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市場調查報告書
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1843495

2025年全球資料收集與標籤市場報告

Data Collection And Labeling Global Market Report 2025
出版日期: | 出版商: The Business Research Company | 英文 250 Pages | 商品交期: 2-10個工作天內

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簡介目錄

近年來，數據收集和標註市場發展迅速，預計從2024年的35.5億美元成長到2025年的44.1億美元，複合年成長率達24.3%。這一成長可歸因於監管合規、品質保證、特定產業需求、人工智慧模型訓練資料以及外包趨勢。

預計未來幾年數據收集和標註市場規模將呈指數級成長，到2029年將達到118.7億美元，複合年成長率（CAGR）為28.1%。預測期內的成長主要受以下因素驅動：不斷變化的監管環境、人工智慧的日益普及、對專業標註服務的需求、數據複雜性的增加以及數據標註服務的全球化。預測期內的關鍵趨勢包括：人工智慧模型訓練資料的擴展、影像和影片標註的重要性日益凸顯、對即時資料標註的需求、安全和隱私方面的擔憂以及標註工具的演進。

資料收集和標註是收集和整理相關資料以用於人工智慧 (AI) 和機器學習 (ML) 模型的關鍵流程。資料收集涉及從各種來源（例如攝影機、錄音機、問捲和網路爬蟲）收集相關資訊，以創建全面的資料集。資料標註涉及為收集的資料添加標籤和上下文資訊，從而提供訓練 AI 和 ML 模型所需的資訊。

資料擷取和標註的主要資料類型包括文字、影像、影片和音訊。在文字相關應用中，標註和資料收集對於訓練機器學習模型以準確預測新的文字資料至關重要。這些流程應用於眾多領域，包括資料集管理、安全與合規、資料品管、勞動力管理、內容管理、目錄管理和情感分析。資訊科技 (IT)、汽車、政府、醫療保健、銀行、金融服務和保險 (BFSI)、零售和電子商務等各行各業都利用這些流程來實現各種目標。

美國關稅的突然上調以及由此引發的貿易摩擦，在2025年春季對資訊科技產業，尤其是硬體製造、資料基礎設施和軟體部署領域，產生了重大影響。進口半導體、電路基板和網路設備的關稅提高，並推高了高科技公司、雲端服務供應商和資料中心的生產和營運成本。在全球範圍內採購筆記型電腦、伺服器和消費電子產品零件的公司面臨更長的前置作業時間和價格壓力。同時，對專用軟體徵收的關稅以及主要國際市場的報復性措施，擾亂了全球IT供應鏈，並降低了海外對美國製造技術的需求。為了應對這些挑戰，該行業正在加大對國內晶片生產的投資，擴大供應商網路，並利用人工智慧驅動的自動化技術來增強韌性並簡化成本管理。

這份數據採集與標籤市場研究報告是商業研究公司最新發布的系列報告之一，提供數據收集與標籤市場的統計數據，包括全球市場規模、區域佔有率、競爭對手及其市場佔有率、詳細的市場細分、市場趨勢以及行業商機。該報告對數據收集與標籤行業的現狀和未來發展趨勢進行了深入分析，為您提供所需的全面觀點。

未來五年28.1%的預測成長率較我們先前對該市場的預測略微下降了0.3%。這一下降主要歸因於美國與其他國家之間的關稅影響。對雲端儲存和離岸標註工具徵收關稅可能會增加美國大規模資料收集和標註項目的成本，尤其是在人工智慧模型訓練方面。此外，由於相互關稅措施以及貿易緊張局勢和限制加劇對全球經濟和貿易的負面影響，其影響範圍將更加廣泛。

預計未來幾年，自動駕駛汽車的日益普及將推動數據收集和標註市場的擴張。自動駕駛汽車能夠感知周圍環境並在無需人工干預的情況下自主導航。資料收集和標註在幫助自動駕駛汽車識別資料模式、正確分類資料以及在道路上做出準確安全的決策方面發揮關鍵作用。這包括對各種物體和場景做出回應，例如行人、其他車輛和交通標誌。例如，美國保險資訊研究所（Insurance Information Institute, Inc.）在2022年8月報告稱，到2025年，美國道路上將有350萬輛自動駕駛汽車，預計到2030年這一數字將增至450萬輛。因此，自動駕駛汽車的廣泛應用正在推動數據收集和標註市場的成長。

