封面
市场调查报告书
商品编码
1699539

按资料类型、产业垂直和地区分類的资料标籤市场

Data Labeling Market, By Data Type, By Vertical, By Geography

出版日期: | 出版商: Coherent Market Insights | 英文 165 Pages | 商品交期: 2-3个工作天内

价格
简介目录

2025 年全球数据标籤市场规模估计为 48.7 亿美元,预计到 2032 年将达到 291.1 亿美元,2025 年至 2032 年的复合年增长率为 29.1%。

报告范围 报告详细信息
基准年 2024 2025年的市场规模 48.7亿美元
效能数据 从2020年到2024年 预测期 2025年至2032年
预测期:2025-2032年复合年增长率: 29.10% 2032年价值预测 291.1亿美元
数字。 2025年各地区数据标示市场占有率(%)
数据标籤市场-IMG1

近年来,全球数据标籤市场经历了显着成长。机器学习和人工智慧技术的兴起推动了对大量准确标记的资料来训练演算法的需求。资料标记涉及使用与资料集相关的标籤、类别和元资料手动註释资料集,以便机器能够理解模式并对资讯进行分类。这是一个非常耗时且耗力的过程,但对于开发自学习系统来说却是不可或缺的。从汽车和製造业到医疗保健和零售业,各行业越来越多地采用人工智慧,这推动了对资料註释服务的需求。此外,电脑视觉、自然语言处理和其他认知应用的持续进步需要频繁更新训练资料集,从而为该市场中的公司带来长期成长机会。

市场动态:

全球数据标籤市场主要受到多个领域人工智慧和机器学习技术的日益普及的推动。高级演算法需要大量高品质的训练资料集才能产生有用的结果。然而,手动建立标记资料集是一项昂贵且资源彙整的工作。这就是为什么公司越来越多地将资料标记任务委託给专业的第三方供应商。此外,熟练註释人才的短缺以及人工智慧运算能力的不断提高等因素正在加速资料註释计划的外包。然而,确保远端团队註释的大型资料集的品管和准确性是一项挑战。此外,管理围绕敏感个人资讯的版权和隐私问题也可能抑制市场成长。然而,人们对电脑视觉和自我监督学习的日益关注预计将为该市场中的公司创造更多机会。

本研究的主要特点

本报告对全球数据标籤市场进行了详细分析,并以 2024 年为基准年,给出了预测期(2025-2032 年)的市场规模和年复合成长率(CAGR%)。

它还强调了各个领域的潜在商机,并说明了该市场的有吸引力的投资提案矩阵。

它还提供了有关市场驱动因素、限制因素、机会、新产品发布和核准、市场趋势、区域前景和主要企业采用的竞争策略的主要考察。

全球数据标籤市场的主要企业是根据公司亮点、产品系列、关键亮点、业绩和策略等参数列出的。

本报告的见解将使负责人和公司经营团队能够就未来的产品发布、类型升级、市场扩张和行销策略做出明智的决策。

本研究报告针对该产业的各个相关人员,包括投资者、供应商、产品製造商、经销商、新进业者和财务分析师。

相关人员将透过用于分析全球数据标籤市场的各种策略矩阵来做出决策。

目录

第一章 调查目的与前提条件

  • 研究目标
  • 先决条件
  • 简称

第二章 市场展望

  • 报告描述
    • 市场定义和范围
  • 执行摘要

第三章市场动态、法规与趋势分析

  • 市场动态
  • 影响分析
  • 主要亮点
  • 监管情景
  • 产品发布/核准
  • PEST分析
  • 波特分析
  • 市场机会
  • 监管情景
  • 主要进展
  • 产业趋势

4. 2020 年至 2032 年全球资料标籤市场(依资料类型)

  • 图片/影片
  • 文章
  • 声音的

5. 2020 年至 2032 年全球资料标籤市场(依产业垂直划分)

  • 资讯科技/通讯
  • 卫生保健
  • BFSI(银行、金融服务、保险)
  • 零售与电子商务

6. 2020 年至 2032 年全球资料标籤市场(按地区)

  • 北美洲
  • 拉丁美洲
  • 欧洲
  • 亚太地区
  • 中东
  • 非洲

第七章竞争格局

  • Reality AI
  • Globalme Localization Inc.
  • Global Technology Solutions
  • Alegion
  • Labelbox Inc.
  • Scale AI Inc.
  • Trilldata Technologies Pvt Ltd
  • Appen Limited
  • Playment Inc.
  • Dobility Inc.
  • CloudFactory
  • Mighty AI(acquired by Uber)
  • Samasource
  • Cogito Tech LLC
  • iMerit

第 8 章分析师建议

  • 命运之轮
  • 分析师观点
  • 一致的机会图

第九章参考文献与调查方法

  • 参考
  • 调查方法
  • 关于出版商
简介目录
Product Code: CMI7779

Global Data Labeling Market is estimated to be valued at US$ 4.87 Bn in 2025 and is expected to reach US$ 29.11 Bn by 2032, growing at a compound annual growth rate (CAGR) of 29.1% from 2025 to 2032.

