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市場調查報告書
商品編碼
1611202

全球資料收集和標籤市場規模、佔有率和趨勢分析報告：按資料類型、產業、地區和細分市場預測（2025-2030）

Data Collection And Labeling Market Size, Share & Trends Analysis Report By Data Type (Text, Image/Video, Audio), By Vertical (Automotive, Government, Healthcare, BFSI, Retail & E-commerce), By Region, And Segment Forecasts, 2025 - 2030
出版日期: | 出版商: Grand View Research | 英文 100 Pages | 商品交期: 2-10個工作天內

價格

資料收集和標籤市場的成長和趨勢：

Grand View Research, Inc.最新報告顯示，到2030年，全球資料收集和標籤市場預計將達到171億美元，2025年至2030年複合年成長率為28.4%。

資料收集和標記是指從各種來源收集資料集並根據其特徵進行標記。這包括按資料類型和特徵進行分類。資料收集及其註釋與人工智慧技術相結合，正在為遊戲、社交網路和電子商務等多個行業創造寶貴的成長機會。

例如，兩個最大的社群網路平台 Twitter 和 Facebook 在受眾參與方面受益於影像處理技術。公司使用資料標籤平台來識別機器學習模型的原始資料。原始資料包括文字、影片、音訊等。例如，2022 年 5 月，註釋工具和資料標籤平台供應商 Heartex, Inc. 宣布獲得 2,500 萬美元的 A 輪資金籌措。這筆資金將用於人工智慧主導的開放原始碼資料標籤平台。該平台旨在支援各種人工智慧用例的標籤工作流程，包括報告、資料品管和分析功能。

隨著數位捕捉設備，特別是智慧型手機內建相機的出現，影像和影片等數位內容的數量急劇增加。許多視覺和數位資訊是透過多個應用程式、網站、社交網路和其他數位管道捕獲和共用的。一些公司正在利用這些線上內容來更具創新性，並使用資料註釋提供更好的客戶服務。例如，美國科技新興企業Scale AI, Inc. 為 Waymo LLC、Lyft, Inc.、Zoox 和豐田研究院等自動駕駛汽車客戶提供有價值的資料標記服務。

然而，資料清理仍然是與資料標記相關的重要挑戰。此外，考慮到開發機器學習模型所需的時間、複雜性和成本，許多公司可能需要更多資源來產生可接受且準確的結果。因此，一些公司正在採取策略性舉措來擴展基於人工智慧的資料收集業務。例如，2020年7月，微軟收購了美國資料管理解決方案供應商Orions Digital Systems, Inc.，以增強其Dynamics 365 Connected Store的功能。此次收購預計將擴大電腦視覺和物聯網感測器的使用，幫助零售商更好地了解客戶行為並管理實體空間。

資料收集和標籤市場報告的亮點

  • 由基於雲端基礎的應用程式和電信業者提供的自動圖像組織是資料收集的最常見用途之一，用於改善用戶體驗並吸引客戶對該技術的關注。
  • 臉部辨識擴大在重要的公共空間和活動中得到應用，因為它具有多種好處，包括提高安全性和自動身份驗證。
  • 科技巨頭提供的大規模雲端託管人工智慧和機器學習平台的出現導致了臉部辨識、物件辨識和地標檢測等多種功能的資料註釋的實現。
  • 數影像處理和行動運算平台在各種數位購物和文件檢驗應用中的不斷整合正在推動市場成長。

目錄

第1章調查方法和範圍

第 2 章執行摘要

第3章資料收集和標籤市場變數、趨勢和範圍

  • 市場介紹/系統展望
  • 產業價值鏈分析
  • 市場動態
    • 市場促進因素分析
    • 市場限制因素分析
    • 行業機會
    • 產業挑戰
  • 資料收集和標籤市場分析工具
    • 波特的分析
    • PESTEL分析

第4章資料收集和標籤市場：資料類型估計和趨勢分析

  • 細分儀表板
  • 資料收集與標籤市場：資料類型變化分析（2024/2030）
  • 句子
  • 圖片/影片
  • 聲音的

第5章資料收集/標籤市場：產業預測/趨勢分析

  • 細分儀表板
  • 資料收集/標籤市場：產業變化分析（2024/2030）
  • IT
  • 車
  • 政府
  • 衛生保健
  • BFSI
  • 零售/電子商務
  • 其他

