查看購物車
  • English
  • Japanese
封面
市場調查報告書
商品編碼
1901750

數據標註解決方案和服務市場－全球產業規模、佔有率、趨勢、機會和預測，按來源類型、類型、標註類型、垂直產業、地區和競爭格局分類，2021-2031年預測

Data Labeling Solution and Services Market- Global Industry Size, Share, Trends, Opportunity, and Forecast, Segmented By Sourcing Type, By Type, By Labeling Type, By Vertical, By Region & Competition, 2021-2031F
出版日期: | 出版商: TechSci Research | 英文 180 Pages | 商品交期: 2-3個工作天內

價格

We offer 8 hour analyst time for an additional research. Please contact us for the details.

簡介目錄

全球數據標註解決方案和服務市場將從2025年的209.3億美元成長到2031年的638.2億美元，複合年成長率為20.42%。資料標註解決方案和服務涵蓋對原始資料格式（例如圖像、文字和音訊）進行系統標註和分類，以產生訓練機器學習演算法所需的結構化資料集。

市場概覽
預測期 2027-2031
市場規模：2025年 209.3億美元
市場規模：2031年 638.2億美元
複合年成長率：2026-2031年 20.42%
成長最快的細分市場 自動的
最大的市場 北美洲

主要市場促進因素

生成式人工智慧的興起推動了多模態資料標註需求的成長，從根本上改變了市場格局。開發者正優先考慮利用基於人類回饋的強化學習（RLHF）來改進大型語言模型（LLM）。這種轉變需要對文字、圖像和視訊資料集進行複雜且大量的標註，以確保模型的安全性和上下文準確性，其任務範圍也從簡單的分類擴展到複雜的推理評估。

主要市場挑戰

不同國際司法管轄區對資料隱私和安全合規性的嚴格要求，對全球資料標註解決方案和服務市場的擴張構成了巨大的障礙。服務提供者在處理用於機器學習的敏感資料集時，會遇到監管環境分散、營運受限等諸多問題。

主要市場趨勢

將合成資料產生整合到工作流程中，從根本上重塑了市場格局，它既減少了對成本高昂的真實世界資料收集的依賴，也滿足了嚴格的隱私要求。隨著各組織尋求在不洩露個人識別資訊 (PII) 的情況下，針對罕見或敏感場景（例如金融詐欺或醫療異常）訓練模型，這一趨勢正日益受到關注。

目錄

第1章：產品概述

第2章：研究方法

第3章：執行概要

第4章：顧客之聲

第5章：全球數據標註解決方案與服務市場展望

  • 市場規模及預測
    • 按價值
  • 市佔率及預測
    • 依採購類型（內部採購、外包）
    • 按類型（文字、圖像/視訊、音訊）
    • 按標籤類型（手動、半自動、自動）
    • 按行業領域（IT、汽車、政府、醫療保健、金融服務、零售、其他）
    • 按地區
    • 按公司（2025 年）
  • 市場地圖

第6章：北美數據標註解決方案與服務市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 北美洲：國家分析
    • 美國
    • 加拿大
    • 墨西哥

第7章：歐洲數據標籤解決方案與服務市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 歐洲：國家分析
    • 德國
    • 法國
    • 英國
    • 義大利
    • 西班牙

第8章：亞太地區資料標註解決方案與服務市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 亞太地區：國家分析
    • 中國
    • 印度
    • 日本
    • 韓國
    • 澳洲

第9章：中東和非洲數據標註解決方案及服務市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 中東和非洲：國家分析
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第10章：南美洲數據標註解決方案與服務市場展望

  • 市場規模及預測
  • 市佔率及預測
  • 南美洲：國家分析
    • 巴西
    • 哥倫比亞
    • 阿根廷

第11章：市場動態

  • 促進要素
  • 挑戰

第12章：市場趨勢與發展

  • 併購
  • 產品發布
  • 最新進展

第13章：全球資料標註解決方案與服務市場：SWOT分析

第14章：波特五力分析

  • 產業競爭
  • 新進入者的潛力
  • 供應商議價能力
  • 顧客的力量
  • 替代產品的威脅

第15章：競爭格局

  • Appen Limited
  • Scale AI, Inc.
  • Labelbox, Inc.
  • Amazon Mechanical Turk, Inc.
  • TELUS International
  • iMerit Global
  • Shaip, Inc.
  • Alegion, Inc.
  • Clickworker GmbH
  • CloudFactory Limited

第16章：策略建議

第17章調查會社について,免責事項

簡介目錄
Product Code: 16953

The Global Data Labeling Solution and Services Market will grow from USD 20.93 Billion in 2025 to USD 63.82 Billion by 2031 at a 20.42% CAGR. Data labeling solutions and services encompass the systematic annotation and classification of raw data formats, such as images, text, and audio, to generate structured datasets requisite for training machine learning algorithms.

