2026-2030年全球數據標註工具市場
市場調查報告書
商品編碼
2030900

2026-2030年全球數據標註工具市場

Global Data Labeling And Annotation Tools Market 2026-2030

出版日期: | 出版商: TechNavio | 英文 296 Pages | 訂單完成後即時交付

價格
簡介目錄

全球數據標註和註釋工具市場預計將從 2025 年到 2030 年成長至 27.502 億美元,預測期內複合年成長率為 28.4%。

本報告對全球數據標註和註釋工具市場進行了全面分析,包括市場規模和預測、趨勢、成長要素、挑戰以及對約 25 家公司的供應商分析。

本報告對當前市場狀況、最新趨勢和促進因素以及整體市場環境進行了最新分析。該市場的發展動力源於生成式人工智慧和數據需求的爆炸性成長、人工智慧和電腦視覺在關鍵行業的日益融合,以及向以數據為中心的人工智慧模式轉移。

本研究客觀地結合了一手和二手訊息,包括主要行業相關人員的意見。報告內容涵蓋主要公司分析、全面的市場規模數據、區域細分分析以及供應商格局。報告還包含歷史數據和預測數據。

市場範圍
基準年 2025
年末 2030
調查期 2026-2030
成長勢頭 加速度
2026 年同比比較 22%
複合年成長率 28.4%
增量 27.502億美元

本研究指出,專用於產生式人工智慧資料管道的平台的出現,是未來幾年全球資料標註工具市場成長的關鍵促進因素之一。此外,與MLOps的整合、連續資料引擎的興起以及向統一的多模態標註平台的策略轉型,預計將帶來顯著的市場需求。

目錄

第1章:執行摘要

第2章 Technavio 分析

  • 分析定價、生命週期、顧客購買籃子、採用率和購買標準。
  • 輸入的重要性及差異化因素
  • 干擾因素
  • 促進因素和挑戰的影響

第3章 市場狀況

  • 市場生態系統
  • 市場特徵
  • 價值鏈分析

第4章 市場規模

  • 市場的定義
  • 市場區隔分析
  • 2025年市場規模
  • 市場展望,2025-2030年

第5章 市場規模與表現

  • 2020-2024年全球數據標註工具市場
  • 按類型分類的細分市場分析,2020-2024 年
  • 按方法分類的細分市場分析,2020-2024 年
  • 按部署方式分類的細分市場分析,2020-2024 年
  • 區域區隔市場分析,2020-2024 年
  • 2020-2024年各國細分市場分析

第6章 定性分析

  • 人工智慧的影響:全球數據標註與註釋工具市場
  • 地緣政治衝突的影響:全球資料標註與註釋工具市場

第7章:五力分析

第8章 市場區隔:依類型

  • 比較:按類型
  • 文字
  • 影片
  • 影像
  • 聲音的
  • 市場機會:按類型分類

第9章 市場區隔:依方法

  • 比較:依方法
  • 手動貼標籤
  • 半監督標註
  • 自動貼標
  • 市場機會:依方法

第10章 市場區隔:依部署方式

  • 比較:依部署方式
  • 基於雲端的
  • 現場
  • 市場機會:依發展階段分類

第11章 客戶情況

第12章 區域情勢

  • 區域細分
  • 區域比較
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 亞太地區
    • 中國
    • 日本
    • 印度
    • 韓國
    • 澳洲
    • 印尼
  • 歐洲
    • 德國
    • 英國
    • 法國
    • 義大利
    • 西班牙
    • 荷蘭
  • 南美洲
    • 巴西
    • 阿根廷
    • 智利
  • 中東和非洲
    • 沙烏地阿拉伯
    • UAE
    • 南非
    • 以色列
    • 土耳其
  • 市場機會:按地區分類

第13章 促進因素、挑戰與機遇

  • 市場促進因素
  • 市場挑戰
  • 促進因素和挑戰的影響
  • 市場機遇

第14章 競爭格局

  • 概述
  • 競爭格局
  • 混亂局面
  • 產業風險

第15章 競爭分析

  • 公司簡介
  • 公司排名指標
  • 企業市場定位
  • ALEGION
  • Amazon Mechanical Turk Inc.
  • Clickworker GmbH
  • Cloudfactory
  • Cogito Tech LLC
  • Cord Technologies Inc.
  • Deepen AI
  • Google LLC
  • iMerit
  • Kili Technology
  • Labelbox
  • Lionbridge Technologies LLC
  • Samasource
  • Scale AI
  • TELUS Digital