第6章資料收集/標籤市場：區域估計/趨勢分析

  • 資料收集和標籤市場佔有率：按地區（2024 年和 2030 年）
  • 北美洲
    • 依資料類型（2017-2030）
    • 按行業分類（2017-2030）
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 依資料類型（2017-2030）
    • 按行業分類（2017-2030）
    • 英國
    • 德國
    • 法國
  • 亞太地區
    • 依資料類型（2017-2030）
    • 按行業分類（2017-2030）
    • 中國
    • 日本
    • 印度
    • 韓國
    • 澳洲
  • 拉丁美洲
    • 依資料類型（2017-2030）
    • 按行業分類（2017-2030）
    • 巴西
  • 中東/非洲
    • 依資料類型（2017-2030）
    • 按行業分類（2017-2030）
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第7章 競爭格局

  • 主要市場參與企業的最新趨勢和影響分析
  • 公司分類
  • 公司市場定位
  • 公司市場佔有率分析
  • 企業熱力圖分析
  • 策略規劃
  • 公司簡介
    • Reality AI
    • Globalme Localization Inc.
    • Global Technology Solutions
    • Alegion
    • Labelbox, Inc
    • Dobility, Inc.
    • Scale AI, Inc.
    • Trilldata Technologies Pvt Ltd
    • Appen Limited
    • Playment Inc
Product Code: GVR-4-68038-406-2

Data Collection And Labeling Market Growth & Trends:

The global data collection and labeling market size is expected to reach USD 17.10 billion by 2030, expanding at 28.4% CAGR from 2025 to 2030, according to a new report by Grand View Research, Inc. Data collection and labeling refers to the collection of datasets from various sources and labeling them based on their nature. This includes categorizing them by data type, and features. Data gathering and its annotation, combined with AI technology, have created valuable growth opportunities in several verticals, such as gaming, social networking, and e-commerce.

For instance, Twitter and Facebook, two major platforms of social networking, have benefited from image-processing technology in audience engagement. Companies use data labeling platforms to identify raw data for the machine learning model. Text, movies, audio, and other items are raw data. For instance, in May 2022, Heartex, Inc., an annotation tool and data labeling platform provider announced a USD 25 million Series A fundraising round. The funds will go toward its AI-driven open-source data labeling platform. The platform aims to assist in labeling workflows for various AI use cases, and it includes capabilities for reporting, data quality control, and analytics.

The advent of digital capturing devices, particularly cameras built into smartphones, has led to an exponential growth in the volume of digital content in the form of images and videos. Much visual and digital information is being captured and shared through several applications, websites, social networks, and other digital channels. Several businesses have leveraged this online content to deliver more innovative and better customer services using data annotation. For instance, Scale AI, Inc., a U.S.-based tech start-up provides valuable data labeling services to its autonomous driving customers, including Waymo LLC; Lyft, Inc.; Zoox; and Toyota Research Institute.

However, data cleaning remains a significant challenge involved in data labeling. Also, considering the time, complexity, and cost associated with developing machine learning models, many companies may need more resources to produce acceptable and accurate results. Therefore, several companies are taking strategic initiatives to expand their business in artificial intelligence-based data gathering. For instance, in July 2020, Microsoft acquired Orions Digital Systems, Inc., a U.S.-based data management solutions provider, to boost its Dynamics 365 Connected Store capabilities. This acquisition is anticipated to increase the use of computer vision and IoT sensors to help retailers better understand customer behavior and manage their physical spaces.

Data Collection And Labeling Market Report Highlights:

  • Automated image organization offered by cloud-based applications and telecom companies is one of the most popular uses of data gathering that has improved the user experience and draws the attention of customers toward this technology
  • Several benefits, such as better security and automation of identification, encourage the implementation of facial recognition at significant public spaces or events
  • The advent of large-scale cloud-hosted AI and machine learning platforms offered by tech giants has led to the implementation of data annotation with multiple functions, such as facial recognition, object recognition, and landmark detection
  • The growing integration of digital image processing and mobile computing platforms in various digital shopping and document verification applications is propelling the market growth

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definitions
  • 1.3. Research Methodology
    • 1.3.1. Information Procurement
    • 1.3.2. Information or Data Analysis
    • 1.3.3. Market Formulation & Data Visualization
    • 1.3.4. Data Validation & Publishing
  • 1.4. Research Scope and Assumptions
    • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

