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市场调查报告书
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1589286

资料註释和标籤市场：按资料类型、註释类型、配置、应用程式和行业划分 - 2025-2030 年全球预测

Data Annotation & Labeling Market by Data Type (Audio, Image, Text), Annotation Type (Automatic, Manual, Semi-automatic), Deployment, Application, Vertical - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 186 Pages | 商品交期: 最快1-2个工作天内

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2023年资料註释和标籤市场规模为22.2亿美元，预计2024年将达到26.4亿美元，复合年增长率为19.54%，预计到2030年将达到77.6亿美元。

资料註释和标记是机器学习和人工智慧中的重要过程，对资料进行标记以提高演算法的准确性。这个过程的重要性因其在训练人工智慧系统（从自动驾驶汽车到虚拟助理等应用程式）中的作用而被放大。最终用途范围广泛，涵盖汽车、医疗保健和电子商务等行业，其中带註释的资料可以提高机器学习模型的准确性，并支援情感分析和物件检测等任务。由于人工智慧投资的增加和技术进步，对註释资料的需求正在迅速增加。巨量资料的激增和对复杂上下文资讯的需求是关键的成长要素，为专业和利基註释服务的发展提供了机会。此外，人工智慧主导的资料标籤工具的发展以提高效率和减少人为错误是一个有前途的创新领域。

主要市场统计
基准年[2023] 22.2亿美元
预测年份 [2024] 26.4亿美元
预测年份 [2030] 77.6亿美元
复合年增长率（%） 19.54%

然而，市场成长面临挑战，例如准确的资料註释需要高成本和时间投入，这可能是资源密集的。此外，品管仍然是一个主要问题，需要严格监控以确保註释的准确性。隐私问题和监管限制，尤其是敏感资料方面的限制，也是障碍。为了抓住市场机会，公司应该投资可扩展的註释平台，利用半监督学习和自动化流程来最大限度地减少手动工作、降低成本并提高一致性。最有前途的创新领域之一是开发涉及人工智慧和人类之间协作的註释系统，机器执行初步标记，人类微调结果以提高效率和准确性，使其相容。探索特定领域的註释标准并开拓开拓的市场（例如数位足迹不断扩大的新兴国家）可以产生显着的效益。市场是动态的，由快速的技术变革驱动，需要不断创新和适应。为了实现永续成长，公司必须适应监管环境，优先考虑资料安全，并对整个产业人工智慧采用趋势的变化保持敏感。

市场动态：揭示快速发展的资料註释和标籤市场的关键市场洞察

供需的动态交互作用正在改变资料註释和标籤市场。透过了解这些不断变化的市场动态，公司可以准备好做出明智的投资决策、完善策略决策并抓住新的商机。全面了解这些趋势可以帮助企业降低政治、地理、技术、社会和经济领域的风险，并了解消费行为及其对製造成本的影响，并更清楚地了解对采购趋势的影响。

  • 市场驱动因素
    • 在医学影像中更多地采用註释和标籤资料
    • 汽车和零售业越来越多地采用图像资料註释工具
    • 企业越来越多地采用资料註释进行文件检验
  • 市场限制因素
    • 资料註释工具不准确造成的限制
  • 市场机会
    • 将先进技术整合到资料註释和标籤系统中
    • 生产先进自动驾驶汽车的有利投资环境
  • 市场挑战
    • 缺乏熟练的工作专业人员

波特五力：驾驭资料註解与标籤市场的策略工具

波特的五力框架是理解市场竞争格局的重要工具。波特的五力框架为评估公司的竞争地位和探索策略机会提供了清晰的方法。该框架可帮助公司评估市场动态并确定新业务的盈利。这些见解使公司能够利用自己的优势，解决弱点并避免潜在的挑战，从而确保更强大的市场地位。

PESTLE分析：了解资料註释和标籤市场的外部影响

外部宏观环境因素在塑造资料註释和标籤市场的绩效动态方面发挥关键作用。对政治、经济、社会、技术、法律和环境因素的分析提供了应对这些影响所需的资讯。透过调查 PESTLE 因素，公司可以更了解潜在的风险和机会。这种分析可以帮助公司预测法规、消费者偏好和经济趋势的变化，并为他们做出积极主动的决策做好准备。