Report Coverage Report Details
Base Year: 2024 Market Size in 2025: USD 4.87 Bn
Historical Data for: 2020 To 2024 Forecast Period: 2025 To 2032
Forecast Period 2025 to 2032 CAGR: 29.10% 2032 Value Projection: USD 29.11 Bn
Figure. Data Labeling Market Share (%), By Region 2025
Data Labeling Market - IMG1

The global data labeling market has witnessed significant growth in recent times. With the rise of machine learning and artificial intelligence technologies, there is an increasing need for large volumes of accurate labeled data to train algorithms. Data labeling involves manually annotating datasets with relevant tags, categories, and metadata to enable machines to understand patterns and classify information. It is a highly time-consuming and labor-intensive process but is essential for developing self-learning systems. The growing adoption of AI across various industry verticals from automotive and manufacturing to healthcare and retail has boosted the demand for data annotation services. Additionally, continuous advancements in computer vision, natural language processing, and other cognitive applications require frequent updates of training data sets, driving long term growth opportunities for players in this market.

Market Dynamics:

The global data labeling market is primarily driven by the rising deployment of AI and machine learning technologies across multiple domains. Advanced algorithms need large volumes of high-quality training datasets to produce useful outcomes. However, creating labeled datasets manually is an expensive and resource-intensive undertaking. This has propelled organizations to outsource data labeling activities to specialist third-party providers. Furthermore, factors like the shortage of skilled annotation talent and the growing computational capabilities of AI have accelerated the outsourcing of data annotation projects. However, ensuring quality control and accuracy across huge datasets annotated by remote teams poses a challenge. Additionally, managing copyright and privacy issues involving sensitive personal information can also restrain the market growth. Nevertheless, the increasing focus on computer vision and self-supervised learning is expected to bring more opportunities for players in this market.

Key Features of the Study:

This report provides in-depth analysis of the global data labeling market, and provides market size (US$ Billion) and compound annual growth rate (CAGR%) for the forecast period (2025-2032), considering 2024 as the base year

It elucidates potential revenue opportunities across different segments and explains attractive investment proposition matrices for this market

This study also provides key insights about market drivers, restraints, opportunities, new product launches or approvals, market trends, regional outlook, and competitive strategies adopted by key players

It profiles key players in the global data labeling market based on the following parameters - company highlights, products portfolio, key highlights, financial performance, and strategies

Key companies covered as a part of this study include Reality AI, Globalme Localization Inc., Global Technology Solutions, Alegion, Labelbox Inc., Scale AI Inc., Trilldata Technologies Pvt Ltd, Appen Limited, Playment Inc., Dobility Inc., CloudFactory, Mighty AI (acquired by Uber), Samasource, Cogito Tech LLC, and iMerit

Insights from this report would allow marketers and the management authorities of the companies to make informed decisions regarding their future product launches, type up-gradation, market expansion, and marketing tactics

The global data labeling market report caters to various stakeholders in this industry including investors, suppliers, product manufacturers, distributors, new entrants, and financial analysts

Stakeholders would have ease in decision-making through various strategy matrices used in analyzing the global data labeling market

Market Segmentation

  • Data Type Insights (Revenue, USD Bn, 2020 - 2032)
    • Image/Video
    • Text
    • Audio
  • Vertical Insights (Revenue, USD Bn, 2020 - 2032)
    • IT & Telecom
    • Automotive
    • Healthcare
    • BFSI (Banking, Financial Services, and Insurance)
    • Retail & E-commerce
  • Regional Insights (Revenue, USD Bn, 2020 - 2032)
    • North America
    • U.S.
    • Canada
    • Latin America
    • Brazil
    • Argentina
    • Mexico
    • Rest of Latin America
    • Europe
    • Germany
    • U.K.
    • Spain
    • France
    • Italy
    • Russia
    • Rest of Europe
    • Asia Pacific
    • China
    • India
    • Japan
    • Australia
    • South Korea
    • ASEAN
    • Rest of Asia Pacific
    • Middle East
    • GCC Countries
    • Israel
    • Rest of Middle East
    • Africa
    • South Africa
    • North Africa
    • Central Africa
  • Key Players Insights
    • Reality AI
    • Globalme Localization Inc.
    • Global Technology Solutions
    • Alegion
    • Labelbox Inc.
    • Scale AI Inc.
    • Trilldata Technologies Pvt Ltd
    • Appen Limited
    • Playment Inc.
    • Dobility Inc.
    • CloudFactory
    • Mighty AI (acquired by Uber)
    • Samasource
    • Cogito Tech LLC
    • iMerit