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

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

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Industry Value Chain Analysis
  • 3.3. Market Dynamics
    • 3.3.1. Market Drivers Analysis
    • 3.3.2. Market Restraints Analysis
    • 3.3.3. Industry Opportunities
    • 3.3.4. Industry Challenges
  • 3.4. Data Collection And Labeling Market Analysis Tools
    • 3.4.1. Porter's Analysis
      • 3.4.1.1. Bargaining power of the suppliers
      • 3.4.1.2. Bargaining power of the buyers
      • 3.4.1.3. Threats of substitution
      • 3.4.1.4. Threats from new entrants
      • 3.4.1.5. Competitive rivalry
    • 3.4.2. PESTEL Analysis
      • 3.4.2.1. Political landscape
      • 3.4.2.2. Economic and Social landscape
      • 3.4.2.3. Technological landscape
      • 3.4.2.4. Environmental landscape
      • 3.4.2.5. Legal landscape

Chapter 4. Data Collection And Labeling Market: Data Type Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. Data Collection And Labeling Market: Data Type Movement Analysis, 2024 & 2030 (USD Million)
  • 4.3. Text
    • 4.3.1. Text Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 4.4. Image/Video
    • 4.4.1. Image/Video Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 4.5. Audio
    • 4.5.1. Audio Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 5. Data Collection And Labeling Market: Vertical Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. Data Collection And Labeling Market: Vertical Movement Analysis, 2024 & 2030 (USD Million)
  • 5.3. IT
    • 5.3.1. IT Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.4. Automotive
    • 5.4.1. Automotive Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.5. Government
    • 5.5.1. Government Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.6. Healthcare
    • 5.6.1. Healthcare Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.7. BFSI
    • 5.7.1. BFSI Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.8. Retail & E-commerce
    • 5.8.1. Retail & E-commerce Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.9. Others
    • 5.9.1. Others Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 6. Data Collection And Labeling Market: Regional Estimates & Trend Analysis

  • 6.1. Data Collection And Labeling Market Share, By Region, 2024 & 2030 (USD Million)
  • 6.2. North America
    • 6.2.1. North America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.2.2. North America Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.2.3. North America Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.2.4. U.S.
      • 6.2.4.1. U.S. Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.2.4.2. U.S. Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.2.4.3. U.S. Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.2.5. Canada
      • 6.2.5.1. Canada Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.2.5.2. Canada Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.2.5.3. Canada Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.2.6. Mexico
      • 6.2.6.1. Mexico Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.2.6.2. Mexico Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.2.6.3. Mexico Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.3. Europe
    • 6.3.1. Europe Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.3.2. Europe Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.3.3. Europe Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.3.4. U.K.
      • 6.3.4.1. U.K. Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.3.4.2. U.K. Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.3.4.3. U.K. Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.3.5. Germany
      • 6.3.5.1. Germany Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.3.5.2. Germany Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.3.5.3. Germany Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.3.6. France
      • 6.3.6.1. France Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.3.6.2. France Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.3.6.3. France Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.4. Asia Pacific
    • 6.4.1. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.4.2. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.4.3. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.4. China
      • 6.4.4.1. China Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.4.2. China Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.4.3. China Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.5. Japan
      • 6.4.5.1. Japan Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.5.2. Japan Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.5.3. Japan Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.6. India
      • 6.4.6.1. India Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.6.2. India Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.6.3. India Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.7. South Korea
      • 6.4.7.1. South Korea Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.7.2. South Korea Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.7.3. South Korea Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.4.8. Australia
      • 6.4.8.1. Australia Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.4.8.2. Australia Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.4.8.3. Australia Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.5. Latin America
    • 6.5.1. Latin America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.5.2. Latin America Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.5.3. Latin America Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.5.4. Brazil
      • 6.5.4.1. Brazil Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.5.4.2. Brazil Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.5.4.3. Brazil Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
  • 6.6. Middle East and Africa
    • 6.6.1. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 6.6.2. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
    • 6.6.3. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.6.4. KSA
      • 6.6.4.1. KSA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.6.4.2. KSA Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.6.4.3. KSA Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.6.5. UAE
      • 6.6.5.1. UAE Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.6.5.2. UAE Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.6.5.3. UAE Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
    • 6.6.6. South Africa
      • 6.6.6.1. South Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 6.6.6.2. South Africa Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
      • 6.6.6.3. South Africa Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)

