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市场调查报告书
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1843495

2025年全球资料收集与标籤市场报告

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个工作天内

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简介目录

近年来，数据收集和标註市场发展迅速，预计从2024年的35.5亿美元成长到2025年的44.1亿美元，复合年增长率达24.3%。这一增长可归因于监管合规、品质保证、特定产业需求、人工智慧模型训练资料以及外包趋势。

预计未来几年数据收集和标註市场规模将呈指数级增长，到2029年将达到118.7亿美元，复合年增长率（CAGR）为28.1%。预测期内的成长主要受以下因素驱动：不断变化的监管环境、人工智慧的日益普及、对专业标註服务的需求、数据复杂性的增加以及数据标註服务的全球化。预测期内的关键趋势包括：人工智慧模型训练资料的扩展、影像和影片标註的重要性日益凸显、对即时资料标註的需求、安全和隐私方面的担忧以及标註工具的演进。

资料收集和标註是收集和整理相关资料以用于人工智慧 (AI) 和机器学习 (ML) 模型的关键流程。资料收集涉及从各种来源（例如摄影机、录音机、问捲和网路爬虫）收集相关信息，以创建全面的资料集。资料标註涉及为收集的资料添加标籤和上下文信息，从而提供训练 AI 和 ML 模型所需的资讯。

资料撷取和标註的主要资料类型包括文字、影像、影片和音讯。在文字相关应用中，标註和资料收集对于训练机器学习模型以准确预测新的文字资料至关重要。这些流程应用于众多领域，包括资料集管理、安全与合规、资料品管、劳动力管理、内容管理、目录管理和情感分析。资讯科技 (IT)、汽车、政府、医疗保健、银行、金融服务和保险 (BFSI)、零售和电子商务等各行各业都利用这些流程来实现各种目标。

美国关税的突然上调以及由此引发的贸易摩擦，在2025年春季对资讯科技产业，尤其是硬体製造、资料基础设施和软体部署领域，产生了重大影响。进口半导体、电路基板和网路设备的关税提高，并推高了高科技公司、云端服务供应商和资料中心的生产和营运成本。在全球范围内采购笔记型电脑、伺服器和消费电子产品零件的公司面临更长的前置作业时间和价格压力。同时，对专用软体征收的关税以及主要国际市场的报復性措施，扰乱了全球IT供应链，并降低了海外对美国製造技术的需求。为了应对这些挑战，该行业正在加大对国内晶片生产的投资，扩大供应商网络，并利用人工智慧驱动的自动化技术来增强韧性并简化成本管理。

这份数据采集与标籤市场研究报告是商业研究公司最新发布的系列报告之一，提供数据收集与标籤市场的统计数据，包括全球市场规模、区域份额、竞争对手及其市场份额、详细的市场细分、市场趋势以及行业商机。该报告对数据收集与标籤行业的现状和未来发展趋势进行了深入分析，为您提供所需的全面观点。

未来五年28.1%的预测成长率较我们先前对该市场的预测略微下降了0.3%。这一下降主要归因于美国与其他国家之间的关税影响。对云端储存和离岸标註工具征收关税可能会增加美国大规模资料收集和标註项目的成本，尤其是在人工智慧模型训练方面。此外，由于相互关税措施以及贸易紧张局势和限制加剧对全球经济和贸易的负面影响，其影响范围将更加广泛。

预计未来几年，自动驾驶汽车的日益普及将推动数据收集和标註市场的扩张。自动驾驶汽车能够感知周围环境并在无需人工干预的情况下自主导航。资料收集和标註在帮助自动驾驶汽车识别资料模式、正确分类资料以及在道路上做出准确安全的决策方面发挥关键作用。这包括对各种物体和场景做出回应，例如行人、其他车辆和交通标誌。例如，美国保险资讯研究所（Insurance Information Institute, Inc.）在2022年8月报告称，到2025年，美国道路上将有350万辆自动驾驶汽车，预计到2030年这一数字将增至450万辆。因此，自动驾驶汽车的广泛应用正在推动数据收集和标註市场的成长。

机器学习和人工智慧 (AI) 的快速发展正在推动资料收集和标註市场的扩张。机器学习涉及的演算法能够让电脑在无需明确程式设计的情况下，随着处理资料量的增加而不断提升特定任务的效能。人工智慧则涉及能够模拟人类智慧的系统。人工智慧和机器学习演算法能够简化从感测器、物联网设备和网站等各种来源的资料收集，并实现资料聚合和预处理的自动化。根据美国劳工统计局预测，从 2020 年到 2030 年，机器学习工程师的就业人数预计将增加 22%，这表明人工智慧和机器学习的兴起将在推动资料收集和标註市场发展方面发挥关键作用。

技术进步是推动数据采集和标籤市场成长的重要趋势。该细分市场的企业正在采用即时数据监控等创新技术来提升市场地位。例如，2022年5月，北美Sumake公司推出了EA-SC100工具管理系统，该系统专为资料撷取和工具设定而设计。该系统整合了触控屏，可即时显示结果，并配备远端管理系统，可高效地进行工具设定和资料搜寻。 EA-SC100系统不仅能降低成本、提高盈利，还能简化组装流程，并协助企业维持品质标准。