Table of Contents

1. Research Objectives and Assumptions

  • Research Objectives
  • Assumptions
  • Abbreviations

2. Market Purview

  • Report Description
    • Market Definition and Scope
  • Executive Summary
    • Global Data Labeling Market, By Data Type
    • Global Data Labeling Market, By Vertical
    • Global Data Labeling Market, By Region

3. Market Dynamics, Regulations, and Trends Analysis

  • Market Dynamics
  • Impact Analysis
  • Key Highlights
  • Regulatory Scenario
  • Product Launches/Approvals
  • PEST Analysis
  • PORTER's Analysis
  • Market Opportunities
  • Regulatory Scenario
  • Key Developments
  • Industry Trends

4. Global Data Labeling Market, By Data Type, 2020-2032, (USD Bn)

  • Introduction
    • Market Share Analysis, 2025 and 2032 (%)
    • Y-o-Y Growth Analysis, 2021 - 2032
    • Segment Trends
  • Image/Video
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)
  • Text
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)
  • Audio
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)

5. Global Data Labeling Market, By Vertical, 2020-2032, (USD Bn)

  • Introduction
    • Market Share Analysis, 2025 and 2032 (%)
    • Y-o-Y Growth Analysis, 2021 - 2032
    • Segment Trends
  • IT & Telecom
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)
  • Automotive
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)
  • Healthcare
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)
  • BFSI (Banking, Financial Services, and Insurance)
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)
  • Retail & E-commerce
    • Introduction
    • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Bn)

6. Global Data Labeling Market, By Region, 2020 - 2032, Value (USD Bn)

  • Introduction
    • Market Share (%) Analysis, 2025,2028 & 2032, Value (USD Bn)
    • Market Y-o-Y Growth Analysis (%), 2021 - 2032, Value (USD Bn)
    • Regional Trends
  • North America
    • Introduction
    • Market Size and Forecast, By Data Type, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Vertical, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Bn)
      • U.S.
      • Canada
  • Latin America
    • Introduction
    • Market Size and Forecast, By Data Type, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Vertical, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Bn)
      • Brazil
      • Argentina
      • Mexico
      • Rest of Latin America
  • Europe
    • Introduction
    • Market Size and Forecast, By Data Type, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Vertical, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Bn)
      • Germany
      • U.K.
      • Spain
      • France
      • Italy
      • Russia
      • Rest of Europe
  • Asia Pacific
    • Introduction
    • Market Size and Forecast, By Data Type, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Vertical, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Bn)
      • China
      • India
      • Japan
      • Australia
      • South Korea
      • ASEAN
      • Rest of Asia Pacific
  • Middle East
    • Introduction
    • Market Size and Forecast, By Data Type, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Vertical, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Bn)
      • GCC Countries
      • Israel
      • Rest of Middle East
  • Africa
    • Introduction
    • Market Size and Forecast, By Data Type, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Vertical, 2020 - 2032, Value (USD Bn)
    • Market Size and Forecast, By Country/Region, 2020 - 2032, Value (USD Bn)
      • South Africa
      • North Africa
      • Central Africa

7. Competitive Landscape

  • Reality AI
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Globalme Localization Inc.
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Global Technology Solutions
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Alegion
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Labelbox Inc.
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Scale AI Inc.
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Trilldata Technologies Pvt Ltd
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Appen Limited
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Playment Inc.
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Dobility Inc.
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • CloudFactory
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Mighty AI (acquired by Uber)
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Samasource
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • Cogito Tech LLC
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies
  • iMerit
    • Company Highlights
    • Product Portfolio
    • Key Developments
    • Financial Performance
    • Strategies

8. Analyst Recommendations

  • Wheel of Fortune
  • Analyst View
  • Coherent Opportunity Map

9. References and Research Methodology

  • References
  • Research Methodology
  • About us