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數據收集和標籤市場規模、份額和趨勢分析報告：按數據類型（音頻、圖像/視頻、文本）、按行業（IT、零售和電子商務）、按地區、按細分市場、2022-2030 年預測
市場調查報告書
商品編碼
1122209

數據收集和標籤市場規模、份額和趨勢分析報告：按數據類型（音頻、圖像/視頻、文本）、按行業（IT、零售和電子商務）、按地區、按細分市場、2022-2030 年預測

Data Collection And Labeling Market Size, Share & Trends Analysis Report By Data Type (Audio, Image/Video, Text), By Vertical (IT, Retail & E-commerce), By Region, And Segment Forecasts, 2022 - 2030
出版日期: | 出版商: Grand View Research | 英文 88 Pages | 商品交期: 2-10個工作天內

價格

數據收集和標籤市場增長和趨勢

根據 Grand View Research, Inc. 的一份新報告，到 2030 年，全球數據收集和標籤市場預計將達到 127.5 億美元。從 2022 年到 2030 年，市場預計將以 25.1% 的複合年增長率增長。數據收集和標記是指從在線資源等收集數據集，並根據其性質、數據類型和特徵對其進行標記。數據收集及其註釋與人工智能技術相結合，正在為遊戲、社交網絡和電子商務等多個垂直領域創造寶貴的增長機會。例如，兩個最大的社交網絡平台 Twitter 和 Facebook 在其受眾參與中受益於圖像處理技術。公司使用數據標記平台來識別機器學習模型的原始數據。文本、電影、音頻等都是原始數據。例如，2022 年 5 月，標註工具和數據標註平台提供商 Heartex, Inc. 宣布獲得 2500 萬美元的 A 輪融資。本基金

資金將用於人工智能驅動的開源數據標籤平台。該平台旨在支持各種人工智能用例的標籤工作流程，並包括報告、數據質量控制和分析功能。

隨著數字捕捉設備的出現，尤其是智能手機內置攝像頭的出現，圖像和視頻等數字內容的數量急劇增加。通過多個應用程序、網站、社交網絡和其他數字渠道捕獲和共享大量視覺和數字信息。幾家公司正在使用數據註釋來利用這些可用的在線內容來更智能、更好地為客戶服務。例如，美國科技初創公司 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數據標註服務。

但是，數據清理仍然是數據標記的主要挑戰。鑑於開發機器學習模型所涉及的時間、複雜性和成本，許多公司可能沒有資源來產生可接受和準確的結果。因此，幾家公司正在做出戰略努力，以利用人工智能擴展其數據收集業務。例如，2020 年 7 月，微軟收購了美國數據管理解決方案提供商 Orions Digital Systems, Inc.，以增強其 Dynamics 365 Connected Store 的功能。此次收購預計將推動計算機視覺和物聯網傳感器的使用，以幫助零售商更好地了解客戶行為並管理他們的物理空間。