第16章附錄

簡介目錄
Product Code: IRTNTR80661

The global data labeling and annotation tools market is forecasted to grow by USD 2750.2 mn during 2025-2030, accelerating at a CAGR of 28.4% during the forecast period. The report on the global data labeling and annotation tools market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by explosive growth and data demands of generative ai, deepening integration of ai and computer vision across core industries, paradigm shift towards data-centric ai.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

Market Scope
Base Year2025
End Year2030
Series Year2026-2030
Growth MomentumAccelerate
YOY 202622%
CAGR28.4%
Incremental Value$2750.2 mn

Technavio's global data labeling and annotation tools market is segmented as below:

By Type

  • Text
  • Video
  • Image
  • Audio

By Technique

  • Manual labeling
  • Semi-supervised labeling
  • Automatic labeling

By Deployment

  • Cloud-based
  • On-premises

Geography

  • North America
    • US
    • Canada
    • Mexico
  • APAC
    • China
    • Japan
    • India
    • South Korea
    • Australia
    • Indonesia
  • Europe
    • Germany
    • UK
    • France
    • Italy
    • Spain
    • The Netherlands
  • South America
    • Brazil
    • Argentina
    • Chile
  • Middle East and Africa
    • UAE
    • South Africa
    • Turkey
  • Rest of World (ROW)

This study identifies the emergence of specialized platforms for generative ai data pipelines as one of the prime reasons driving the global data labeling and annotation tools market growth during the next few years. Also, convergence with mlops and rise of continuous data engine and strategic shift towards unified multimodal annotation platforms will lead to sizable demand in the market.

The report on the global data labeling and annotation tools market covers the following areas:

  • Global data labeling and annotation tools market sizing
  • Global data labeling and annotation tools market forecast
  • Global data labeling and annotation tools market industry analysis

The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading global data labeling and annotation tools market vendors that include ALEGION, Amazon Mechanical Turk Inc., APPEN Ltd., Clickworker GmbH, Cloudfactory, Cogito Tech LLC, Cord Technologies Inc., Deepen AI, Google LLC, iMerit, Kili Technology, Labelbox, Lionbridge Technologies LLC, Roboflow Inc., Samasource, Scale AI, SuperAnnotate, Tagtog Sp. z o.o., Taiwan AI Labs, TELUS Digital. Also, the global data labeling and annotation tools market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary

  • 1.1 Market overview
    • Executive Summary - Chart on Market Overview
    • Executive Summary - Data Table on Market Overview
    • Executive Summary - Chart on Global Market Characteristics
    • Executive Summary - Chart on Market by Geography
    • Executive Summary - Chart on Market Segmentation by Type
    • Executive Summary - Chart on Market Segmentation by Technique
    • Executive Summary - Chart on Market Segmentation by Deployment
    • Executive Summary - Chart on Incremental Growth
    • Executive Summary - Data Table on Incremental Growth
    • Executive Summary - Chart on Company Market Positioning

2 Technavio Analysis

  • 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
    • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • 2.2 Criticality of inputs and Factors of differentiation
  • 2.3 Factors of disruption
  • 2.4 Impact of drivers and challenges

3 Market Landscape

  • 3.1 Market ecosystem
  • 3.2 Market characteristics
  • 3.3 Value chain analysis

4 Market Sizing

  • 4.1 Market definition
  • 4.2 Market segment analysis
    • Market segments
  • 4.3 Market size 2025
  • 4.4 Market outlook: Forecast for 2025-2030

5 Historic Market Size

  • 5.1 Global Data Labeling And Annotation Tools Market 2020 - 2024
    • Historic Market Size - Data Table on Global Data Labeling And Annotation Tools Market 2020 - 2024 ($ million)
  • 5.2 Type segment analysis 2020 - 2024
    • Historic Market Size - Type Segment 2020 - 2024 ($ million)
  • 5.3 Technique segment analysis 2020 - 2024
    • Historic Market Size - Technique Segment 2020 - 2024 ($ million)
  • 5.4 Deployment segment analysis 2020 - 2024
    • Historic Market Size - Deployment Segment 2020 - 2024 ($ million)
  • 5.5 Geography segment analysis 2020 - 2024
    • Historic Market Size - Geography Segment 2020 - 2024 ($ million)
  • 5.6 Country segment analysis 2020 - 2024
    • Historic Market Size - Country Segment 2020 - 2024 ($ million)