Chapter 7. Competitive Landscape

  • 7.1. Recent Developments & Impact Analysis by Key Market Participants
  • 7.2. Company Categorization
  • 7.3. Company Market Positioning
  • 7.4. Company Market Share Analysis
  • 7.5. Company Heat Map Analysis
  • 7.6. Strategy Mapping
  • 7.7. Company Profiles
    • 7.7.1. Reality AI
      • 7.7.1.1. Participant's Overview
      • 7.7.1.2. Financial Performance
      • 7.7.1.3. Product Benchmarking
      • 7.7.1.4. Recent Developments
    • 7.7.2. Globalme Localization Inc.
      • 7.7.2.1. Participant's Overview
      • 7.7.2.2. Financial Performance
      • 7.7.2.3. Product Benchmarking
      • 7.7.2.4. Recent Developments
    • 7.7.3. Global Technology Solutions
      • 7.7.3.1. Participant's Overview
      • 7.7.3.2. Financial Performance
      • 7.7.3.3. Product Benchmarking
      • 7.7.3.4. Recent Developments
    • 7.7.4. Alegion
      • 7.7.4.1. Participant's Overview
      • 7.7.4.2. Financial Performance
      • 7.7.4.3. Product Benchmarking
      • 7.7.4.4. Recent Developments
    • 7.7.5. Labelbox, Inc
      • 7.7.5.1. Participant's Overview
      • 7.7.5.2. Financial Performance
      • 7.7.5.3. Product Benchmarking
      • 7.7.5.4. Recent Developments
    • 7.7.6. Dobility, Inc.
      • 7.7.6.1. Participant's Overview
      • 7.7.6.2. Financial Performance
      • 7.7.6.3. Product Benchmarking
      • 7.7.6.4. Recent Developments
    • 7.7.7. Scale AI, Inc.
      • 7.7.7.1. Participant's Overview
      • 7.7.7.2. Financial Performance
      • 7.7.7.3. Product Benchmarking
      • 7.7.7.4. Recent Developments
    • 7.7.8. Trilldata Technologies Pvt Ltd
      • 7.7.8.1. Participant's Overview
      • 7.7.8.2. Financial Performance
      • 7.7.8.3. Product Benchmarking
      • 7.7.8.4. Recent Developments
    • 7.7.9. Appen Limited
      • 7.7.9.1. Participant's Overview
      • 7.7.9.2. Financial Performance
      • 7.7.9.3. Product Benchmarking
      • 7.7.9.4. Recent Developments
    • 7.7.10. Playment Inc
      • 7.7.10.1. Participant's Overview
      • 7.7.10.2. Financial Performance
      • 7.7.10.3. Product Benchmarking
      • 7.7.10.4. Recent Developments