數據收集和標籤市場報告亮點

基於雲的應用程序和電信公司提供的自動圖像組織是數據收集的最流行用途之一，可增強用戶體驗並吸引客戶使用該技術

>

面部識別越來越多地部署在關鍵的公共場所和活動中，因為它具有多項優勢，包括提高安全性和自動身份驗證。

隨著科技公司提供的大規模雲託管人工智能和機器學習平台的出現，具有多種功能的數據註釋已經實現，例如人臉識別、物體識別和地標檢測。

數字成像和移動計算平台的日益集成及其在各種數字購物和文檔驗證應用程序中的使用正在推動市場增長

內容

第一章調查方法及範圍

  • 信息獲取和調查範圍
  • 信息分析
  • 市場形成和數據可視化
  • 市場範圍和假設
    • 輔助信息
    • 主要信息

第 2 章執行摘要

  • 世界

第 3 章市場變量、趨勢和範圍

  • 市場細分和範圍
  • 數據收集和標記 規模和增長前景
  • 數據收集和標籤 - 價值鏈分析
  • 數據收集和標籤市場動態
    • 市場驅動力
      • 越來越需要使文本/圖片更具互動性和吸引力
      • 人工智能和機器學習的迅速普及
      • 研發自動駕駛汽車的研發費用增加
    • 市場壓制
      • 缺乏熟練工人
      • 手動標記複雜圖像的成本很高
  • 行業分析 - 搬運工
    • 供應商的權力
    • 買家的議價能力
    • 其他威脅
    • 來自新進入者的威脅
    • 競爭公司之間的敵對關係
  • 映射滲透率和關鍵機會
  • 數據收集和標記 - PEST 分析
    • 政治
    • 經濟
    • 社交
    • 技術

第 4 章數據收集和標籤市場：數據類型估計和趨勢分析

  • 數據收集和標籤市場：數據類型變化分析
    • 文字
    • 圖片和視頻
    • 音頻

第 5 章數據收集和標籤市場：縱向估計和趨勢分析

  • 數據收集和標籤市場：垂直波動分析
    • 它
    • 汽車
    • 政府
    • 醫療保健
      • BFSI
    • 零售和電子商務
    • 其他

第 6 章數據收集和標籤市場：區域估計和趨勢分析

  • 數據收集和標籤市場：區域差異分析
  • 北美
    • 區域趨勢
  • 歐洲
    • 區域趨勢
  • 亞太地區
    • 區域趨勢
  • 南美洲
    • 區域趨勢
  • 中東和非洲 (MEA)
    • 區域趨勢

第 7 章競爭格局

  • 公司簡介
    • Appen Limited
      • 公司概要
      • 財務實績
      • 產品標準
      • 最近開發
    • Reality AI
      • 公司概要
      • 產品標準
      • 最近開發
    • Globalme Localization Inc.
      • 公司概要
      • 產品標準
      • 最近開發
    • Global Technology Solutions
      • 公司概要
      • 產品標準
      • 最近開發
    • Alegion
      • 公司概要
      • 產品標準
      • 最近開發
    • Labelbox, Inc.
      • 公司概要
      • 產品標準
      • 最近開發
    • Dobility, Inc.
      • 公司概要
      • 產品標準
      • 最近開發
    • Scale AI, Inc.
      • 公司概要
      • 產品標準
      • 最近開發
    • TrillData Technologies Pvt. Ltd.
      • 公司概要
      • 產品標準
      • 最近開發
    • Playment Inc.
      • 公司概要
      • 產品標準
      • 最近開發
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 12.75 billion by 2030, according to a new report by Grand View Research, Inc. The market is anticipated to expand at a CAGR of 25.1% from 2022 to 2030. Data collection and labeling refer to collecting datasets from online sources and other sources and labeling them based on their nature, data type, and feature. 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 in 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 the raw data. For instance, in May 2022, Heartex, Inc., an annotations tools and data labeling platform provider, announced a $25 million Series A fundraising round. The fu

nds 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 available online content to deliver smarter and better services to their customers using data annotation. For instance, Scale AI, Inc., the U.S.-based tech start-up, has provided 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 the development of machine learning models, many companies may not have the resources who can 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 users' experience and drawn the customers' attraction towards 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 Information Procurement and Research Scope
  • 1.2 Information Analysis
  • 1.3 Market formulation & Data visualization
  • 1.4 Market Scope and Assumptions
    • 1.4.1 Secondary Sources
    • 1.4.2 Primary Sources

Chapter 2 Executive Summary

  • 2.1 Data Collection And Labeling - Industry Snapshot & Key Buying Criteria, 2017 - 2030
  • 2.2 Global
    • 2.2.1 Global Data Collection And Labeling Market, 2017 - 2030
    • 2.2.2 Global Data Collection And Labeling Market, By Data Type, 2017 - 2030
    • 2.2.3 Global Data Collection And Labeling Market, By Vertical, 2017 - 2030
    • 2.2.4 Global Data Collection And Labeling Market, By Region, 2017 - 2030