機器學習和人工智慧 (AI) 的快速發展正在推動資料收集和標註市場的擴張。機器學習涉及的演算法能夠讓電腦在無需明確程式設計的情況下，隨著處理資料量的增加而不斷提升特定任務的效能。人工智慧則涉及能夠模擬人類智慧的系統。人工智慧和機器學習演算法能夠簡化從感測器、物聯網設備和網站等各種來源的資料收集，並實現資料聚合和預處理的自動化。根據美國勞工統計局預測，從 2020 年到 2030 年，機器學習工程師的就業人數預計將增加 22%，這表明人工智慧和機器學習的興起將在推動資料收集和標註市場發展方面發揮關鍵作用。

技術進步是推動數據採集和標籤市場成長的重要趨勢。該細分市場的企業正在採用即時數據監控等創新技術來提升市場地位。例如，2022年5月，北美Sumake公司推出了EA-SC100工具管理系統，該系統專為資料擷取和工具設定而設計。該系統整合了觸控屏，可即時顯示結果，並配備遠端管理系統，可高效地進行工具設定和資料搜尋。 EA-SC100系統不僅能降低成本、提高盈利，還能簡化組裝流程，並協助企業維持品質標準。

數據採集和標註市場的主要企業正在開發創新的軟體技術，例如基於網路的標註工具，以提高數據標註流程的效率、擴充性和可存取性。基於網路的標註工具是一種軟體平台，允許使用者透過線上介面對資料進行標註、分類和註釋。例如，2024年4月，總部位於美國的軟體公司StradVision發布了Labelit，這是一款先進的基於網路的標註工具，旨在最佳化高級識別技術（尤其是駕駛和停車應用）所需的標註流程。 Labelit能夠自動執行先前需要手動完成的複雜資料標註任務，並透過雲端基礎的處理顯著提高效率。該工具的一個關鍵特性是能夠追蹤和分析使用者的工作記錄，從而可以精確測量任務完成時間。

2022年7月，總部位於日本的尖端半導體解決方案供應商瑞薩電子株式會社完成了對Reality AI的收購，具體金額未披露。此次收購對瑞薩而言意義重大，不僅拓展和增強了其產品組合，也使其軟體和人工智慧工具產品更加多元化。 Reality AI是一家總部位於美國的軟體開發公司，專注於資料收集和標註。此次策略整合將增強瑞薩提供無縫整合軟硬體的最佳化終端解決方案的能力。此次收購不僅提升了瑞薩在數據收集和標註領域的實力，使其能夠開發高度複雜的解決方案，也拓展了其整體技術能力。

資料收集和標註市場包括營業單位透過感測器資料標註和自然語言處理 (NLP) 標註所產生的收入。市場價值還包括服務供應商銷售的或包含在其服務產品中的相關商品的價值。僅包括在實體之間交易或銷售給最終消費者的商品和服務。

目錄

第1章執行摘要

第2章 市場特徵

第3章 市場趨勢與策略

第4章 市場：宏觀經濟情景，包括利率、通貨膨脹、地緣政治、貿易戰和關稅，以及新冠疫情及其復甦對市場的影響

第5章 全球成長分析與策略分析框架

  • 全球資料收集與標註：PESTEL 分析（政治、社會、技術、環境、法律因素、促進因素與限制因素）
  • 終端用戶產業分析
  • 全球數據採集與標籤市場：成長率分析
  • 全球資料擷取與標籤市場表現：規模與成長，2019-2024 年
  • 全球資料收集和標籤市場預測：規模和成長，2024-2029年，2034年預測
  • 全球數據收集和標籤：潛在市場規模 (TAM)