Market Overview
Forecast Period2027-2031
Market Size 2025USD 20.93 Billion
Market Size 2031USD 63.82 Billion
CAGR 2026-203120.42%
Fastest Growing SegmentAutomatic
Largest MarketNorth America

Key Market Drivers

The Emergence of Generative AI Fueling Multi-Modal Data Annotation Requirements is fundamentally altering the market landscape, as developers prioritize Reinforcement Learning from Human Feedback (RLHF) to refine Large Language Models (LLMs). This shift necessitates complex, high-volume annotation of text, image, and video datasets to ensure model safety and contextual accuracy, moving beyond simple classification tasks to intricate reasoning evaluations. Reflecting this explosive sector growth, financial metrics from leading providers demonstrate significant capital inflows and operational scaling.

Key Market Challenges

The rigorous demand for data privacy and security compliance across disparate international jurisdictions stands as a formidable barrier to the expansion of the Global Data Labeling Solution and Services Market. As service providers process sensitive datasets for machine learning, they encounter a fragmented regulatory landscape that imposes severe operational constraints. This complexity is particularly acute for vendors utilizing offshore workforce models, where transferring data across borders necessitates navigating stringent frameworks such as GDPR.

Key Market Trends

The Integration of Synthetic Data Generation into Workflows is fundamentally reshaping the market by reducing reliance on costly, real-world data collection while addressing stringent privacy requirements. This trend is gaining traction as organizations seek to train models on rare or sensitive scenarios, such as financial fraud or medical anomalies, without exposing Personally Identifiable Information (PII). By algorithmically creating datasets that mimic the statistical properties of real-world information, companies can rapidly scale their AI development pipelines and mitigate bias inherent in historical records.

Key Market Players

  • Appen Limited
  • Scale AI, Inc.
  • Labelbox, Inc.
  • Amazon Mechanical Turk, Inc.
  • TELUS International
  • iMerit Global
  • Shaip, Inc.
  • Alegion, Inc.
  • Clickworker GmbH
  • CloudFactory Limited

Report Scope:

In this report, the Global Data Labeling Solution and Services Market has been segmented into the following categories, in addition to the industry trends which have also been detailed below:

Data Labeling Solution and Services Market, By Sourcing Type:

  • In-house
  • Outsourced

Data Labeling Solution and Services Market, By Type:

  • Text
  • Image/Video
  • Audio

Data Labeling Solution and Services Market, By Labeling Type:

  • Manual
  • Semi-Supervised
  • Automatic

Data Labeling Solution and Services Market, By Vertical:

  • IT
  • Automotive
  • Government
  • Healthcare
  • Financial Services
  • Retails
  • Others

Data Labeling Solution and Services Market, By Region:

  • North America
  • United States
  • Canada
  • Mexico
  • Europe
  • France
  • United Kingdom
  • Italy
  • Germany
  • Spain
  • Asia Pacific
  • China
  • India
  • Japan
  • Australia
  • South Korea
  • South America
  • Brazil
  • Argentina
  • Colombia
  • Middle East & Africa
  • South Africa
  • Saudi Arabia
  • UAE

Competitive Landscape

Company Profiles: Detailed analysis of the major companies present in the Global Data Labeling Solution and Services Market.

Available Customizations:

Global Data Labeling Solution and Services Market report with the given market data, TechSci Research offers customizations according to a company's specific needs. The following customization options are available for the report:

Company Information

  • Detailed analysis and profiling of additional market players (up to five).