Chapter 3 Market Variables, Trends & Scope

  • 3.1 Market Segmentation & Scope
  • 3.2 Data Collection And Labeling Size and Growth Prospects
  • 3.3 Data Collection And Labeling - Value Chain Analysis
  • 3.4 Data Collection And Labeling Market Dynamics
    • 3.4.1 Market Drivers
      • 3.4.1.1 Growing Need To Make Text/Image More Interactive And Engaging
      • 3.4.1.2 Rapid Penetration Of Ai And Machine Learning
      • 3.4.1.3 Growing R&D Spending On The Development Of Self-Driving Vehicles
    • 3.4.2 Market Restraint
      • 3.4.2.1 Lack of Skilled labor
      • 3.4.2.2 High Costs Associated With Manual Labeling Of Complex Images
  • 3.5 Industry Analysis - Porter's
    • 3.5.1 Supplier Power
    • 3.5.2 Buyer Power
    • 3.5.3 Substitution Threat
    • 3.5.4 Threat From New Entrant
    • 3.5.5 Competitive Rivalry
  • 3.6 Penetration & Key Opportunities Mapping
  • 3.7 Data Collection And Labeling - Pest Analysis
    • 3.7.1 Political
    • 3.7.2 Economic
    • 3.7.3 Social
    • 3.7.4 Technological

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

  • 4.1 Data Collection And Labeling Market: Data Type Movement Analysis
    • 4.1.1 Text
      • 4.1.1.1 Text Data Collection And Labeling Market, By Region, 2017 - 2030
      • 4.1.1.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
    • 4.1.2 Image/Video
      • 4.1.2.1 Image/Video Data Collection And Labeling Market, By Region, 2017 - 2030
      • 4.1.2.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
    • 4.1.3 Audio
      • 4.1.3.1 Audio Data Collection And Labeling Market, by Region, 2017 - 2030
      • 4.1.3.1.1 Market estimates and forecasts, 2017 - 2030 (USD Million)