第6章 市場細分

  • 全球資料收集與標籤市場：按資料類型分類，實際值和預測值，2019-2024年、2024-2029年預測值、2034年預測值
  • 文字
  • 圖片或影片
  • 聲音的
  • 全球資料收集與標籤市場：依應用領域分類，實際值及預測值，2019-2024年、2024-2029年預測值、2034年預測值
  • 資料集管理
  • 安全與合規
  • 數據品管
  • 人力資源管理
  • 內容管理
  • 目錄管理
  • 情緒分析
  • 其他用途
  • 全球資料收集與標籤市場：按產業分類，實際值和預測值，2019-2024年、2024-2029年預測值、2034年預測值
  • 資訊科技（IT）
  • 車
  • 政府
  • 衛生保健
  • 銀行、金融服務和保險（BFSI）
  • 零售與電子商務
  • 其他行業
  • 全球資料收集與標籤市場：細分市場、文字（按類型）、實際值和預測值，2019-2024 年、2024-2029 年預測值、2034 年預測值
  • 情緒分析
  • 命名實體識別（NER）
  • 文字分類
  • 聊天機器人註釋
  • 全球資料擷取與標註市場：細分市場（按類型分類，影像或影片），實際值和預測值，2019-2024年，2024-2029年預測值，2034年預測值
  • 影像分類
  • 目標偵測
  • 影像分割
  • 影片註釋
  • 全球資料收集與標註市場：細分市場、音訊（按類型）、實際結果和預測，2019-2024年、2024-2029年預測、2034年預測
  • 語音辨識
  • 說話者識別
  • 聲音事件偵測
  • 轉錄服務

第7章 區域和國家分析

  • 全球資料收集與標籤市場：區域分析、預測與成長，2019-2024年、2024-2029年預測、2034年預測
  • 全球數據收集和標籤市場：國家/地區、實際數據和預測數據，2019-2024 年、2024-2029 年預測數據、2034 年預測數據

第8章 亞太市場

第9章：中國市場

第10章 印度市場

第11章 日本市場

第12章：澳洲市場

第13章 印尼市場

第14章 韓國市場

第15章 西歐市場

第16章英國市場

第17章：德國市場

第18章：法國市場

第19章：義大利市場

第20章：西班牙市場

第21章 東歐市場

第22章：俄羅斯市場

第23章 北美市場

第24章美國市場

第25章：加拿大市場

第26章 南美洲市場

第27章：巴西市場

第28章 中東市場

第29章：非洲市場

第30章：競爭格局與公司概況

  • 數據採集與標註市場：競爭格局
  • 數據採集與標註市場：公司概況
    • Reality Analytics Inc. Overview, Products and Services, Strategy and Financial Analysis
    • Globalme Localization Inc. Overview, Products and Services, Strategy and Financial Analysis
    • Global Technology Solutions Inc. Overview, Products and Services, Strategy and Financial Analysis
    • Alegion Inc. Overview, Products and Services, Strategy and Financial Analysis
    • Labelbox Inc. Overview, Products and Services, Strategy and Financial Analysis

第31章：其他領先和創新企業

  • Dobility Inc.
  • Scale AI Inc.
  • Trilldata Technologies Pvt. Ltd.
  • Appen Limited
  • Summa Linguae Technologies SA
  • SuperAnnotate AI Inc.
  • Keylabs.ai Ltd.
  • V7Labs Ltd.
  • Datasaur Inc.
  • Dataloop Ltd.
  • CloudFactory Limited
  • Clarifai Inc.
  • International Business Machines Corp.
  • Oracle Corp.
  • TELUS International

第32章 全球市場競爭基準化分析與儀錶板

第33章 重大併購

第34章 近期市場趨勢

第35章：高潛力市場國家、細分市場與策略

  • 2029年資料收集與標籤市場：提供新機會的國家
  • 2029年資料擷取與標籤市場：新興細分市場機會
  • 2029年資料收集與標籤市場：成長策略
    • 基於市場趨勢的策略
    • 競爭對手策略

第36章附錄

簡介目錄
Product Code: r23295u

Data collection and labeling are crucial processes for gathering and organizing relevant data for use in artificial intelligence (AI) and machine learning (ML) models. In data collection, relevant information is gathered from various sources such as cameras, voice recorders, surveys, and web scraping to create a comprehensive dataset. Data labeling involves attaching labels or context to the collected data to provide information for training AI and ML models.

The primary data types for data collection and labeling include text, image or video, and audio. In text-related applications, labeling and collecting data are essential for training machine learning models to make accurate predictions on new text data. These processes find applications in various areas such as dataset management, security and compliance, data quality control, workforce management, content management, catalog management, sentiment analysis, and more. Different industries, including information technology (IT), automotive, government, healthcare, banking, financial services and insurance (BFSI), retail and e-commerce, leverage these processes for various purposes.