市场占有率分析 了解资料註释和标籤市场的竞争格局

对资料註释和标籤市场的详细市场占有率分析可以对供应商绩效进行全面评估。公司可以透过比较收益、客户群和成长率等关键指标来揭示其竞争地位。该分析揭示了市场集中、分散和整合的趋势，为供应商提供了製定策略决策所需的见解，以应对日益激烈的竞争。

FPNV定位矩阵资料标註与标籤市场供应商绩效评估

FPNV定位矩阵是评估资料註释和标籤市场供应商的重要工具。此矩阵允许业务组织根据供应商的商务策略和产品满意度评估供应商，从而做出符合其目标的明智决策。这四个象限使您能够清晰、准确地划分供应商，以确定最能满足您的策略目标的合作伙伴和解决方案。

策略分析与建议 绘製您在资料註释和标籤市场的成功之路

资料註释和标籤市场的策略分析对于旨在加强其在全球市场的影响力的公司至关重要。透过考虑关键资源、能力和绩效指标，公司可以识别成长机会并努力改进。这种方法使您能够克服竞争环境中的挑战，利用新的商机并取得长期成功。

本报告对市场进行了全面分析，涵盖关键重点领域：

1. 市场渗透率：详细检视当前市场环境、主要企业的广泛资料、评估其在市场中的影响力和整体影响力。

2. 市场开拓：辨识新兴市场的成长机会，评估现有领域的扩张潜力，并提供未来成长的策略蓝图。

3. 市场多元化：分析近期产品发布、开拓地区、关键产业进展、塑造市场的策略投资。

4. 竞争评估与情报：彻底分析竞争格局，检验市场占有率、业务策略、产品系列、认证、监理核准、专利趋势、主要企业的技术进步等。

5. 产品开发与创新：重点在于有望推动未来市场成长的最尖端科技、研发活动和产品创新。

我们也回答重要问题，帮助相关人员做出明智的决策：

1.目前的市场规模和未来的成长预测是多少？

2. 哪些产品、区隔市场和地区提供最佳投资机会？

3.塑造市场的主要技术趋势和监管影响是什么？

4.主要厂商的市场占有率和竞争地位如何？

5. 推动供应商市场进入和退出策略的收益来源和策略机会是什么？

目录

第一章 前言

第二章调查方法

第三章执行摘要

第四章市场概况

第五章市场洞察

  • 市场动态
    • 促进因素
      • 在医学影像中更多地采用註释和标籤资料
      • 汽车和零售业越来越多地采用图像资料註释工具
      • 企业采用资料註记进行文件检验的数量激增
    • 抑制因素
      • 与资料註释工具不准确相关的限制
    • 机会
      • 将先进技术整合到资料註释和标籤系统中
      • 有利于生产先进自动驾驶汽车的投资环境
    • 任务
      • 缺乏熟练的专业人员
  • 市场区隔分析
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 经济
    • 社群
    • 技术的
    • 合法地
    • 环境

第六章按资料类型分類的资料註释和标籤市场

  • 音讯的
  • 影像
  • 句子
  • 影片

第七章按註释类型分類的资料註释和标籤市场

  • 自动的
  • 手动的
  • 半自动

第八章资料註释与标籤市场：依发展划分

  • 在云端
  • 本地

第九章资料註释与标籤市场：依应用分类

  • 目录管理
  • 内容管理
  • 资料品管
  • 资料集管理
  • 安全性和合规性
  • 人力资源管理

第10章资料註释与标籤市场：按行业

  • 政府和 BFSI
  • 医疗保健和生命科学
  • 製造业
  • 零售/消费品
  • 通讯

第十一章美洲资料註释与标籤市场

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美国

第十二章亚太资料註释与标籤市场

  • 澳洲
  • 中国
  • 印度
  • 印尼
  • 日本
  • 马来西亚
  • 菲律宾
  • 新加坡
  • 韩国
  • 台湾
  • 泰国
  • 越南

第十三章欧洲、中东和非洲的资料註释和标籤市场

  • 丹麦
  • 埃及
  • 芬兰
  • 法国
  • 德国
  • 以色列
  • 义大利
  • 荷兰
  • 奈及利亚
  • 挪威
  • 波兰
  • 卡达
  • 俄罗斯
  • 沙乌地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公国
  • 英国