Table of Contents

1. Product Overview

  • 1.1. Market Definition
  • 1.2. Scope of the Market
    • 1.2.1. Markets Covered
    • 1.2.2. Years Considered for Study
    • 1.2.3. Key Market Segmentations

2. Research Methodology

  • 2.1. Objective of the Study
  • 2.2. Baseline Methodology
  • 2.3. Key Industry Partners
  • 2.4. Major Association and Secondary Sources
  • 2.5. Forecasting Methodology
  • 2.6. Data Triangulation & Validation
  • 2.7. Assumptions and Limitations

3. Executive Summary

  • 3.1. Overview of the Market
  • 3.2. Overview of Key Market Segmentations
  • 3.3. Overview of Key Market Players
  • 3.4. Overview of Key Regions/Countries
  • 3.5. Overview of Market Drivers, Challenges, Trends

4. Voice of Customer

5. Global Data Labeling Solution and Services Market Outlook

  • 5.1. Market Size & Forecast
    • 5.1.1. By Value
  • 5.2. Market Share & Forecast
    • 5.2.1. By Sourcing Type (In-house, Outsourced)
    • 5.2.2. By Type (Text, Image/Video, Audio)
    • 5.2.3. By Labeling Type (Manual, Semi-Supervised, Automatic)
    • 5.2.4. By Vertical (IT, Automotive, Government, Healthcare, Financial Services, Retails, Others)
    • 5.2.5. By Region
    • 5.2.6. By Company (2025)
  • 5.3. Market Map

6. North America Data Labeling Solution and Services Market Outlook

  • 6.1. Market Size & Forecast
    • 6.1.1. By Value
  • 6.2. Market Share & Forecast
    • 6.2.1. By Sourcing Type
    • 6.2.2. By Type
    • 6.2.3. By Labeling Type
    • 6.2.4. By Vertical
    • 6.2.5. By Country
  • 6.3. North America: Country Analysis
    • 6.3.1. United States Data Labeling Solution and Services Market Outlook
      • 6.3.1.1. Market Size & Forecast
        • 6.3.1.1.1. By Value
      • 6.3.1.2. Market Share & Forecast
        • 6.3.1.2.1. By Sourcing Type
        • 6.3.1.2.2. By Type
        • 6.3.1.2.3. By Labeling Type
        • 6.3.1.2.4. By Vertical
    • 6.3.2. Canada Data Labeling Solution and Services Market Outlook
      • 6.3.2.1. Market Size & Forecast
        • 6.3.2.1.1. By Value
      • 6.3.2.2. Market Share & Forecast
        • 6.3.2.2.1. By Sourcing Type
        • 6.3.2.2.2. By Type
        • 6.3.2.2.3. By Labeling Type
        • 6.3.2.2.4. By Vertical
    • 6.3.3. Mexico Data Labeling Solution and Services Market Outlook
      • 6.3.3.1. Market Size & Forecast
        • 6.3.3.1.1. By Value
      • 6.3.3.2. Market Share & Forecast
        • 6.3.3.2.1. By Sourcing Type
        • 6.3.3.2.2. By Type
        • 6.3.3.2.3. By Labeling Type
        • 6.3.3.2.4. By Vertical

