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市場調查報告書
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1589286

資料註釋和標籤市場：按資料類型、註釋類型、配置、應用程式和行業分類 - 2025-2030 年全球預測

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個工作天內

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2023年資料註釋和標籤市場規模為22.2億美元，預計2024年將達到26.4億美元，複合年成長率為19.54%，預計到2030年將達到77.6億美元。

資料註釋和標記是機器學習和人工智慧中的重要過程，對資料進行標記以提高演算法的準確性。這個過程的重要性因其在訓練人工智慧系統（從自動駕駛汽車到虛擬助理等應用程式）中的作用而被放大。最終用途範圍廣泛，涵蓋汽車、醫療保健和電子商務等行業，其中帶註釋的資料可以提高機器學習模型的準確性，並支援情感分析和物件檢測等任務。由於人工智慧投資的增加和技術進步，對註釋資料的需求正在迅速增加。巨量資料的激增和對複雜上下文資訊的需求是關鍵的成長要素，為專業和利基註釋服務的發展提供了機會。此外，人工智慧主導的資料標籤工具的發展以提高效率和減少人為錯誤是一個有前途的創新領域。

主要市場統計
基準年[2023] 22.2億美元
預測年份 [2024] 26.4億美元
預測年份 [2030] 77.6億美元
複合年成長率（%） 19.54%

然而，市場成長面臨挑戰，例如準確的資料註釋需要高成本和時間投入，這可能是資源密集的。此外，品管仍然是一個主要問題，需要嚴格監控以確保註釋的準確性。隱私問題和監管限制，尤其是敏感資料方面的限制，也是障礙。為了抓住市場機會，公司應該投資可擴展的註釋平台，利用半監督學習和自動化流程來最大限度地減少手動工作、降低成本並提高一致性。最有前途的創新領域之一是開發涉及人工智慧和人類之間協作的註釋系統，機器執行初步標記，人類微調結果以提高效率和準確性，使其相容。探索特定領域的註釋標準並開拓開拓的市場（例如數位足跡不斷擴大的新興國家）可以產生顯著的效益。市場是動態的，由快速的技術變革驅動，需要不斷創新和適應。為了實現永續成長，公司必須適應監管環境，優先考慮資料安全，並對整個產業人工智慧採用趨勢的變化保持敏感。

市場動態：揭示快速發展的資料註釋和標籤市場的關鍵市場洞察

供需的動態交互作用正在改變資料註釋和標籤市場。透過了解這些不斷變化的市場動態，公司可以準備好做出明智的投資決策、完善策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險，並了解消費行為及其對製造成本的影響，並更清楚地了解對採購趨勢的影響。

  • 市場促進因素
    • 在醫學影像中更多地採用註釋和標籤資料
    • 汽車和零售業擴大採用圖像資料註釋工具
    • 企業擴大採用資料註釋進行文件檢驗
  • 市場限制因素
    • 資料註釋工具不準確造成的限制
  • 市場機會
    • 將先進技術整合到資料註釋和標籤系統中
    • 生產先進自動駕駛汽車的有利投資環境
  • 市場挑戰
    • 缺乏熟練的工作專業人員

波特五力：駕馭資料註解與標籤市場的策略工具

波特的五力框架是理解市場競爭格局的重要工具。波特的五力框架為評估公司的競爭地位和探索策略機會提供了清晰的方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢，解決弱點並避免潛在的挑戰，從而確保更強大的市場地位。

PESTLE分析：了解資料註釋和標籤市場的外部影響

外部宏觀環境因素在塑造資料註釋和標籤市場的績效動態方面發揮關鍵作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素，公司可以更了解潛在的風險和機會。這種分析可以幫助公司預測法規、消費者偏好和經濟趨勢的變化，並為他們做出積極主動的決策做好準備。

市場佔有率分析 了解資料註釋和標籤市場的競爭格局

對資料註釋和標籤市場的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、分散和整合的趨勢，為供應商提供了製定策略決策所需的見解，以應對日益激烈的競爭。

