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市場調查報告書
商品編碼
1699539

按資料類型、產業垂直和地區分類的資料標籤市場

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個工作天內

價格
簡介目錄

2025 年全球數據標籤市場規模估計為 48.7 億美元,預計到 2032 年將達到 291.1 億美元,2025 年至 2032 年的複合年成長率為 29.1%。

報告範圍 報告詳細資訊
基準年 2024 2025年的市場規模 48.7億美元
效能數據 從2020年到2024年 預測期 2025年至2032年
預測期:2025-2032年複合年成長率: 29.10% 2032年價值預測 291.1億美元
數字。 2025年各地區數據標示市場佔有率(%)
數據標籤市場-IMG1

近年來,全球數據標籤市場經歷了顯著成長。機器學習和人工智慧技術的興起推動了對大量準確標記的資料來訓練演算法的需求。資料標記涉及使用與資料集相關的標籤、類別和元資料手動註釋資料集,以便機器能夠理解模式並對資訊進行分類。這是一個非常耗時且耗力的過程,但對於開發自學習系統來說卻是不可或缺的。從汽車和製造業到醫療保健和零售業,各行業擴大採用人工智慧,這推動了對資料註釋服務的需求。此外,電腦視覺、自然語言處理和其他認知應用的持續進步需要頻繁更新訓練資料集,從而為該市場中的公司帶來長期成長機會。

市場動態:

全球數據標籤市場主要受到多個領域人工智慧和機器學習技術的日益普及的推動。高級演算法需要大量高品質的訓練資料集才能產生有用的結果。然而,手動建立標記資料集是一項昂貴且資源彙整的工作。這就是為什麼公司擴大將資料標記任務委託給專業的第三方供應商。此外,熟練註釋人才的短缺以及人工智慧運算能力的不斷提高等因素正在加速資料註釋計劃的外包。然而,確保遠端團隊註釋的大型資料集的品管和準確性是一項挑戰。此外,管理圍繞敏感個人資訊的版權和隱私問題也可能抑制市場成長。然而,人們對電腦視覺和自我監督學習的日益關注預計將為該市場中的公司創造更多機會。

本研究的主要特點

本報告對全球數據標籤市場進行了詳細分析,並以 2024 年為基準年,給出了預測期(2025-2032 年)的市場規模和年複合成長率(CAGR%)。

它還強調了各個領域的潛在商機,並說明了該市場的有吸引力的投資提案矩陣。

它還提供了有關市場促進因素、限制因素、機會、新產品發布和核准、市場趨勢、區域前景和主要企業採用的競爭策略的主要考察。

全球數據標籤市場的主要企業是根據公司亮點、產品系列、關鍵亮點、業績和策略等參數列出的。

本報告的見解將使負責人和公司經營團隊能夠就未來的產品發布、類型升級、市場擴張和行銷策略做出明智的決策。

本研究報告針對該產業的各個相關人員,包括投資者、供應商、產品製造商、經銷商、新進業者和財務分析師。

相關人員將透過用於分析全球數據標籤市場的各種策略矩陣來做出決策。

目錄

第1章 調查目的與前提條件

  • 研究目標
  • 先決條件
  • 簡稱

第2章 市場展望

  • 報告描述
    • 市場定義和範圍
  • 執行摘要

第3章市場動態、法規與趨勢分析

  • 市場動態
  • 影響分析
  • 主要亮點
  • 監管情景
  • 產品發布/核准
  • PEST分析
  • 波特分析
  • 市場機會
  • 監管情景
  • 主要進展
  • 產業趨勢

4. 2020 年至 2032 年全球資料標籤市場(依資料類型)

  • 圖片/影片
  • 文章
  • 聲音的

5. 2020 年至 2032 年全球資料標籤市場(依產業垂直分類)

  • 資訊科技/通訊
  • 衛生保健
  • BFSI(銀行、金融服務、保險)
  • 零售與電子商務

6. 2020 年至 2032 年全球資料標籤市場(按地區)

  • 北美洲
  • 拉丁美洲
  • 歐洲
  • 亞太地區
  • 中東
  • 非洲

第7章競爭格局

  • 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 章分析師建議

  • 命運之輪
  • 分析師觀點
  • 一致的機會圖

第9章參考文獻與調查方法

  • 參考
  • 調查方法
  • 關於出版商
簡介目錄
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