Summary

Data Collection And Labeling Market Growth & Trends

The global data collection and labeling market size is expected to reach USD 17.10 billion by 2030, expanding at 28.4% CAGR from 2025 to 2030, according to a new report by Grand View Research, Inc. Data collection and labeling refers to the collection of datasets from various sources and labeling them based on their nature. This includes categorizing them by data type, and features. Data gathering and its annotation, combined with AI technology, have created valuable growth opportunities in several verticals, such as gaming, social networking, and e-commerce.

For instance, Twitter and Facebook, two major platforms of social networking, have benefited from image-processing technology in audience engagement. Companies use data labeling platforms to identify raw data for the machine learning model. Text, movies, audio, and other items are raw data. For instance, in May 2022, Heartex, Inc., an annotation tool and data labeling platform provider announced a USD 25 million Series A fundraising round. The funds will go toward its AI-driven open-source data labeling platform. The platform aims to assist in labeling workflows for various AI use cases, and it includes capabilities for reporting, data quality control, and analytics.

The advent of digital capturing devices, particularly cameras built into smartphones, has led to an exponential growth in the volume of digital content in the form of images and videos. Much visual and digital information is being captured and shared through several applications, websites, social networks, and other digital channels. Several businesses have leveraged this online content to deliver more innovative and better customer services using data annotation. For instance, Scale AI, Inc., a U.S.-based tech start-up provides valuable data labeling services to its autonomous driving customers, including Waymo LLC; Lyft, Inc.; Zoox; and Toyota Research Institute.

However, data cleaning remains a significant challenge involved in data labeling. Also, considering the time, complexity, and cost associated with developing machine learning models, many companies may need more resources to produce acceptable and accurate results. Therefore, several companies are taking strategic initiatives to expand their business in artificial intelligence-based data gathering. For instance, in July 2020, Microsoft acquired Orions Digital Systems, Inc., a U.S.-based data management solutions provider, to boost its Dynamics 365 Connected Store capabilities. This acquisition is anticipated to increase the use of computer vision and IoT sensors to help retailers better understand customer behavior and manage their physical spaces.

Data Collection And Labeling Market Report Highlights

• Automated image organization offered by cloud-based applications and telecom companies is one of the most popular uses of data gathering that has improved the user experience and draws the attention of customers toward this technology

• Several benefits, such as better security and automation of identification, encourage the implementation of facial recognition at significant public spaces or events

• The advent of large-scale cloud-hosted AI and machine learning platforms offered by tech giants has led to the implementation of data annotation with multiple functions, such as facial recognition, object recognition, and landmark detection

• The growing integration of digital image processing and mobile computing platforms in various digital shopping and document verification applications is propelling the market growth