7. Europe Data Labeling Solution and Services Market Outlook

  • 7.1. Market Size & Forecast
    • 7.1.1. By Value
  • 7.2. Market Share & Forecast
    • 7.2.1. By Sourcing Type
    • 7.2.2. By Type
    • 7.2.3. By Labeling Type
    • 7.2.4. By Vertical
    • 7.2.5. By Country
  • 7.3. Europe: Country Analysis
    • 7.3.1. Germany Data Labeling Solution and Services Market Outlook
      • 7.3.1.1. Market Size & Forecast
        • 7.3.1.1.1. By Value
      • 7.3.1.2. Market Share & Forecast
        • 7.3.1.2.1. By Sourcing Type
        • 7.3.1.2.2. By Type
        • 7.3.1.2.3. By Labeling Type
        • 7.3.1.2.4. By Vertical
    • 7.3.2. France Data Labeling Solution and Services Market Outlook
      • 7.3.2.1. Market Size & Forecast
        • 7.3.2.1.1. By Value
      • 7.3.2.2. Market Share & Forecast
        • 7.3.2.2.1. By Sourcing Type
        • 7.3.2.2.2. By Type
        • 7.3.2.2.3. By Labeling Type
        • 7.3.2.2.4. By Vertical
    • 7.3.3. United Kingdom Data Labeling Solution and Services Market Outlook
      • 7.3.3.1. Market Size & Forecast
        • 7.3.3.1.1. By Value
      • 7.3.3.2. Market Share & Forecast
        • 7.3.3.2.1. By Sourcing Type
        • 7.3.3.2.2. By Type
        • 7.3.3.2.3. By Labeling Type
        • 7.3.3.2.4. By Vertical
    • 7.3.4. Italy Data Labeling Solution and Services Market Outlook
      • 7.3.4.1. Market Size & Forecast
        • 7.3.4.1.1. By Value
      • 7.3.4.2. Market Share & Forecast
        • 7.3.4.2.1. By Sourcing Type
        • 7.3.4.2.2. By Type
        • 7.3.4.2.3. By Labeling Type
        • 7.3.4.2.4. By Vertical
    • 7.3.5. Spain Data Labeling Solution and Services Market Outlook
      • 7.3.5.1. Market Size & Forecast
        • 7.3.5.1.1. By Value
      • 7.3.5.2. Market Share & Forecast
        • 7.3.5.2.1. By Sourcing Type
        • 7.3.5.2.2. By Type
        • 7.3.5.2.3. By Labeling Type
        • 7.3.5.2.4. By Vertical

8. Asia Pacific Data Labeling Solution and Services Market Outlook

  • 8.1. Market Size & Forecast
    • 8.1.1. By Value
  • 8.2. Market Share & Forecast
    • 8.2.1. By Sourcing Type
    • 8.2.2. By Type
    • 8.2.3. By Labeling Type
    • 8.2.4. By Vertical
    • 8.2.5. By Country
  • 8.3. Asia Pacific: Country Analysis
    • 8.3.1. China Data Labeling Solution and Services Market Outlook
      • 8.3.1.1. Market Size & Forecast
        • 8.3.1.1.1. By Value
      • 8.3.1.2. Market Share & Forecast
        • 8.3.1.2.1. By Sourcing Type
        • 8.3.1.2.2. By Type
        • 8.3.1.2.3. By Labeling Type
        • 8.3.1.2.4. By Vertical
    • 8.3.2. India Data Labeling Solution and Services Market Outlook
      • 8.3.2.1. Market Size & Forecast
        • 8.3.2.1.1. By Value
      • 8.3.2.2. Market Share & Forecast
        • 8.3.2.2.1. By Sourcing Type
        • 8.3.2.2.2. By Type
        • 8.3.2.2.3. By Labeling Type
        • 8.3.2.2.4. By Vertical
    • 8.3.3. Japan Data Labeling Solution and Services Market Outlook
      • 8.3.3.1. Market Size & Forecast
        • 8.3.3.1.1. By Value
      • 8.3.3.2. Market Share & Forecast
        • 8.3.3.2.1. By Sourcing Type
        • 8.3.3.2.2. By Type
        • 8.3.3.2.3. By Labeling Type
        • 8.3.3.2.4. By Vertical
    • 8.3.4. South Korea Data Labeling Solution and Services Market Outlook
      • 8.3.4.1. Market Size & Forecast
        • 8.3.4.1.1. By Value
      • 8.3.4.2. Market Share & Forecast
        • 8.3.4.2.1. By Sourcing Type
        • 8.3.4.2.2. By Type
        • 8.3.4.2.3. By Labeling Type
        • 8.3.4.2.4. By Vertical
    • 8.3.5. Australia Data Labeling Solution and Services Market Outlook
      • 8.3.5.1. Market Size & Forecast
        • 8.3.5.1.1. By Value
      • 8.3.5.2. Market Share & Forecast
        • 8.3.5.2.1. By Sourcing Type
        • 8.3.5.2.2. By Type
        • 8.3.5.2.3. By Labeling Type
        • 8.3.5.2.4. By Vertical