6 Qualitative Analysis

  • 6.1 Impact of AI on Global Data Labeling and Annotation Tools Market
  • 6.2 Impact of Geopolitical Conflicts on Global Data Labeling and Annotation Tools Market

7 Five Forces Analysis

  • 7.1 Five forces summary
    • Five forces analysis - Comparison between 2025 and 2030
  • 7.2 Bargaining power of buyers
    • Bargaining power of buyers - Impact of key factors 2025 and 2030
  • 7.3 Bargaining power of suppliers
    • Bargaining power of suppliers - Impact of key factors in 2025 and 2030
  • 7.4 Threat of new entrants
    • Threat of new entrants - Impact of key factors in 2025 and 2030
  • 7.5 Threat of substitutes
    • Threat of substitutes - Impact of key factors in 2025 and 2030
  • 7.6 Threat of rivalry
    • Threat of rivalry - Impact of key factors in 2025 and 2030
  • 7.7 Market condition

8 Market Segmentation by Type

  • 8.1 Market segments
  • 8.2 Comparison by Type
  • 8.3 Text - Market size and forecast 2025-2030
  • 8.4 Video - Market size and forecast 2025-2030
  • 8.5 Image - Market size and forecast 2025-2030
  • 8.6 Audio - Market size and forecast 2025-2030
  • 8.7 Market opportunity by Type
    • Market opportunity by Type ($ million)

9 Market Segmentation by Technique

  • 9.1 Market segments
  • 9.2 Comparison by Technique
  • 9.3 Manual labeling - Market size and forecast 2025-2030
  • 9.4 Semi-supervised labeling - Market size and forecast 2025-2030
  • 9.5 Automatic labeling - Market size and forecast 2025-2030
  • 9.6 Market opportunity by Technique
    • Market opportunity by Technique ($ million)

10 Market Segmentation by Deployment

  • 10.1 Market segments
  • 10.2 Comparison by Deployment
  • 10.3 Cloud-based - Market size and forecast 2025-2030
  • 10.4 On-premises - Market size and forecast 2025-2030
  • 10.5 Market opportunity by Deployment
    • Market opportunity by Deployment ($ million)

11 Customer Landscape

  • 11.1 Customer landscape overview
    • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria

12 Geographic Landscape

  • 12.1 Geographic segmentation
  • 12.2 Geographic comparison
  • 12.3 North America - Market size and forecast 2025-2030
    • 12.3.1 US - Market size and forecast 2025-2030
    • 12.3.2 Canada - Market size and forecast 2025-2030
    • 12.3.3 Mexico - Market size and forecast 2025-2030
  • 12.4 APAC - Market size and forecast 2025-2030
    • 12.4.1 China - Market size and forecast 2025-2030
    • 12.4.2 Japan - Market size and forecast 2025-2030
    • 12.4.3 India - Market size and forecast 2025-2030
    • 12.4.4 South Korea - Market size and forecast 2025-2030
    • 12.4.5 Australia - Market size and forecast 2025-2030
    • 12.4.6 Indonesia - Market size and forecast 2025-2030
  • 12.5 Europe - Market size and forecast 2025-2030
    • 12.5.1 Germany - Market size and forecast 2025-2030
    • 12.5.2 UK - Market size and forecast 2025-2030
    • 12.5.3 France - Market size and forecast 2025-2030
    • 12.5.4 Italy - Market size and forecast 2025-2030
    • 12.5.5 Spain - Market size and forecast 2025-2030
    • 12.5.6 The Netherlands - Market size and forecast 2025-2030
  • 12.6 South America - Market size and forecast 2025-2030
    • 12.6.1 Brazil - Market size and forecast 2025-2030
    • 12.6.2 Argentina - Market size and forecast 2025-2030
    • 12.6.3 Chile - Market size and forecast 2025-2030
  • 12.7 Middle East and Africa - Market size and forecast 2025-2030
    • 12.7.1 Saudi Arabia - Market size and forecast 2025-2030
    • 12.7.2 UAE - Market size and forecast 2025-2030
    • 12.7.3 South Africa - Market size and forecast 2025-2030
    • 12.7.4 Israel - Market size and forecast 2025-2030
    • 12.7.5 Turkey - Market size and forecast 2025-2030
  • 12.8 Market opportunity by geography
    • Market opportunity by geography ($ million)
    • Data Tables on Market opportunity by geography ($ million)