FPNV定位矩陣資料標註與標籤市場供應商績效評估

FPNV定位矩陣是評估資料註釋和標籤市場供應商的重要工具。此矩陣允許業務組織根據供應商的商務策略和產品滿意度評估供應商，從而做出符合其目標的明智決策。這四個象限使您能夠清晰、準確地分類供應商，以確定最能滿足您的策略目標的合作夥伴和解決方案。

策略分析與建議 繪製您在資料註釋和標籤市場的成功之路

資料註釋和標籤市場的策略分析對於旨在加強其在全球市場的影響力的公司至關重要。透過考慮關鍵資源、能力和績效指標，公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭環境中的挑戰，利用新的商機並取得長期成功。

本報告對市場進行了全面分析，涵蓋關鍵重點領域：

1. 市場滲透率：詳細檢視當前市場環境、主要企業的廣泛資料、評估其在市場中的影響力和整體影響力。

2. 市場開拓：辨識新興市場的成長機會，評估現有領域的擴張潛力，並提供未來成長的策略藍圖。

3. 市場多元化：分析近期產品發布、開拓地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報：徹底分析競爭格局，檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5. 產品開發與創新：重點在於有望推動未來市場成長的最尖端科技、研發活動和產品創新。

我們也回答重要問題，幫助相關人員做出明智的決策：

1.目前的市場規模和未來的成長預測是多少？

2. 哪些產品、區隔市場和地區提供最佳投資機會？

3.塑造市場的主要技術趨勢和監管影響是什麼？

4.主要廠商的市場佔有率和競爭地位如何？

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼？

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 在醫學影像中更多地採用註釋和標籤資料
      • 汽車和零售業擴大採用圖像資料註釋工具
      • 企業採用資料註記進行文件檢驗的數量激增
    • 抑制因素
      • 與資料註釋工具不準確相關的限制
    • 機會
      • 將先進技術整合到資料註釋和標籤系統中
      • 有利於生產先進自動駕駛汽車的投資環境
    • 任務
      • 缺乏熟練的專業人員
  • 市場區隔分析
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 經濟
    • 社群
    • 技術的
    • 合法地
    • 環境

第6章按資料類型分類的資料註釋和標籤市場

  • 音訊的
  • 影像
  • 句子
  • 影片

第7章按註釋類型分類的資料註釋和標籤市場

  • 自動的
  • 手動的
  • 半自動

第8章資料註釋與標籤市場：依發展分類

  • 在雲端
  • 本地

第9章資料註釋與標籤市場：依應用分類

  • 目錄管理
  • 內容管理
  • 資料品管
  • 資料集管理
  • 安全性和合規性
  • 人力資源管理

第10章資料註釋與標籤市場：按行業

  • 政府和 BFSI
  • 醫療保健和生命科學
  • 製造業
  • 零售/消費品
  • 通訊

第11章美洲資料註釋與標籤市場

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第12章亞太資料註釋與標籤市場

  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第13章歐洲、中東和非洲的資料註釋和標籤市場

  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第14章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣，2023
  • 競爭情境分析
    • SciBite 發布結構化資料註釋工具 Workbench - 消除表格形式資料管理的麻煩
    • 愛沙尼亞資料標籤Start-UpsCo-one 籌集 64 萬歐元以推動人工智慧革命
    • RWS推出TrainAI 擴展人工智慧訓練資訊服務
    • CloudFactory發布視覺AI新產品“加速標註”
    • TELUS International 完成全方位服務數位產品供應商 WillowTree 的收購
    • Consensus 宣布與基於集體的資料標籤公司 Centaur Labs 建立合作夥伴關係
    • Cigniti Technologies 收購 Aparaa Digital (RoundSqr)，一家 AI/ML、資料分析和區塊鏈工程服務公司
    • T-AIMs 正在該州開發資料註釋叢集，並已與 Tika Data 簽署了合作備忘錄。
    • Primer 收購 LightTag，為端對端 NLP 平台增添資料標註功能
    • AIMMO 獲得 1,200 萬美元 A 輪融資，以推進資料標籤技術
  • 戰略分析和建議

公司名單

  • 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