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

  • 5.1 Data Collection And Labeling Market: Vertical Movement Analysis
    • 5.1.1 IT
      • 5.1.1.1 ITData Collection And Labeling Market, BY Region, 2017 - 2030
      • 5.1.1.1.1 Market estimates and forecasts, 2017 - 2030 (USD Million)
    • 5.1.2 Automotive
      • 5.1.2.1 Automotive Data Collection And Labeling Market, By Region, 2017 - 2030
      • 5.1.2.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
    • 5.1.3 Government
      • 5.1.3.1 Government Data Collection And Labeling Market, By Region, 2017 - 2030
      • 5.1.3.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
    • 5.1.4 Healthcare
      • 5.1.4.1 Healthcare Data Collection And Labeling Market, By Region, 2017 - 2030
      • 5.1.4.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
      • 5.1.5BFSI
      • 5.1.5.1 BFSI Data Collection And Labeling Market, By Region, 2017 - 2030
      • 5.1.5.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
    • 5.1.6 Retail & E-Commerce
      • 5.1.6.1 Retail & E-Commerce Data Collection And Labeling Market, By Region, 2017 - 2030
      • 5.1.6.1.1 Market Estimates And Forecasts, 2017 - 2030 (USD Million)
    • 5.1.7 Others
      • 5.1.7.1 Others Data Collection And Labeling Market, by Region, 2017 - 2030
      • 5.1.7.1.1 Market 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: Regional Movement Analysis
  • 6.2 North America
    • 6.2.1 Regional Trends
    • 6.2.2 North America Data Collection And Labeling Market, 2017 - 2030
      • 6.2.2.1 North America Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.2.2.2 North America Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.2.2.3 U.S Data Collection And Labeling Market, 2017 - 2030
      • 6.2.2.3.1 U.S. Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.2.2.3.2 U.S. Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.2.2.4 Canada Data Collection And Labeling Market, 2017 - 2030
      • 6.2.2.4.1 Canada Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.2.2.4.2 Canada Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.2.2.5 Mexico Data Collection And Labeling Market, 2017 - 2030
      • 6.2.2.5.1 Mexico Data Collection And Labeling Market byData type, 2017 - 2030 (USD Million)
      • 6.2.2.5.2 Mexico Data Collection And Labeling Market byvertical, 2017 - 2030 (USD Million)
  • 6.3 Europe
    • 6.3.1 Regional Trends
    • 6.3.2 Europe Data Collection And Labeling Market, 2017 - 2030
      • 6.3.2.1 Europe Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.3.2.2 Europe Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.3.2.3 U.K. Data Collection And Labeling Market, 2017 - 2030
      • 6.3.2.3.1 U.K. Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.3.2.3.2 U.K. Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.3.2.4 Germany Data Collection And Labeling Market, 2017 - 2030
      • 6.3.2.4.1 Germany Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.3.2.4.2 Germany Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.3.2.5 France Data Collection And Labeling Market, 2017 - 2030
      • 6.3.2.5.1 France Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.3.2.5.2 France Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
  • 6.4 Asia Pacific
    • 6.4.1 Regional Trends
    • 6.4.2 Asia Pacific Data Collection And Labeling Market, 2017 - 2030
      • 6.4.2.1 Asia Pacific Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.4.2.2 Asia Pacific Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.4.2.3 China Data Collection And Labeling Market, 2017 - 2030
      • 6.4.2.3.1 China Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.4.2.3.2 China Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.4.2.4 Japan Data Collection And Labeling Market, 2017 - 2030
      • 6.4.2.4.1 Japan Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.4.2.4.2 Japan Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.4.2.5 India Data Collection And Labeling Market, 2017 - 2030
      • 6.4.2.5.1 India Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.4.2.5.2 India Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
  • 6.5 South America
    • 6.5.1 Regional Trends
    • 6.5.2 South America Data Collection And Labeling Market, 2017 - 2030
      • 6.5.2.1 South America Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.5.2.2 South America Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
      • 6.5.2.3 Brazil Data Collection And Labeling Market, 2017 - 2030
      • 6.5.2.3.1 Brazil Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.5.2.3.2 Brazil Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)
  • 6.6 Middle East & Africa (MEA)
    • 6.6.1 Regional Trends
    • 6.6.2 MEA Data Collection And Labeling Market, 2017 - 2030
      • 6.6.2.1 MEA Data Collection And Labeling Market by Data type, 2017 - 2030 (USD Million)
      • 6.6.2.2 MEA Data Collection And Labeling Market by vertical, 2017 - 2030 (USD Million)

