:
The forecasts are made after considering the major factors currently impacting the market. These include the Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.
Market segmentations break down the market into sub markets.
The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.
Scope
Markets Covered:1) By Type: Text; Image Or Video; Audio
2) By Labeling Type: Manual; Semi-Supervised; Automatic
3) By Sourcing Type: In-House; Outsourced
4) By Vertical: Information Technology; Automotive; Government; Healthcare; Financial Services; Retails; Other Verticals
Subsegments:
1) By Text: Sentiment Analysis; Named Entity Recognition (Ner); Text Classification; Text Translation And Transcription; Document Labeling; Part-Of-Speech Tagging; Text Entity Linking
2) By Image Or Video: Object Detection And Localization; Image Classification; Semantic Segmentation; Bounding Box Labeling; Face And Emotion Recognition; Video Annotation For Object Tracking; Scene Classification; Activity And Gesture Recognition
3) By Audio: Speech-To-Text Transcription; Audio Classification; Speaker Identification And Recognition; Sentiment And Emotion Detection; Sound Event Detection; Keyword Spotting; Acoustic Scene Classification
Companies Mentioned: Google LLC; Amazon Web Services Inc.; International Business Machines Corporation; Oracle Corporation; Uber Technologies Inc.
Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
Time series: Five years historic and ten years forecast.
Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
Data segmentations: country and regional historic and forecast data, market share of competitors, market segments.
Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
Delivery format: PDF, Word and Excel Data Dashboard.
Table of Contents
1. Executive Summary
2. Data Labeling Solution And Services Market Characteristics
3. Data Labeling Solution And Services Market Trends And Strategies
4. Data Labeling Solution And Services Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Covid And Recovery On The Market
5. Global Data Labeling Solution And Services Growth Analysis And Strategic Analysis Framework
5.1. Global Data Labeling Solution And Services PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
5.2. Analysis Of End Use Industries
5.3. Global Data Labeling Solution And Services Market Growth Rate Analysis
5.4. Global Data Labeling Solution And Services Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
5.5. Global Data Labeling Solution And Services Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
5.6. Global Data Labeling Solution And Services Total Addressable Market (TAM)
6. Data Labeling Solution And Services Market Segmentation
6.1. Global Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Text
Image Or Video
Audio
6.2. Global Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Manual
Semi-Supervised
Automatic
6.3. Global Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
In-House
Outsourced
6.4. Global Data Labeling Solution And Services Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Information Technology
Automotive
Government
Healthcare
Financial Services
Retail
Other Verticals
6.5. Global Data Labeling Solution And Services Market, Sub-Segmentation Of Text, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Sentiment Analysis
Named Entity Recognition (Ner)
Text Classification
Text Translation And Transcription
Document Labeling
Part-Of-Speech Tagging
Text Entity Linking
6.6. Global Data Labeling Solution And Services Market, Sub-Segmentation Of Image Or Video, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Object Detection And Localization
Image Classification
Semantic Segmentation
Bounding Box Labeling
Face And Emotion Recognition
Video Annotation For Object Tracking
Scene Classification
Activity And Gesture Recognition
6.7. Global Data Labeling Solution And Services Market, Sub-Segmentation Of Audio, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
Speech-To-Text Transcription
Audio Classification
Speaker Identification And Recognition
Sentiment And Emotion Detection
Sound Event Detection
Keyword Spotting
Acoustic Scene Classification
7. Data Labeling Solution And Services Market Regional And Country Analysis
7.1. Global Data Labeling Solution And Services Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
7.2. Global Data Labeling Solution And Services Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8. Asia-Pacific Data Labeling Solution And Services Market
8.1. Asia-Pacific Data Labeling Solution And Services Market Overview
Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
8.2. Asia-Pacific Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8.3. Asia-Pacific Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
8.4. Asia-Pacific Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
9. China Data Labeling Solution And Services Market
9.1. China Data Labeling Solution And Services Market Overview
9.2. China Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
9.3. China Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
9.4. China Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
10. India Data Labeling Solution And Services Market
10.1. India Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
10.2. India Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
10.3. India Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11. Japan Data Labeling Solution And Services Market
11.1. Japan Data Labeling Solution And Services Market Overview
11.2. Japan Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11.3. Japan Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
11.4. Japan Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12. Australia Data Labeling Solution And Services Market
12.1. Australia Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12.2. Australia Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
12.3. Australia Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13. Indonesia Data Labeling Solution And Services Market
13.1. Indonesia Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13.2. Indonesia Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
13.3. Indonesia Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14. South Korea Data Labeling Solution And Services Market
14.1. South Korea Data Labeling Solution And Services Market Overview
14.2. South Korea Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14.3. South Korea Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