Note that the outlook for this market is being affected by rapid changes in trade relations and tariffs globally. The report will be updated prior to delivery to reflect the latest status, including revised forecasts and quantified impact analysis. The report's Recommendations and Conclusions sections will be updated to give strategies for entities dealing with the fast-moving international environment.

The sharp rise in U.S. tariffs and the ensuing trade tensions in spring 2025 are having a significant impact on the information technology sector, especially in hardware manufacturing, data infrastructure, and software deployment. Increased duties on imported semiconductors, circuit boards, and networking equipment have driven up production and operating costs for tech companies, cloud service providers, and data centers. Firms that depend on globally sourced components for laptops, servers, and consumer electronics are grappling with extended lead times and mounting pricing pressures. At the same time, tariffs on specialized software and retaliatory actions by key international markets have disrupted global IT supply chains and dampened foreign demand for U.S.-made technologies. In response, the sector is ramping up investments in domestic chip production, broadening its supplier network, and leveraging AI-powered automation to improve resilience and manage costs more effectively.

The data collection and labeling market research report is one of a series of new reports from The Business Research Company that provides data collection and labeling market statistics, including data collection and labeling industry global market size, regional shares, competitors with a data collection and labeling market share, detailed data collection and labeling market segments, market trends and opportunities, and any further data you may need to thrive in the data collection and labeling industry. This data collection and labeling market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The data collection and labeling market size has grown exponentially in recent years. It will grow from $3.55 billion in 2024 to $4.41 billion in 2025 at a compound annual growth rate (CAGR) of 24.3%. The growth in the historic period can be attributed to regulatory compliance, quality assurance, industry-specific needs, training data for ai models, outsourcing trends.

The data collection and labeling market size is expected to see exponential growth in the next few years. It will grow to $11.87 billion in 2029 at a compound annual growth rate (CAGR) of 28.1%. The growth in the forecast period can be attributed to evolving regulations, increasing ai adoption, demand for specialized labeling, rising complexity of data, globalization of data labeling services. Major trends in the forecast period include expansion of training data for ai models, increasing importance of image and video labeling, demand for real-time data labeling, security and privacy considerations, evolution of annotation tools.

The forecast of 28.1% growth over the next five years reflects a modest reduction of 0.3% from the previous estimate for this market. This reduction is primarily due to the impact of tariffs between the US and other countries. The imposition of tariffs on cloud storage and offshore annotation tools may drive up costs for large-scale data collection and labeling initiatives in the U.S., particularly in AI model training. The effect will also be felt more widely due to reciprocal tariffs and the negative effect on the global economy and trade due to increased trade tensions and restrictions.

The growing adoption of autonomous vehicles is anticipated to drive the expansion of the data collection and labeling market in the coming years. Autonomous vehicles are capable of sensing their environment and navigating without human input. Data collection and labeling play a crucial role in enabling self-driving cars to recognize patterns in data and categorize them correctly, allowing these vehicles to make accurate and safe decisions on the road. This includes responding to various objects and scenarios, such as pedestrians, other vehicles, and traffic signs. For example, in August 2022, the Insurance Information Institute, Inc., a US-based industry association, reported that by 2025, 3.5 million self-driving vehicles are expected to be on U.S. roads, with this number projected to increase to 4.5 million by 2030. As a result, the growing adoption of autonomous vehicles is fueling the growth of the data collection and labeling market.

The burgeoning advancement of machine learning and Artificial Intelligence (AI) is set to propel the expansion of the data collection and labeling market. Machine Learning involves algorithms enabling computers to enhance performance on specific tasks as they encounter more data, without explicit programming. Artificial Intelligence encompasses systems capable of simulating human intelligence. Leveraging AI and ML algorithms streamlines data collection from diverse sources such as sensors, IoT devices, and websites, automating data aggregation and preprocessing. As per the US Bureau of Labor Statistics, the projected 22% growth in employment for machine learning engineers from 2020 to 2030 indicates the significant role of rising AI and machine learning in driving the data collection and labeling market.