Chapter 7 Competitive Landscape

  • 7.1 Company Profiles
    • 7.1.1 Appen Limited
      • 7.1.1.1 Company overview
      • 7.1.1.2 Financial performance
      • 7.1.1.3 Product benchmarking
      • 7.1.1.4 Recent developments
    • 7.1.2 Reality AI
      • 7.1.2.1 Company overview
      • 7.1.2.2 Product benchmarking
      • 7.1.2.3 Recent developments
    • 7.1.3 Globalme Localization Inc.
      • 7.1.3.1 Company overview
      • 7.1.3.2 Product benchmarking
      • 7.1.3.3 Recent developments
    • 7.1.4 Global Technology Solutions
      • 7.1.4.1 Company overview
      • 7.1.4.2 Product benchmarking
      • 7.1.4.3 Recent developments
    • 7.1.5 Alegion
      • 7.1.5.1 Company overview
      • 7.1.5.2 Product benchmarking
      • 7.1.5.3 Recent developments
    • 7.1.6 Labelbox, Inc.
      • 7.1.6.1 Company overview
      • 7.1.6.2 Product benchmarking
      • 7.1.6.3 Recent developments
    • 7.1.7 Dobility, Inc.
      • 7.1.7.1 Company overview
      • 7.1.7.2 Product benchmarking
      • 7.1.7.3 Recent developments
    • 7.1.8 Scale AI, Inc.
      • 7.1.8.1 Company overview
      • 7.1.8.2 Product benchmarking
      • 7.1.8.3 Recent developments
    • 7.1.9 TrillData Technologies Pvt. Ltd.
      • 7.1.9.1 Company overview
      • 7.1.9.2 Product benchmarking
      • 7.1.9.3 Recent developments
    • 7.1.10 Playment Inc.
      • 7.1.10.1 Company overview
      • 7.1.10.2 Product benchmarking
      • 7.1.10.3 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 by data type, 2017 - 2030 (USD Million)
  • Table 4 Global data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 5 Global data collection and labeling market estimates and forecasts by Region, 2017 - 2030 (USD million)
  • Table 6 Data collection and labeling market by text, 2017 - 2030 (USD Million)
  • Table 7 Data collection and labeling market by image/ video, 2017 - 2030 (USD Million)
  • Table 8 Data collection and labeling market by audio, 2017 - 2030 (USD Million)
  • Table 9 Data collection and labeling market by IT, 2017 - 2030 (USD Million)
  • Table 10 Data collection and labeling market by automotive, 2017 - 2030 (USD Million)
  • Table 11 Data collection and labeling market by government, 2017 - 2030 (USD Million)
  • Table 12 Data collection and labeling market by healthcare, 2017 - 2030 (USD Million)
  • Table 13 Data collection and labeling market by BFSI, 2017 - 2030 (USD Million)
  • Table 14 Data collection and labeling market by retail & e-commerce, 2017 - 2030 (USD Million)
  • Table 15 Data collection and labeling market by others, 2017 - 2030 (USD Million)
  • Table 16 North America data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 17 North America data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 18 North America data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 19 U.S. data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 20 U.S. data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 21 U.S. data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 22 Canada data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 23 Canada data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 24 Canada data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 25 Mexico data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 26 Mexico data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 27 Mexico data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 28 Europe data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 29 Europe data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 30 Europe data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 31 U.K. data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 32 U.K. data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 33 U.K. data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 34 Germany data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 35 Germany data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 36 Germany data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 37 France data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 38 France data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 39 France data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 40 Asia Pacific data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 41 Asia Pacific data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 42 Asia Pacific data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 43 China data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 44 China data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 45 China data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 46 Japan data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 47 Japan data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 48 Japan data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 49 India data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 50 India data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 51 India data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 52 South America data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 53 South America data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 54 South America data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 55 Brazil data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 56 Brazil data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 57 Brazil data collection and labeling market by vertical, 2017 - 2030 (USD Million)
  • Table 58 MEA data collection and labeling market, 2017 - 2030 (USD Million)
  • Table 59 MEA data collection and labeling market by data type, 2017 - 2030 (USD Million)
  • Table 60 MEA data collection and labeling market by vertical, 2017 - 2030 (USD Million)

List of Figures

  • Fig. 1 Research Process
  • Fig. 2 Market Formulation
  • Fig. 3 Market segmentation and scope
  • Fig. 4 Data collection and labeling market, 2017 - 2030
  • Fig. 5 Data collection and labeling - Value chain analysis
  • Fig. 6 Data collection and labeling market dynamics
  • Fig. 7 Key Opportunities Analysis
  • Fig. 8 Data collection and labeling market share by data type, 2021 & 2030
  • Fig. 9 Data collection and labeling market share by vertical, 2021 & 2030
  • Fig. 10 Data collection and labeling market share by Region, 2021 & 2030
  • Fig. 11 North America marketplace: Key takeaways
  • Fig. 12 Europe marketplace: Key takeaways
  • Fig. 13 Asia Pacific marketplace: Key takeaways
  • Fig. 14 South America marketplace: Key takeaways
  • Fig. 15 MEA marketplace: Key takeaways