13 Drivers, Challenges, and Opportunity

  • 13.1 Market drivers
    • Explosive growth and data demands of generative AI
    • Deepening integration of AI and computer vision across core industries
    • Paradigm shift towards data-centric AI
  • 13.2 Market challenges
    • Maintaining data quality and managing escalating complexity
    • Prohibitive costs and scarcity of skilled human capital
    • Existential threat from advanced AI and synthetic data generation
  • 13.3 Impact of drivers and challenges
    • Impact of drivers and challenges in 2025 and 2030
  • 13.4 Market opportunities
    • Emergence of specialized platforms for generative AI data pipelines
    • Convergence with MLOps and rise of continuous data engine
    • Strategic shift towards unified multimodal annotation platforms

14 Competitive Landscape

  • 14.1 Overview
  • 14.2 Competitive Landscape
    • Overview on criticality of inputs and factors of differentiation
  • 14.3 Landscape disruption
    • Overview on factors of disruption
  • 14.4 Industry risks
    • Impact of key risks on business

15 Competitive Analysis

  • 15.1 Companies profiled
    • Companies covered
  • 15.2 Company ranking index
    • Company ranking index
  • 15.3 Market positioning of companies
    • Matrix on companies position and classification
  • 15.4 ALEGION
    • ALEGION - Overview
    • ALEGION - Product / Service
    • ALEGION - Key offerings
    • SWOT
  • 15.5 Amazon Mechanical Turk Inc.
    • Amazon Mechanical Turk Inc. - Overview
    • Amazon Mechanical Turk Inc. - Product / Service
    • Amazon Mechanical Turk Inc. - Key offerings
    • SWOT
  • 15.6 Clickworker GmbH
    • Clickworker GmbH - Overview
    • Clickworker GmbH - Product / Service
    • Clickworker GmbH - Key offerings
    • SWOT
  • 15.7 Cloudfactory
    • Cloudfactory - Overview
    • Cloudfactory - Product / Service
    • Cloudfactory - Key offerings
    • SWOT
  • 15.8 Cogito Tech LLC
    • Cogito Tech LLC - Overview
    • Cogito Tech LLC - Product / Service
    • Cogito Tech LLC - Key offerings
    • SWOT
  • 15.9 Cord Technologies Inc.
    • Cord Technologies Inc. - Overview
    • Cord Technologies Inc. - Product / Service
    • Cord Technologies Inc. - Key offerings
    • SWOT
  • 15.10 Deepen AI
    • Deepen AI - Overview
    • Deepen AI - Product / Service
    • Deepen AI - Key offerings
    • SWOT
  • 15.11 Google LLC
    • Google LLC - Overview
    • Google LLC - Product / Service
    • Google LLC - Key offerings
    • SWOT
  • 15.12 iMerit
    • iMerit - Overview
    • iMerit - Product / Service
    • iMerit - Key offerings
    • SWOT
  • 15.13 Kili Technology
    • Kili Technology - Overview
    • Kili Technology - Product / Service
    • Kili Technology - Key offerings
    • SWOT
  • 15.14 Labelbox
    • Labelbox - Overview
    • Labelbox - Product / Service
    • Labelbox - Key offerings
    • SWOT
  • 15.15 Lionbridge Technologies LLC
    • Lionbridge Technologies LLC - Overview
    • Lionbridge Technologies LLC - Product / Service
    • Lionbridge Technologies LLC - Key offerings
    • SWOT
  • 15.16 Samasource
    • Samasource - Overview
    • Samasource - Product / Service
    • Samasource - Key offerings
    • SWOT
  • 15.17 Scale AI
    • Scale AI - Overview
    • Scale AI - Product / Service
    • Scale AI - Key offerings
    • SWOT
  • 15.18 TELUS Digital
    • TELUS Digital - Overview
    • TELUS Digital - Product / Service
    • TELUS Digital - Key offerings
    • SWOT

16 Appendix

  • 16.1 Scope of the report
    • Market definition
    • Objectives
    • Notes and caveats
  • 16.2 Inclusions and exclusions checklist
    • Inclusions checklist
    • Exclusions checklist
  • 16.3 Currency conversion rates for US$
    • Currency conversion rates for US$
  • 16.4 Research methodology
    • Research methodology
  • 16.5 Data procurement
    • Information sources
  • 16.6 Data validation
    • Data validation
  • 16.7 Validation techniques employed for market sizing
    • Validation techniques employed for market sizing
  • 16.8 Data synthesis
    • Data synthesis
  • 16.9 360 degree market analysis
    • 360 degree market analysis
  • 16.10 List of abbreviations
    • List of abbreviations