14.4. South Korea Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15. Western Europe Data Labeling Solution And Services Market
15.1. Western Europe Data Labeling Solution And Services Market Overview
15.2. Western Europe Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15.3. Western Europe Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
15.4. Western Europe Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16. UK Data Labeling Solution And Services Market
16.1. UK Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16.2. UK Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
16.3. UK Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17. Germany Data Labeling Solution And Services Market
17.1. Germany Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17.2. Germany Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
17.3. Germany Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18. France Data Labeling Solution And Services Market
18.1. France Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18.2. France Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
18.3. France Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19. Italy Data Labeling Solution And Services Market
19.1. Italy Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19.2. Italy Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
19.3. Italy Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20. Spain Data Labeling Solution And Services Market
20.1. Spain Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20.2. Spain Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
20.3. Spain Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21. Eastern Europe Data Labeling Solution And Services Market
21.1. Eastern Europe Data Labeling Solution And Services Market Overview
21.2. Eastern Europe Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21.3. Eastern Europe Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
21.4. Eastern Europe Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22. Russia Data Labeling Solution And Services Market
22.1. Russia Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22.2. Russia Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
22.3. Russia Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23. North America Data Labeling Solution And Services Market
23.1. North America Data Labeling Solution And Services Market Overview
23.2. North America Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23.3. North America Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
23.4. North America Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24. USA Data Labeling Solution And Services Market
24.1. USA Data Labeling Solution And Services Market Overview
24.2. USA Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24.3. USA Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
24.4. USA Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25. Canada Data Labeling Solution And Services Market
25.1. Canada Data Labeling Solution And Services Market Overview
25.2. Canada Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25.3. Canada Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
25.4. Canada Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26. South America Data Labeling Solution And Services Market
26.1. South America Data Labeling Solution And Services Market Overview
26.2. South America Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26.3. South America Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
26.4. South America Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27. Brazil Data Labeling Solution And Services Market
27.1. Brazil Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27.2. Brazil Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
27.3. Brazil Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28. Middle East Data Labeling Solution And Services Market
28.1. Middle East Data Labeling Solution And Services Market Overview
28.2. Middle East Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28.3. Middle East Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
28.4. Middle East Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29. Africa Data Labeling Solution And Services Market
29.1. Africa Data Labeling Solution And Services Market Overview
29.2. Africa Data Labeling Solution And Services Market, Segmentation By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29.3. Africa Data Labeling Solution And Services Market, Segmentation By Labeling Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
29.4. Africa Data Labeling Solution And Services Market, Segmentation By Sourcing Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
30. Data Labeling Solution And Services Market Competitive Landscape And Company Profiles
30.1. Data Labeling Solution And Services Market Competitive Landscape
30.2. Data Labeling Solution And Services Market Company Profiles
30.2.1. Google LLC Overview, Products and Services, Strategy and Financial Analysis
30.2.2. Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
30.2.3. International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.4. Oracle Corporation Overview, Products and Services, Strategy and Financial Analysis
30.2.5. Uber Technologies Inc. Overview, Products and Services, Strategy and Financial Analysis
31. Data Labeling Solution And Services Market Other Major And Innovative Companies
31.1. Adobe Inc.
31.2. Telus International
31.3. CloudFactory Limited
31.4. iMerit Technology Services Private Limited
31.5. Databricks Inc.
31.6. Scale AI Inc.
31.7. Appen Limited
31.8. The Hive AI Inc.
31.9. BigID Inc.
31.10. Encord LLC
31.11. Labelbox Inc.
31.12. SuperAnnotate Inc.
31.13. Adept Technologies Limited
31.14. Kili Technology Inc.
31.15. Label Your Data LLC
32. Global Data Labeling Solution And Services Market Competitive Benchmarking And Dashboard
33. Key Mergers And Acquisitions In The Data Labeling Solution And Services Market
34. Recent Developments In The Data Labeling Solution And Services Market
35. Data Labeling Solution And Services Market High Potential Countries, Segments and Strategies
35.1 Data Labeling Solution And Services Market In 2029 - Countries Offering Most New Opportunities
35.2 Data Labeling Solution And Services Market In 2029 - Segments Offering Most New Opportunities
35.3 Data Labeling Solution And Services Market In 2029 - Growth Strategies