Technological advancements serve as a prominent trend fueling the growth of the data collection and labeling market. Companies operating within this market sphere are embracing innovative technologies, such as real-time data monitoring, to fortify their market presence. For instance, Sumake North America, in May 2022, introduced the EA-SC100 tool management system designed for data collection and tool setup. This system integrates a touch screen for real-time result visualization and a remote administration system for efficient tool setup and data retrieval. The EA-SC100 system not only reduces costs and boosts profitability but also streamlines assembly processes and aids businesses in upholding quality standards.

Leading companies in the data collection and labeling market are developing innovative software technologies, such as web-based data labeling tools, to enhance the efficiency, scalability, and accessibility of data annotation processes. A web-based data labeling tool is a software platform that allows users to label, categorize, and annotate data through an online interface. For example, in April 2024, StradVision, a US-based software company, launched Labelit, an advanced web-based data labeling tool designed to optimize the annotation processes required for sophisticated recognition technologies, particularly in driving and parking applications. Labelit automates complex data labeling tasks that were previously performed manually, significantly boosting efficiency through cloud-based processing. A key feature of this tool is its ability to track and analyze user work records, allowing for accurate measurement of task completion times.

In July 2022, Renesas Electronics Corporation, a Japan-based provider of cutting-edge semiconductor solutions, completed the acquisition of Reality AI for an undisclosed sum. This acquisition marks a significant step for Renesas, broadening and enriching its portfolio while diversifying its offerings in software and AI tools. The strategic integration of Reality AI, a US-based software development company specializing in data collection and labeling, strengthens Renesas' capacity to deliver optimized endpoint solutions that seamlessly integrate hardware and software. This acquisition amplifies Renesas' capabilities, enabling the development of highly refined solutions in the realm of data collection and labeling while expanding its overall technological prowess.

Major companies operating in the data collection and labeling market include Reality Analytics Inc., Globalme Localization Inc., Global Technology Solutions Inc., Alegion Inc., Labelbox Inc., Dobility Inc., Scale AI Inc., Trilldata Technologies Pvt. Ltd., Appen Limited, Summa Linguae Technologies SA, SuperAnnotate AI Inc., Keylabs.ai Ltd., V7Labs Ltd., Datasaur Inc., Dataloop Ltd., CloudFactory Limited, Clarifai Inc., International Business Machines Corp., Oracle Corp., TELUS International, Amazon Mechanical Turk, Cogito Corp., iMerit Technology Services Pvt Ltd., Snorkel AI Inc., Hive Digital Technologies Ltd., Samasource Group

North America was the largest region in the data collection and labeling market in 2024. Asia-Pacific is expected to be the fastest-growing region in the data collection and labeling market report during the forecast period. The regions covered in the data collection and labeling market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa

The countries covered in the data collection and labeling market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The data collection and labeling market includes revenues earned by entities through sensor data labelling and natural language processing (NLP) labeling. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

Data Collection And Labeling Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on data collection and labeling market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

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Where is the largest and fastest growing market for data collection and labeling ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward, including technological disruption, regulatory shifts, and changing consumer preferences? The data collection and labeling market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

  • The market characteristics section of the report defines and explains the market.
  • The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
  • The forecasts are made after considering the major factors currently impacting the market. These include:

The forecasts are made after considering the major factors currently impacting the market. These include the technological advancements such as AI and automation, Russia-Ukraine war, trade tariffs (government-imposed import/export duties), elevated inflation and interest rates.

  • Market segmentations break down the market into sub markets.
  • The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth.
  • The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
  • The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