List of Tables

  • Table 1. Data Collection And Labeling - Industry snapshot & key buying criteria, 2017 - 2030
  • Table 2. Global Data Collection And Labeling market, 2017 - 2030 (USD Million)
  • Table 3. Global Data Collection And Labeling market estimates and forecasts by region, 2017 - 2030 (USD Million)
  • Table 4. Global Data Collection And Labeling market estimates and forecast by Data Type, 2017 - 2030 (USD Million)
  • Table 5. Global Data Collection And Labeling market estimates and forecast by Vertical, 2017 - 2030 (USD Million)
  • Table 6. Data Collection And Labeling market estimates and forecast by Data Type, 2017 - 2030 (USD Million)
  • Table 7. Data Collection And Labeling market estimates and forecast by Text, 2017 - 2030 (USD Million)
  • Table 8. Data Collection And Labeling market estimates and forecast by Image/Video, 2017 - 2030 (USD Million)
  • Table 9. Data Collection And Labeling market estimates and forecast by Audio, 2017 - 2030 (USD Million)
  • Table 10. Data Collection And Labeling market estimates and forecast by Vertical, 2017 - 2030 (USD Million)
  • Table 11. Data Collection And Labeling market estimates and forecast by IT, 2017 - 2030 (USD Million)
  • Table 12. Data Collection And Labeling market estimates and forecast by Automotive, 2017 - 2030 (USD Million)
  • Table 13. Data Collection And Labeling market estimates and forecast by Government, 2017 - 2030 (USD Million)
  • Table 14. Data Collection And Labeling market estimates and forecast by Healthcare, 2017 - 2030 (USD Million)
  • Table 15. Data Collection And Labeling market estimates and forecast by BFSI, 2017 - 2030 (USD Million)
  • Table 16. Data Collection And Labeling market estimates and forecast by Retail & E-commerce, 2017 - 2030 (USD Million)
  • Table 17. Data Collection And Labeling market estimates and forecast by Others, 2017 - 2030 (USD Million)
  • Table 18. North America Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 19. North America Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 20. North America Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 21. U.S. Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 22. U.S. Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 23. U.S. Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 24. Canada Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 25. Canada Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 26. Canada Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 27. Mexico Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 28. Mexico Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 29. Mexico Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 30. Europe Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 31. Europe Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 32. Europe Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 33. U.K. Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 34. U.K. Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 35. U.K. Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 36. Germany Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 37. Germany Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 38. Germany Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 39. France Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 40. France Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 41. France Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 42. Asia Pacific Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 43. Asia Pacific Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 44. Asia Pacific Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 45. China Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 46. China Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 47. China Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 48. Japan Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 49. Japan Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 50. Japan Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 51. India Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 52. India Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 53. India Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 54. South Korea Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 55. South Korea Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 56. South Korea Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 57. Australia Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 58. Australia Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 59. Australia Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 60. Latin America Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 61. Latin America Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 62. Latin America Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 63. Brazil Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 64. Brazil Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 65. Brazil Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 66. MEA Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 67. MEA Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 68. MEA Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 69. KSA Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 70. KSA Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 71. KSA Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 72. UAE Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 73. UAE Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 74. UAE Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)
  • Table 75. South Africa Data Collection And Labeling market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 76. South Africa Data Collection And Labeling market estimates and forecast, by Data Type, 2017 - 2030 (USD Million)
  • Table 77. South Africa Data Collection And Labeling market estimates and forecast, by Vertical, 2017 - 2030 (USD Million)

List of Figures

  • Fig. 1 Data Collection And Labeling Market Segmentation
  • Fig. 2 Market research process
  • Fig. 3 Data Type landscape
  • Fig. 4 Information Procurement
  • Fig. 5 Primary research pattern
  • Fig. 6 Market research approaches
  • Fig. 7 Parent market analysis
  • Fig. 8 Data Analysis Models
  • Fig. 9 Market Formulation and Validation
  • Fig. 10 Data Validating & Publishing
  • Fig. 11 Market Snapshot
  • Fig. 12 Competitive Landscape Snapshot
  • Fig. 13 Data Collection And Labeling Market: Industry Value Chain Analysis
  • Fig. 14 Data Collection And Labeling Market: Market Dynamics
  • Fig. 15 Market driver relevance analysis (Current & future impact)
  • Fig. 16 Market restraint relevance analysis (Current & future impact)
  • Fig. 17 Data Collection And Labeling Market: PORTER's Analysis
  • Fig. 18 Data Collection And Labeling Market: PESTEL Analysis
  • Fig. 19 Data Collection And Labeling Market: Data Type Outlook Key Takeaways (USD Million)
  • Fig. 20 Data Collection And Labeling Market: Data Type Movement Analysis (USD Million), 2024 & 2030
  • Fig. 21 Text Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 22 Image/Video Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 23 Audio Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 24 Data Collection And Labeling Market: Vertical Outlook Key Takeaways (USD Million)
  • Fig. 25 Data Collection And Labeling Market: Vertical Movement Analysis (USD Million), 2024 & 2030
  • Fig. 26 IT Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 27 Automotive Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 28 Government Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 29 Healthcare Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 30 BFSI Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 31 Retail & E-commerce Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 32 Others Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 33 Data Collection And Labeling Market Revenue, by Region, 2024 & 2030 (USD Million)
  • Fig. 34 Regional Marketplace: Key Takeaways
  • Fig. 35 Data Collection And Labeling market: Regional outlook, 2024 & 2030 (USD Million)
  • Fig. 36 North America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 37 US Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 38 Canada Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 39 Mexico Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 40 Europe Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 41 UK Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 42 Germany Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 43 France Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 44 Asia Pacific Data Collection And Labeling Market Estimates and Forecast, 2017 - 2030 (USD Million)
  • Fig. 45 China Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 46 Japan Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 47 India Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 48 Australia Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 49 South Korea Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 50 Latin America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 51 Brazil Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 52 MEA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 53 UAE Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 54 South Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 55 KSA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 56 Key Company Categorization
  • Fig. 57 Strategic Framework