第14章竞争格局

  • 2023 年市场占有率分析
  • FPNV 定位矩阵，2023
  • 竞争情境分析
    • SciBite 发布结构化资料註释工具 Workbench - 消除表格形式资料管理的麻烦
    • 爱沙尼亚资料标籤Start-UpsCo-one 筹集 64 万欧元以推动人工智慧革命
    • RWS推出TrainAI 扩展人工智慧训练资讯服务
    • CloudFactory发布视觉AI新产品“加速标註”
    • TELUS International 完成全方位服务数位产品供应商 WillowTree 的收购
    • Consensus 宣布与基于集体的资料标籤公司 Centaur Labs 建立合作伙伴关係
    • Cigniti Technologies 收购 Aparaa Digital (RoundSqr)，一家 AI/ML、资料分析和区块链工程服务公司
    • T-AIMs 正在该州开发资料註释丛集，并已与 Tika Data 签署了谅解备忘录。
    • Primer 收购 LightTag，为端对端 NLP 平台增添资料标註功能
    • AIMMO 获得 1,200 万美元 A 轮融资，以推进资料标籤技术
  • 战略分析和建议

公司名单

  • Adobe Inc.
  • AI Data Innovation
  • AI Touch LLP
  • Alegion Inc.
  • Amazon Web Services, Inc.
  • Anolytics
  • Appen Ltd.
  • Atexto, LLC
  • Cape Start Inc.
  • Capgemini SE
  • Clarifai, Inc.
  • Clickworker GmbH
  • Cloud Factory Limited
  • Cogito Tech LLC
  • Data Pure
  • Dataloop Ltd.
  • Datarade GmbH
  • Datasur Inc.
  • Deepen AI, Inc.
  • Defined Crowd Corporation
  • Fidel Softech Ltd.
  • Flatworld Solutions Pvt. Ltd.
  • Google LLC
  • Hitech Digital Solutions LLP
  • iMerit
  • International Business Machines Corporation
  • John Snow Labs Inc.
  • Keylabs.ai Ltd.
  • Kili Technology SAS
  • Labelbox, Inc.
  • LightTag Inc.
  • Netscribes
  • Oracle Corporation
  • Precise BPO Solution
  • RWS Holdings PLC
  • Samasource Impact Sourcing, Inc.
  • Scale AI, Inc.
  • Segment.ai
  • Shaip
  • Steldia Services Ltd.
  • Straive
  • SunTec.AI
  • SuperAnnotate AI, Inc.
  • SupportYourApp, Inc.
  • TELUS International
  • TransPerfect Global, Inc.
  • UnderstandAI GmbH
  • V7 Ltd.
  • Wovenware, Inc.
Product Code: MRR-6723692285B0

The Data Annotation & Labeling Market was valued at USD 2.22 billion in 2023, expected to reach USD 2.64 billion in 2024, and is projected to grow at a CAGR of 19.54%, to USD 7.76 billion by 2030.

Data annotation and labeling is a critical process in machine learning and artificial intelligence, where data is tagged to enhance the accuracy of algorithms. The importance of this process is magnified by its role in training AI systems, spanning applications from autonomous vehicles to virtual assistants. The end-use scope is expansive, spanning industries such as automotive, healthcare, and e-commerce, where annotated data improves machine learning model precision, enabling tasks like sentiment analysis or object detection. Demand for annotated data has soared, driven by increasing investments in AI and technological advancements. The proliferation of big data and the need for refined contextual information stands as a key growth factor, opening opportunities in developing specialized, niche annotation services. Furthermore, the evolution of AI-driven data labeling tools that enhance efficiency and reduce human error is a promising area of innovation.