  • Markets Covered:1) By Data Type: Text; Image Or Video; Audio
  • 2) By Application: Dataset Management; Security And Compliance; Data Quality Control; Workforce Management; Content Management; Catalogue Management; Sentiment Analysis; Other Applications
  • 3) By Vertical: Information Technology(IT); Automotive; Government; Healthcare; Banking, Financial Services And Insurance (BFSI); Retail And E-commerce; Other Verticals
  • Subsegments:
  • 1) By Text: Sentiment Analysis; Named Entity Recognition (NER); Text Classification; Annotation For Chatbots
  • 2) By Image Or Video: Image Classification; Object Detection; Image Segmentation; Video Annotation
  • 3) By Audio: Speech Recognition; Speaker Identification; Sound Event Detection; Transcription Services
  • Companies Mentioned: Reality Analytics Inc.; Globalme Localization Inc.; Global Technology Solutions Inc.; Alegion Inc.; Labelbox Inc.; Dobility Inc.; Scale AI Inc.; Trilldata Technologies Pvt. Ltd.; Appen Limited; Summa Linguae Technologies SA; SuperAnnotate AI Inc.; Keylabs.ai Ltd.; V7Labs Ltd.; Datasaur Inc.; Dataloop Ltd.; CloudFactory Limited; Clarifai Inc.; International Business Machines Corp.; Oracle Corp.; TELUS International; Amazon Mechanical Turk; Cogito Corp.; iMerit Technology Services Pvt Ltd.; Snorkel AI Inc.; Hive Digital Technologies Ltd.; Samasource Group
  • Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
  • Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
  • Time Series: Five years historic and ten years forecast.
  • Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
  • Data Segmentations: country and regional historic and forecast data, market share of competitors, market segments.
  • Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
  • Delivery Format: PDF, Word and Excel Data Dashboard.

Table of Contents

1. Executive Summary

2. Data Collection And Labeling Market Characteristics

3. Data Collection And Labeling Market Trends And Strategies

4. Data Collection And Labeling Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Trade Wars and Tariffs, And Covid And Recovery On The Market

  • 4.1. Supply Chain Impact from Tariff War & Trade Protectionism

5. Global Data Collection And Labeling Growth Analysis And Strategic Analysis Framework

  • 5.1. Global Data Collection And Labeling PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
  • 5.2. Analysis Of End Use Industries
  • 5.3. Global Data Collection And Labeling Market Growth Rate Analysis
  • 5.4. Global Data Collection And Labeling Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
  • 5.5. Global Data Collection And Labeling Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
  • 5.6. Global Data Collection And Labeling Total Addressable Market (TAM)

6. Data Collection And Labeling Market Segmentation

  • 6.1. Global Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Text
  • Image Or Video
  • Audio
  • 6.2. Global Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Dataset Management
  • Security And Compliance
  • Data Quality Control
  • Workforce Management
  • Content Management
  • Catalogue Management
  • Sentiment Analysis
  • Other Applications
  • 6.3. Global Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Information Technology(IT)
  • Automotive
  • Government
  • Healthcare
  • Banking, Financial Services and Insurance (BFSI)
  • Retail And E-commerce
  • Other Verticals
  • 6.4. Global Data Collection And Labeling Market, Sub-Segmentation Of Text, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Sentiment Analysis
  • Named Entity Recognition (NER)
  • Text Classification
  • Annotation For Chatbots
  • 6.5. Global Data Collection And Labeling Market, Sub-Segmentation Of Image Or Video, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Image Classification
  • Object Detection
  • Image Segmentation
  • Video Annotation
  • 6.6. Global Data Collection And Labeling Market, Sub-Segmentation Of Audio, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Speech Recognition
  • Speaker Identification
  • Sound Event Detection
  • Transcription Services

7. Data Collection And Labeling Market Regional And Country Analysis

  • 7.1. Global Data Collection And Labeling Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 7.2. Global Data Collection And Labeling Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8. Asia-Pacific Data Collection And Labeling Market

  • 8.1. Asia-Pacific Data Collection And Labeling Market Overview
  • Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
  • 8.2. Asia-Pacific Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 8.3. Asia-Pacific Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 8.4. Asia-Pacific Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Data Collection And Labeling Market

  • 9.1. China Data Collection And Labeling Market Overview
  • 9.2. China Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
  • 9.3. China Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
  • 9.4. China Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Data Collection And Labeling Market

  • 10.1. India Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 10.2. India Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 10.3. India Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Data Collection And Labeling Market

  • 11.1. Japan Data Collection And Labeling Market Overview
  • 11.2. Japan Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 11.3. Japan Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 11.4. Japan Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Data Collection And Labeling Market

  • 12.1. Australia Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 12.2. Australia Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 12.3. Australia Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Data Collection And Labeling Market

  • 13.1. Indonesia Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 13.2. Indonesia Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 13.3. Indonesia Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Data Collection And Labeling Market

  • 14.1. South Korea Data Collection And Labeling Market Overview
  • 14.2. South Korea Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 14.3. South Korea Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 14.4. South Korea Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Data Collection And Labeling Market