9. Middle East & Africa Data Labeling Solution and Services Market Outlook

  • 9.1. Market Size & Forecast
    • 9.1.1. By Value
  • 9.2. Market Share & Forecast
    • 9.2.1. By Sourcing Type
    • 9.2.2. By Type
    • 9.2.3. By Labeling Type
    • 9.2.4. By Vertical
    • 9.2.5. By Country
  • 9.3. Middle East & Africa: Country Analysis
    • 9.3.1. Saudi Arabia Data Labeling Solution and Services Market Outlook
      • 9.3.1.1. Market Size & Forecast
        • 9.3.1.1.1. By Value
      • 9.3.1.2. Market Share & Forecast
        • 9.3.1.2.1. By Sourcing Type
        • 9.3.1.2.2. By Type
        • 9.3.1.2.3. By Labeling Type
        • 9.3.1.2.4. By Vertical
    • 9.3.2. UAE Data Labeling Solution and Services Market Outlook
      • 9.3.2.1. Market Size & Forecast
        • 9.3.2.1.1. By Value
      • 9.3.2.2. Market Share & Forecast
        • 9.3.2.2.1. By Sourcing Type
        • 9.3.2.2.2. By Type
        • 9.3.2.2.3. By Labeling Type
        • 9.3.2.2.4. By Vertical
    • 9.3.3. South Africa Data Labeling Solution and Services Market Outlook
      • 9.3.3.1. Market Size & Forecast
        • 9.3.3.1.1. By Value
      • 9.3.3.2. Market Share & Forecast
        • 9.3.3.2.1. By Sourcing Type
        • 9.3.3.2.2. By Type
        • 9.3.3.2.3. By Labeling Type
        • 9.3.3.2.4. By Vertical

10. South America Data Labeling Solution and Services Market Outlook

  • 10.1. Market Size & Forecast
    • 10.1.1. By Value
  • 10.2. Market Share & Forecast
    • 10.2.1. By Sourcing Type
    • 10.2.2. By Type
    • 10.2.3. By Labeling Type
    • 10.2.4. By Vertical
    • 10.2.5. By Country
  • 10.3. South America: Country Analysis
    • 10.3.1. Brazil Data Labeling Solution and Services Market Outlook
      • 10.3.1.1. Market Size & Forecast
        • 10.3.1.1.1. By Value
      • 10.3.1.2. Market Share & Forecast
        • 10.3.1.2.1. By Sourcing Type
        • 10.3.1.2.2. By Type
        • 10.3.1.2.3. By Labeling Type
        • 10.3.1.2.4. By Vertical
    • 10.3.2. Colombia Data Labeling Solution and Services Market Outlook
      • 10.3.2.1. Market Size & Forecast
        • 10.3.2.1.1. By Value
      • 10.3.2.2. Market Share & Forecast
        • 10.3.2.2.1. By Sourcing Type
        • 10.3.2.2.2. By Type
        • 10.3.2.2.3. By Labeling Type
        • 10.3.2.2.4. By Vertical
    • 10.3.3. Argentina Data Labeling Solution and Services Market Outlook
      • 10.3.3.1. Market Size & Forecast
        • 10.3.3.1.1. By Value
      • 10.3.3.2. Market Share & Forecast
        • 10.3.3.2.1. By Sourcing Type
        • 10.3.3.2.2. By Type
        • 10.3.3.2.3. By Labeling Type
        • 10.3.3.2.4. By Vertical

11. Market Dynamics

  • 11.1. Drivers
  • 11.2. Challenges

12. Market Trends & Developments

  • 12.1. Merger & Acquisition (If Any)
  • 12.2. Product Launches (If Any)
  • 12.3. Recent Developments

13. Global Data Labeling Solution and Services Market: SWOT Analysis

14. Porter's Five Forces Analysis

  • 14.1. Competition in the Industry
  • 14.2. Potential of New Entrants
  • 14.3. Power of Suppliers
  • 14.4. Power of Customers
  • 14.5. Threat of Substitute Products

15. Competitive Landscape

  • 15.1. Appen Limited
    • 15.1.1. Business Overview
    • 15.1.2. Products & Services
    • 15.1.3. Recent Developments
    • 15.1.4. Key Personnel
    • 15.1.5. SWOT Analysis
  • 15.2. Scale AI, Inc.
  • 15.3. Labelbox, Inc.
  • 15.4. Amazon Mechanical Turk, Inc.
  • 15.5. TELUS International
  • 15.6. iMerit Global
  • 15.7. Shaip, Inc.
  • 15.8. Alegion, Inc.
  • 15.9. Clickworker GmbH
  • 15.10. CloudFactory Limited

16. Strategic Recommendations

17. About Us & Disclaimer