数据采集和标註市场的主要企业正在开发创新的软体技术，例如基于网路的标註工具，以提高数据标註流程的效率、扩充性和可存取性。基于网路的标註工具是一种软体平台，允许使用者透过线上介面对资料进行标註、分类和註释。例如，2024年4月，总部位于美国的软体公司StradVision发布了Labelit，这是一款先进的基于网路的标註工具，旨在优化高级识别技术（尤其是驾驶和停车应用）所需的标註流程。 Labelit能够自动执行先前需要手动完成的复杂资料标註任务，并透过云端基础的处理显着提高效率。该工具的一个关键特性是能够追踪和分析使用者的工作记录，从而可以精确测量任务完成时间。

2022年7月，总部位于日本的尖端半导体解决方案供应商瑞萨电子株式会社完成了对Reality AI的收购，具体金额未披露。此次收购对瑞萨而言意义重大，不仅拓展和增强了其产品组合，也使其软体和人工智慧工具产品更加多元化。 Reality AI是一家总部位于美国的软体开发公司，专注于资料收集和标註。此次策略整合将增强瑞萨提供无缝整合软硬体的最佳化终端解决方案的能力。此次收购不仅提升了瑞萨在数据收集和标註领域的实力，使其能够开发高度复杂的解决方案，也拓展了其整体技术能力。

资料收集和标註市场包括营业单位透过感测器资料标註和自然语言处理 (NLP) 标註所产生的收入。市场价值还包括服务供应商销售的或包含在其服务产品中的相关商品的价值。仅包括在实体之间交易或销售给最终消费者的商品和服务。

目录

第一章执行摘要

第二章 市场特征

第三章 市场趋势与策略

第四章 市场：宏观经济情景，包括利率、通货膨胀、地缘政治、贸易战和关税，以及新冠疫情及其復苏对市场的影响

第五章 全球成长分析与策略分析框架

  • 全球资料收集与标註：PESTEL 分析（政治、社会、技术、环境、法律因素、驱动因素与限制因素）
  • 终端用户产业分析
  • 全球数据采集与标籤市场：成长率分析
  • 全球资料撷取与标籤市场表现：规模与成长，2019-2024 年
  • 全球资料收集和标籤市场预测：规模和成长，2024-2029年，2034年预测
  • 全球数据收集和标籤：潜在市场规模 (TAM)

第六章 市场细分

  • 全球资料收集与标籤市场：按资料类型划分，实际值和预测值，2019-2024年、2024-2029年预测值、2034年预测值
  • 文字
  • 图片或影片
  • 声音的
  • 全球资料收集与标籤市场：依应用领域划分，实际值及预测值，2019-2024年、2024-2029年预测值、2034年预测值
  • 资料集管理
  • 安全与合规
  • 数据品管
  • 人力资源管理
  • 内容管理
  • 目录管理
  • 情绪分析
  • 其他用途
  • 全球资料收集与标籤市场：按产业划分，实际值和预测值，2019-2024年、2024-2029年预测值、2034年预测值
  • 资讯科技（IT）
  • 车
  • 政府
  • 卫生保健
  • 银行、金融服务和保险（BFSI）
  • 零售与电子商务
  • 其他行业
  • 全球资料收集与标籤市场：细分市场、文字（按类型）、实际值和预测值，2019-2024 年、2024-2029 年预测值、2034 年预测值
  • 情绪分析
  • 命名实体识别（NER）
  • 文字分类
  • 聊天机器人註释
  • 全球资料撷取与标註市场：细分市场（按类型划分，影像或影片），实际值和预测值，2019-2024年，2024-2029年预测值，2034年预测值
  • 影像分类
  • 目标侦测
  • 影像分割
  • 影片註释
  • 全球资料收集与标註市场：细分市场、音讯（按类型）、实际结果和预测，2019-2024年、2024-2029年预测、2034年预测
  • 语音辨识
  • 说话者识别
  • 声音事件侦测
  • 转录服务

第七章 区域和国家分析

  • 全球资料收集与标籤市场：区域分析、预测与成长，2019-2024年、2024-2029年预测、2034年预测
  • 全球数据收集和标籤市场：国家/地区、实际数据和预测数据，2019-2024 年、2024-2029 年预测数据、2034 年预测数据

第八章 亚太市场

第九章：中国市场

第十章 印度市场

第十一章 日本市场

第十二章：澳洲市场

第十三章 印尼市场

第十四章 韩国市场

第十五章 西欧市场

第十六章英国市场

第十七章：德国市场

第十八章：法国市场

第十九章：义大利市场

第二十章：西班牙市场

第21章 东欧市场

第22章：俄罗斯市场

第23章 北美市场

第24章美国市场

第25章：加拿大市场

第26章 南美洲市场

第27章：巴西市场

第28章 中东市场

第29章：非洲市场

第三十章：竞争格局与公司概况

  • 数据采集与标註市场：竞争格局
  • 数据采集与标註市场：公司概况
    • 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：其他领先和创新企业

  • 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 全球市场竞争基准化分析与仪錶板

第33章 重大併购

第34章 近期市场趋势

第35章：高潜力市场国家、细分市场与策略

  • 2029年资料收集与标籤市场：提供新机会的国家
  • 2029年资料撷取与标籤市场：新兴细分市场机会
  • 2029年资料收集与标籤市场：成长策略
    • 基于市场趋势的策略
    • 竞争对手策略

第36章附录

简介目录
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