KEY MARKET STATISTICS
Base Year [2023] USD 2.22 billion
Estimated Year [2024] USD 2.64 billion
Forecast Year [2030] USD 7.76 billion
CAGR (%) 19.54%

However, market growth faces challenges such as the high costs and time investment required for accurate data annotation, which can be resource-intensive. Furthermore, quality control remains a substantial concern, necessitating rigorous oversight to ensure annotation precision. Privacy issues and regulatory constraints, especially with sensitive data, also pose barriers. To seize market opportunities, businesses should invest in scalable annotation platforms that leverage semi-supervised learning and automated processes to minimize manual work, thereby reducing costs and enhancing consistency. One of the most promising areas for innovation is the development of collaborative AI-human annotation systems, where machines perform preliminary labeling, and humans fine-tune outcomes, combining efficiency with accuracy. Research into domain-specific annotation standards and exploring untapped markets, like emerging economies, with growing digital footprints, could yield significant benefits. The market is dynamic, driven by rapid technological changes, and requires continuous innovation and adaptation. For sustained growth, companies must navigate the regulatory landscape adeptly, prioritize data security, and stay attuned to shifts in AI adoption trends across industries.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Data Annotation & Labeling Market

The Data Annotation & Labeling Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

  • Market Drivers
    • Rising adoption of annotation and labeling data in medical imaging
    • Increasing adoption of image data annotation tools in the automotive and retail sector
    • Upsurging adoption of data annotation for document verification in corporate settings
  • Market Restraints
    • Constraints associated with the inaccuracy of data annotation tools
  • Market Opportunities
    • Integration of advanced technologies in data annotation and labeling systems
    • Favorable investment landscape for production of advanced autonomous vehicles
  • Market Challenges
    • Dearth of skilled working professionals

Porter's Five Forces: A Strategic Tool for Navigating the Data Annotation & Labeling Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Data Annotation & Labeling Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Data Annotation & Labeling Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Data Annotation & Labeling Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Data Annotation & Labeling Market

A detailed market share analysis in the Data Annotation & Labeling Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Data Annotation & Labeling Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Data Annotation & Labeling Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Data Annotation & Labeling Market

A strategic analysis of the Data Annotation & Labeling Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Data Annotation & Labeling Market, highlighting leading vendors and their innovative profiles. These include Adobe Inc., AI Data Innovation, AI Touch LLP, Alegion Inc., Amazon Web Services, Inc., Anolytics, Appen Ltd., Atexto, LLC, Cape Start Inc., Capgemini SE, Clarifai, Inc., Clickworker GmbH, Cloud Factory Limited, Cogito Tech LLC, Data Pure, Dataloop Ltd., Datarade GmbH, Datasur Inc., Deepen AI, Inc., Defined Crowd Corporation, Fidel Softech Ltd., Flatworld Solutions Pvt. Ltd., Google LLC, Hitech Digital Solutions LLP, iMerit, International Business Machines Corporation, John Snow Labs Inc., Keylabs.ai Ltd., Kili Technology SAS, Labelbox, Inc., LightTag Inc., Netscribes, Oracle Corporation, Precise BPO Solution, RWS Holdings PLC, Samasource Impact Sourcing, Inc., Scale AI, Inc., Segment.ai, Shaip, Steldia Services Ltd., Straive, SunTec.AI, SuperAnnotate AI, Inc., SupportYourApp, Inc., TELUS International, TransPerfect Global, Inc., UnderstandAI GmbH, V7 Ltd., and Wovenware, Inc..

Market Segmentation & Coverage

This research report categorizes the Data Annotation & Labeling Market to forecast the revenues and analyze trends in each of the following sub-markets:

  • Based on Data Type, market is studied across Audio, Image, Text, and Video.
  • Based on Annotation Type, market is studied across Automatic, Manual, and Semi-automatic.
  • Based on Deployment, market is studied across On-Cloud and On-Premise.
  • Based on Application, market is studied across Catalogue Management, Content Management, Data Quality Control, Data Set Management, Security & Compliance, and Workforce Management.
  • Based on Vertical, market is studied across Government & BFSI, Healthcare & Life Science, Manufacturing, Retail & Consumer Goods, and Telecommunication.
  • Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

