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数据收集和标籤市场规模、份额和趋势分析报告：按数据类型（音频、图像/视频、文本）、按行业（IT、零售和电子商务）、按地区、按细分市场、2022-2030 年预测
市场调查报告书
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1122209

数据收集和标籤市场规模、份额和趋势分析报告：按数据类型（音频、图像/视频、文本）、按行业（IT、零售和电子商务）、按地区、按细分市场、2022-2030 年预测

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个工作天内

价格

数据收集和标籤市场增长和趋势

根据 Grand View Research, Inc. 的一份新报告，到 2030 年，全球数据收集和标籤市场预计将达到 127.5 亿美元。从 2022 年到 2030 年，市场预计将以 25.1% 的复合年增长率增长。数据收集和标记是指从在线资源等收集数据集，并根据其性质、数据类型和特征对其进行标记。数据收集及其註释与人工智能技术相结合，正在为游戏、社交网络和电子商务等多个垂直领域创造宝贵的增长机会。例如，两个最大的社交网络平台 Twitter 和 Facebook 在其受众参与中受益于图像处理技术。公司使用数据标记平台来识别机器学习模型的原始数据。文本、电影、音频等都是原始数据。例如，2022 年 5 月，标註工具和数据标註平台提供商 Heartex, Inc. 宣布获得 2500 万美元的 A 轮融资。本基金

资金将用于人工智能驱动的开源数据标籤平台。该平台旨在支持各种人工智能用例的标籤工作流程，并包括报告、数据质量控制和分析功能。

随着数字捕捉设备的出现，尤其是智能手机内置摄像头的出现，图像和视频等数字内容的数量急剧增加。通过多个应用程序、网站、社交网络和其他数字渠道捕获和共享大量视觉和数字信息。几家公司正在使用数据註释来利用这些可用的在线内容来更智能、更好地为客户服务。例如，美国科技初创公司 Scale AI, Inc. 为 Waymo LLC、Lyft, Inc.、Zoox 和丰田研究院等自动驾驶汽车客户提供有价值的数据标註服务。

但是，数据清理仍然是数据标记的主要挑战。鑑于开发机器学习模型所涉及的时间、复杂性和成本，许多公司可能没有资源来产生可接受和准确的结果。因此，几家公司正在做出战略努力，以利用人工智能扩展其数据收集业务。例如，2020 年 7 月，微软收购了美国数据管理解决方案提供商 Orions Digital Systems, Inc.，以增强其 Dynamics 365 Connected Store 的功能。此次收购预计将推动计算机视觉和物联网传感器的使用，以帮助零售商更好地了解客户行为并管理他们的物理空间。

数据收集和标籤市场报告亮点

基于云的应用程序和电信公司提供的自动图像组织是数据收集的最流行用途之一，可增强用户体验并吸引客户使用该技术

>

面部识别越来越多地部署在关键的公共场所和活动中，因为它具有多项优势，包括提高安全性和自动身份验证。

随着科技公司提供的大规模云託管人工智能和机器学习平台的出现，具有多种功能的数据註释已经实现，例如人脸识别、物体识别和地标检测。

数字成像和移动计算平台的日益集成及其在各种数字购物和文檔验证应用程序中的使用正在推动市场增长

内容

第一章调查方法及范围

  • 信息获取和调查范围
  • 信息分析
  • 市场形成和数据可视化
  • 市场范围和假设
    • 辅助信息
    • 主要信息

第 2 章执行摘要

  • 世界

第 3 章市场变量、趋势和范围

  • 市场细分和范围
  • 数据收集和标记 规模和增长前景
  • 数据收集和标籤 - 价值链分析
  • 数据收集和标籤市场动态
    • 市场驱动力
      • 越来越需要使文本/图片更具互动性和吸引力
      • 人工智能和机器学习的迅速普及
      • 研发自动驾驶汽车的研发费用增加
    • 市场压制
      • 缺乏熟练工人
      • 手动标记复杂图像的成本很高
  • 行业分析 - 搬运工
    • 供应商的权力
    • 买家的议价能力
    • 其他威胁
    • 来自新进入者的威胁
    • 竞争公司之间的敌对关係
  • 映射渗透率和关键机会
  • 数据收集和标记 - PEST 分析
    • 政治
    • 经济
    • 社交
    • 技术

第 4 章数据收集和标籤市场：数据类型估计和趋势分析

  • 数据收集和标籤市场：数据类型变化分析
    • 文字
    • 图片和视频
    • 音频

第 5 章数据收集和标籤市场：纵向估计和趋势分析

  • 数据收集和标籤市场：垂直波动分析
    • 它
    • 汽车
    • 政府
    • 医疗保健
      • BFSI
    • 零售和电子商务
    • 其他

第 6 章数据收集和标籤市场：区域估计和趋势分析

  • 数据收集和标籤市场：区域差异分析
  • 北美
    • 区域趋势
  • 欧洲
    • 区域趋势
  • 亚太地区
    • 区域趋势
  • 南美洲
    • 区域趋势
  • 中东和非洲 (MEA)
    • 区域趋势

第 7 章竞争格局

  • 公司简介
    • Appen Limited
      • 公司概要
      • 财务实绩
      • 产品标准
      • 最近开发
    • Reality AI
      • 公司概要
      • 产品标准
      • 最近开发
    • Globalme Localization Inc.
      • 公司概要
      • 产品标准
      • 最近开发
    • Global Technology Solutions
      • 公司概要
      • 产品标准
      • 最近开发
    • Alegion
      • 公司概要
      • 产品标准
      • 最近开发
    • Labelbox, Inc.
      • 公司概要
      • 产品标准
      • 最近开发
    • Dobility, Inc.
      • 公司概要
      • 产品标准
      • 最近开发
    • Scale AI, Inc.
      • 公司概要
      • 产品标准
      • 最近开发
    • TrillData Technologies Pvt. Ltd.
      • 公司概要
      • 产品标准
      • 最近开发
    • Playment Inc.
      • 公司概要
      • 产品标准
      • 最近开发
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