  • 15.1. Western Europe Data Collection And Labeling Market Overview
  • 15.2. Western Europe Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 15.3. Western Europe Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 15.4. Western Europe Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Data Collection And Labeling Market

  • 16.1. UK Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 16.2. UK Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 16.3. UK Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Data Collection And Labeling Market

  • 17.1. Germany Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 17.2. Germany Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 17.3. Germany Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Data Collection And Labeling Market

  • 18.1. France Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 18.2. France Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 18.3. France Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Data Collection And Labeling Market

  • 19.1. Italy Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 19.2. Italy Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 19.3. Italy Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Data Collection And Labeling Market

  • 20.1. Spain Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 20.2. Spain Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 20.3. Spain Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Data Collection And Labeling Market

  • 21.1. Eastern Europe Data Collection And Labeling Market Overview
  • 21.2. Eastern Europe Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 21.3. Eastern Europe Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 21.4. Eastern Europe Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Data Collection And Labeling Market

  • 22.1. Russia Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 22.2. Russia Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 22.3. Russia Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Data Collection And Labeling Market

  • 23.1. North America Data Collection And Labeling Market Overview
  • 23.2. North America Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 23.3. North America Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 23.4. North America Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Data Collection And Labeling Market

  • 24.1. USA Data Collection And Labeling Market Overview
  • 24.2. USA Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 24.3. USA Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 24.4. USA Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Data Collection And Labeling Market

  • 25.1. Canada Data Collection And Labeling Market Overview
  • 25.2. Canada Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 25.3. Canada Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 25.4. Canada Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Data Collection And Labeling Market

  • 26.1. South America Data Collection And Labeling Market Overview
  • 26.2. South America Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 26.3. South America Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 26.4. South America Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Data Collection And Labeling Market

  • 27.1. Brazil Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 27.2. Brazil Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 27.3. Brazil Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Data Collection And Labeling Market

  • 28.1. Middle East Data Collection And Labeling Market Overview
  • 28.2. Middle East Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 28.3. Middle East Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 28.4. Middle East Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Data Collection And Labeling Market

  • 29.1. Africa Data Collection And Labeling Market Overview
  • 29.2. Africa Data Collection And Labeling Market, Segmentation By Data Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 29.3. Africa Data Collection And Labeling Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 29.4. Africa Data Collection And Labeling Market, Segmentation By Vertical, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. Data Collection And Labeling Market Competitive Landscape And Company Profiles

  • 30.1. Data Collection And Labeling Market Competitive Landscape
  • 30.2. Data Collection And Labeling Market Company Profiles
    • 30.2.1. Reality Analytics Inc. Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.2. Globalme Localization Inc. Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.3. Global Technology Solutions Inc. Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.4. Alegion Inc. Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.5. Labelbox Inc. Overview, Products and Services, Strategy and Financial Analysis

31. Data Collection And Labeling Market Other Major And Innovative Companies

  • 31.1. Dobility Inc.
  • 31.2. Scale AI Inc.
  • 31.3. Trilldata Technologies Pvt. Ltd.
  • 31.4. Appen Limited
  • 31.5. Summa Linguae Technologies SA
  • 31.6. SuperAnnotate AI Inc.
  • 31.7. Keylabs.ai Ltd.
  • 31.8. V7Labs Ltd.
  • 31.9. Datasaur Inc.
  • 31.10. Dataloop Ltd.
  • 31.11. CloudFactory Limited
  • 31.12. Clarifai Inc.
  • 31.13. International Business Machines Corp.
  • 31.14. Oracle Corp.
  • 31.15. TELUS International

32. Global Data Collection And Labeling Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The Data Collection And Labeling Market

34. Recent Developments In The Data Collection And Labeling Market

35. Data Collection And Labeling Market High Potential Countries, Segments and Strategies

  • 35.1 Data Collection And Labeling Market In 2029 - Countries Offering Most New Opportunities
  • 35.2 Data Collection And Labeling Market In 2029 - Segments Offering Most New Opportunities
  • 35.3 Data Collection And Labeling Market In 2029 - Growth Strategies
    • 35.3.1 Market Trend Based Strategies
    • 35.3.2 Competitor Strategies

36. Appendix

  • 36.1. Abbreviations
  • 36.2. Currencies
  • 36.3. Historic And Forecast Inflation Rates
  • 36.4. Research Inquiries
  • 36.5. The Business Research Company
  • 36.6. Copyright And Disclaimer