  • 2.1. Define: Research Objective
  • 2.2. Determine: Research Design
  • 2.3. Prepare: Research Instrument
  • 2.4. Collect: Data Source
  • 2.5. Analyze: Data Interpretation
  • 2.6. Formulate: Data Verification
  • 2.7. Publish: Research Report
  • 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Market Dynamics
    • 5.1.1. Drivers
      • 5.1.1.1. Rising adoption of annotation and labeling data in medical imaging
      • 5.1.1.2. Increasing adoption of image data annotation tools in the automotive and retail sector
      • 5.1.1.3. Upsurging adoption of data annotation for document verification in corporate settings
    • 5.1.2. Restraints
      • 5.1.2.1. Constraints associated with the inaccuracy of data annotation tools
    • 5.1.3. Opportunities
      • 5.1.3.1. Integration of advanced technologies in data annotation and labeling systems
      • 5.1.3.2. Favorable investment landscape for production of advanced autonomous vehicles
    • 5.1.4. Challenges
      • 5.1.4.1. Dearth of skilled working professionals
  • 5.2. Market Segmentation Analysis
  • 5.3. Porter's Five Forces Analysis
    • 5.3.1. Threat of New Entrants
    • 5.3.2. Threat of Substitutes
    • 5.3.3. Bargaining Power of Customers
    • 5.3.4. Bargaining Power of Suppliers
    • 5.3.5. Industry Rivalry
  • 5.4. PESTLE Analysis
    • 5.4.1. Political
    • 5.4.2. Economic
    • 5.4.3. Social
    • 5.4.4. Technological
    • 5.4.5. Legal
    • 5.4.6. Environmental

6. Data Annotation & Labeling Market, by Data Type

  • 6.1. Introduction
  • 6.2. Audio
  • 6.3. Image
  • 6.4. Text
  • 6.5. Video

7. Data Annotation & Labeling Market, by Annotation Type

  • 7.1. Introduction
  • 7.2. Automatic
  • 7.3. Manual
  • 7.4. Semi-automatic

8. Data Annotation & Labeling Market, by Deployment

  • 8.1. Introduction
  • 8.2. On-Cloud
  • 8.3. On-Premise

9. Data Annotation & Labeling Market, by Application

  • 9.1. Introduction
  • 9.2. Catalogue Management
  • 9.3. Content Management
  • 9.4. Data Quality Control
  • 9.5. Data Set Management
  • 9.6. Security & Compliance
  • 9.7. Workforce Management

10. Data Annotation & Labeling Market, by Vertical

  • 10.1. Introduction
  • 10.2. Government & BFSI
  • 10.3. Healthcare & Life Science
  • 10.4. Manufacturing
  • 10.5. Retail & Consumer Goods
  • 10.6. Telecommunication

11. Americas Data Annotation & Labeling Market

  • 11.1. Introduction
  • 11.2. Argentina
  • 11.3. Brazil
  • 11.4. Canada
  • 11.5. Mexico
  • 11.6. United States

12. Asia-Pacific Data Annotation & Labeling Market

  • 12.1. Introduction
  • 12.2. Australia
  • 12.3. China
  • 12.4. India
  • 12.5. Indonesia
  • 12.6. Japan
  • 12.7. Malaysia
  • 12.8. Philippines
  • 12.9. Singapore
  • 12.10. South Korea
  • 12.11. Taiwan
  • 12.12. Thailand
  • 12.13. Vietnam

13. Europe, Middle East & Africa Data Annotation & Labeling Market

  • 13.1. Introduction
  • 13.2. Denmark
  • 13.3. Egypt
  • 13.4. Finland
  • 13.5. France
  • 13.6. Germany
  • 13.7. Israel
  • 13.8. Italy
  • 13.9. Netherlands
  • 13.10. Nigeria
  • 13.11. Norway
  • 13.12. Poland
  • 13.13. Qatar
  • 13.14. Russia
  • 13.15. Saudi Arabia
  • 13.16. South Africa
  • 13.17. Spain
  • 13.18. Sweden
  • 13.19. Switzerland
  • 13.20. Turkey
  • 13.21. United Arab Emirates
  • 13.22. United Kingdom

14. Competitive Landscape

  • 14.1. Market Share Analysis, 2023
  • 14.2. FPNV Positioning Matrix, 2023
  • 14.3. Competitive Scenario Analysis
    • 14.3.1. SciBite Launches Workbench, a Structured Data Annotation Tool - Taking the Effort Out of Tabular Data Curation
    • 14.3.2. Estonian data labeling startup Co-one secures €640K round to power AI revolution
    • 14.3.3. RWS Expands AI Training Data Services With Launch of TrainAI
    • 14.3.4. CloudFactory launches Accelerated Annotation, a new Vision AI product
    • 14.3.5. TELUS International completes acquisition of WillowTree, a full-service digital product provider
    • 14.3.6. Consensus Announces Their Partnership With Collective Based Data Labeling Company Centaur Labs
    • 14.3.7. Cigniti Technologies to Acquire Aparaa Digital (RoundSqr), an AI/ML, Data Analytics, and Blockchain Engineering Services Company
    • 14.3.8. T-AIMs for data annotation clusters in state, inks MoU with Tika Data
    • 14.3.9. Primer Acquires LightTag, Adds Data Labeling to End-to-end NLP Platform
    • 14.3.10. AIMMO bags $12M Series A to advance data labeling technology
  • 14.4. Strategy Analysis & Recommendation

Companies Mentioned

  • 1. Adobe Inc.
  • 2. AI Data Innovation
  • 3. AI Touch LLP
  • 4. Alegion Inc.
  • 5. Amazon Web Services, Inc.
  • 6. Anolytics
  • 7. Appen Ltd.
  • 8. Atexto, LLC
  • 9. Cape Start Inc.
  • 10. Capgemini SE
  • 11. Clarifai, Inc.
  • 12. Clickworker GmbH
  • 13. Cloud Factory Limited
  • 14. Cogito Tech LLC
  • 15. Data Pure
  • 16. Dataloop Ltd.
  • 17. Datarade GmbH
  • 18. Datasur Inc.
  • 19. Deepen AI, Inc.
  • 20. Defined Crowd Corporation
  • 21. Fidel Softech Ltd.
  • 22. Flatworld Solutions Pvt. Ltd.
  • 23. Google LLC
  • 24. Hitech Digital Solutions LLP
  • 25. iMerit
  • 26. International Business Machines Corporation
  • 27. John Snow Labs Inc.
  • 28. Keylabs.ai Ltd.
  • 29. Kili Technology SAS
  • 30. Labelbox, Inc.
  • 31. LightTag Inc.
  • 32. Netscribes
  • 33. Oracle Corporation
  • 34. Precise BPO Solution
  • 35. RWS Holdings PLC
  • 36. Samasource Impact Sourcing, Inc.
  • 37. Scale AI, Inc.
  • 38. Segment.ai
  • 39. Shaip
  • 40. Steldia Services Ltd.
  • 41. Straive
  • 42. SunTec.AI
  • 43. SuperAnnotate AI, Inc.
  • 44. SupportYourApp, Inc.
  • 45. TELUS International
  • 46. TransPerfect Global, Inc.
  • 47. UnderstandAI GmbH
  • 48. V7 Ltd.
  • 49. Wovenware, Inc.

LIST OF FIGURES

  • FIGURE 1. DATA ANNOTATION & LABELING MARKET RESEARCH PROCESS
  • FIGURE 2. DATA ANNOTATION & LABELING MARKET SIZE, 2023 VS 2030
  • FIGURE 3. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 4. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 6. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2023 VS 2030 (%)
  • FIGURE 7. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 8. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2023 VS 2030 (%)
  • FIGURE 9. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 10. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2023 VS 2030 (%)
  • FIGURE 11. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 12. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2023 VS 2030 (%)
  • FIGURE 13. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 14. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2023 VS 2030 (%)
  • FIGURE 15. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 16. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 17. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 18. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY STATE, 2023 VS 2030 (%)
  • FIGURE 19. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 20. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 21. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 22. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 23. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 24. DATA ANNOTATION & LABELING MARKET SHARE, BY KEY PLAYER, 2023
  • FIGURE 25. DATA ANNOTATION & LABELING MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

  • TABLE 1. DATA ANNOTATION & LABELING MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
  • TABLE 3. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, 2018-2030 (USD MILLION)
  • TABLE 4. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 5. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 6. DATA ANNOTATION & LABELING MARKET DYNAMICS
  • TABLE 7. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 8. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY AUDIO, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 9. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY IMAGE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 10. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY TEXT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 11. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VIDEO, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 12. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 13. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY AUTOMATIC, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 14. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY MANUAL, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 15. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY SEMI-AUTOMATIC, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 16. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 17. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ON-CLOUD, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 18. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 19. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 20. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY CATALOGUE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 21. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY CONTENT MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 22. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA QUALITY CONTROL, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 23. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA SET MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 24. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY SECURITY & COMPLIANCE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 25. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY WORKFORCE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 26. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 27. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY GOVERNMENT & BFSI, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 28. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY HEALTHCARE & LIFE SCIENCE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 29. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 30. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY RETAIL & CONSUMER GOODS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 31. GLOBAL DATA ANNOTATION & LABELING MARKET SIZE, BY TELECOMMUNICATION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 32. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 33. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 34. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 35. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 36. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 37. AMERICAS DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 38. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 39. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 40. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 41. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 42. ARGENTINA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 43. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 44. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 45. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 46. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 47. BRAZIL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 48. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 49. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 50. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 51. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 52. CANADA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 53. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 54. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 55. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 56. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 57. MEXICO DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 58. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 59. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 60. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 61. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 62. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 63. UNITED STATES DATA ANNOTATION & LABELING MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
  • TABLE 64. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 65. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 66. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 67. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 68. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 69. ASIA-PACIFIC DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 70. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 71. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 72. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 73. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 74. AUSTRALIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 75. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 76. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 77. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 78. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 79. CHINA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 80. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 81. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 82. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 83. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 84. INDIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 85. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 86. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 87. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 88. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 89. INDONESIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 90. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 91. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 92. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 93. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 94. JAPAN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 95. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 96. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 97. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 98. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 99. MALAYSIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 100. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 101. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 102. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 103. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 104. PHILIPPINES DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 105. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 106. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 107. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 108. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 109. SINGAPORE DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 110. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 111. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 112. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 113. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 114. SOUTH KOREA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 115. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 116. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 117. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 118. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 119. TAIWAN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 120. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 121. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 122. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 123. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 124. THAILAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 125. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 126. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 127. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 128. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 129. VIETNAM DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 130. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 131. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 132. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 133. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 134. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 135. EUROPE, MIDDLE EAST & AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 136. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 137. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 138. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 139. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 140. DENMARK DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 141. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 142. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 143. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 144. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 145. EGYPT DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 146. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 147. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 148. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 149. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 150. FINLAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 151. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 152. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 153. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 154. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 155. FRANCE DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 156. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 157. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 158. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 159. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 160. GERMANY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 161. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 162. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 163. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 164. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 165. ISRAEL DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 166. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 167. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 168. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 169. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 170. ITALY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 171. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 172. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 173. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 174. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 175. NETHERLANDS DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 176. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 177. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 178. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 179. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 180. NIGERIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 181. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 182. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 183. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 184. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 185. NORWAY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 186. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 187. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 188. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 189. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 190. POLAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 191. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 192. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 193. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 194. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 195. QATAR DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 196. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 197. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 198. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 199. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 200. RUSSIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 201. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 202. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 203. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 204. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 205. SAUDI ARABIA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 206. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 207. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 208. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 209. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 210. SOUTH AFRICA DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 211. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 212. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 213. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 214. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 215. SPAIN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 216. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 217. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 218. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 219. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 220. SWEDEN DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 221. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 222. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 223. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 224. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 225. SWITZERLAND DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 226. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 227. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 228. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 229. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 230. TURKEY DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 231. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 232. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 233. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 234. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 235. UNITED ARAB EMIRATES DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 236. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY DATA TYPE, 2018-2030 (USD MILLION)
  • TABLE 237. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY ANNOTATION TYPE, 2018-2030 (USD MILLION)
  • TABLE 238. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
  • TABLE 239. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
  • TABLE 240. UNITED KINGDOM DATA ANNOTATION & LABELING MARKET SIZE, BY VERTICAL, 2018-2030 (USD MILLION)
  • TABLE 241. DATA ANNOTATION & LABELING MARKET SHARE, BY KEY PLAYER, 2023
  • TABLE 242. DATA ANNOTATION & LABELING MARKET, FPNV POSITIONING MATRIX, 2023