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Table of Contents

Table of Contents

Chapter 1. Methodology and Scope
1.1. Market Segmentation and Scope
1.2. Market Definitions
1.3. Research Methodology
1.3.1. Information Procurement
1.3.2. Information or Data Analysis
1.3.3. Market Formulation & Data Visualization
1.3.4. Data Validation & Publishing
1.4. Research Scope and Assumptions
1.4.1. List of Data Sources
Chapter 2. Executive Summary
2.1. Market Outlook
2.2. Segment Outlook
2.3. Competitive Insights
Chapter 3. Data Collection And Labeling Market Variables, Trends, & Scope
3.1. Market Introduction/Lineage Outlook
3.2. Industry Value Chain Analysis
3.3. Market Dynamics
3.3.1. Market Drivers Analysis
3.3.2. Market Restraints Analysis
3.3.3. Industry Opportunities
3.3.4. Industry Challenges
3.4. Data Collection And Labeling Market Analysis Tools
3.4.1. Porter’s Analysis
3.4.1.1. Bargaining power of the suppliers
3.4.1.2. Bargaining power of the buyers
3.4.1.3. Threats of substitution
3.4.1.4. Threats from new entrants
3.4.1.5. Competitive rivalry
3.4.2. PESTEL Analysis
3.4.2.1. Political landscape
3.4.2.2. Economic and Social landscape
3.4.2.3. Technological landscape
3.4.2.4. Environmental landscape
3.4.2.5. Legal landscape
Chapter 4. Data Collection And Labeling Market: Data Type Estimates & Trend Analysis
4.1. Segment Dashboard
4.2. Data Collection And Labeling Market: Data Type Movement Analysis, 2024 & 2030 (USD Million)
4.3. Text
4.3.1. Text Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
4.4. Image/Video
4.4.1. Image/Video Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
4.5. Audio
4.5.1. Audio Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
Chapter 5. Data Collection And Labeling Market: Vertical Estimates & Trend Analysis
5.1. Segment Dashboard
5.2. Data Collection And Labeling Market: Vertical Movement Analysis, 2024 & 2030 (USD Million)
5.3. IT
5.3.1. IT Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
5.4. Automotive
5.4.1. Automotive Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
5.5. Government
5.5.1. Government Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
5.6. Healthcare
5.6.1. Healthcare Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
5.7. BFSI
5.7.1. BFSI Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
5.8. Retail & E-commerce
5.8.1. Retail & E-commerce Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
5.9. Others
5.9.1. Others Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
Chapter 6. Data Collection And Labeling Market: Regional Estimates & Trend Analysis
6.1. Data Collection And Labeling Market Share, By Region, 2024 & 2030 (USD Million)
6.2. North America
6.2.1. North America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.2.2. North America Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.2.3. North America Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.2.4. U.S.
6.2.4.1. U.S. Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.2.4.2. U.S. Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.2.4.3. U.S. Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.2.5. Canada
6.2.5.1. Canada Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.2.5.2. Canada Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.2.5.3. Canada Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.2.6. Mexico
6.2.6.1. Mexico Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.2.6.2. Mexico Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.2.6.3. Mexico Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.3. Europe
6.3.1. Europe Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.3.2. Europe Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.3.3. Europe Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.3.4. U.K.
6.3.4.1. U.K. Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.3.4.2. U.K. Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.3.4.3. U.K. Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.3.5. Germany
6.3.5.1. Germany Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.3.5.2. Germany Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.3.5.3. Germany Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.3.6. France
6.3.6.1. France Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.3.6.2. France Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.3.6.3. France Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.4. Asia Pacific
6.4.1. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.4.2. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.4.3. Asia Pacific Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.4.4. China
6.4.4.1. China Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.4.4.2. China Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.4.4.3. China Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.4.5. Japan
6.4.5.1. Japan Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.4.5.2. Japan Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.4.5.3. Japan Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.4.6. India
6.4.6.1. India Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.4.6.2. India Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.4.6.3. India Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.4.7. South Korea
6.4.7.1. South Korea Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.4.7.2. South Korea Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.4.7.3. South Korea Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.4.8. Australia
6.4.8.1. Australia Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.4.8.2. Australia Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.4.8.3. Australia Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.5. Latin America
6.5.1. Latin America Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.5.2. Latin America Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.5.3. Latin America Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.5.4. Brazil
6.5.4.1. Brazil Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.5.4.2. Brazil Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.5.4.3. Brazil Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.6. Middle East and Africa
6.6.1. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.6.2. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.6.3. Middle East and Africa Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.6.4. KSA
6.6.4.1. KSA Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.6.4.2. KSA Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.6.4.3. KSA Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.6.5. UAE
6.6.5.1. UAE Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.6.5.2. UAE Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.6.5.3. UAE Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
6.6.6. South Africa
6.6.6.1. South Africa Data Collection And Labeling Market Estimates and Forecasts, 2017 - 2030 (USD Million)
6.6.6.2. South Africa Data Collection And Labeling Market Estimates and Forecasts, by Data Type, 2017 - 2030 (USD Million)
6.6.6.3. South Africa Data Collection And Labeling Market Estimates and Forecasts, by Vertical, 2017 - 2030 (USD Million)
Chapter 7. Competitive Landscape
7.1. Recent Developments & Impact Analysis by Key Market Participants
7.2. Company Categorization
7.3. Company Market Positioning
7.4. Company Market Share Analysis
7.5. Company Heat Map Analysis
7.6. Strategy Mapping
7.7. Company Profiles
7.7.1. Reality AI
7.7.1.1. Participant’s Overview
7.7.1.2. Financial Performance
7.7.1.3. Product Benchmarking
7.7.1.4. Recent Developments
7.7.2. Globalme Localization Inc.
7.7.2.1. Participant’s Overview
7.7.2.2. Financial Performance
7.7.2.3. Product Benchmarking
7.7.2.4. Recent Developments
7.7.3. Global Technology Solutions
7.7.3.1. Participant’s Overview
7.7.3.2. Financial Performance
7.7.3.3. Product Benchmarking
7.7.3.4. Recent Developments
7.7.4. Alegion
7.7.4.1. Participant’s Overview
7.7.4.2. Financial Performance
7.7.4.3. Product Benchmarking
7.7.4.4. Recent Developments
7.7.5. Labelbox, Inc
7.7.5.1. Participant’s Overview
7.7.5.2. Financial Performance
7.7.5.3. Product Benchmarking
7.7.5.4. Recent Developments
7.7.6. Dobility, Inc.
7.7.6.1. Participant’s Overview
7.7.6.2. Financial Performance
7.7.6.3. Product Benchmarking
7.7.6.4. Recent Developments
7.7.7. Scale AI, Inc.
7.7.7.1. Participant’s Overview
7.7.7.2. Financial Performance
7.7.7.3. Product Benchmarking
7.7.7.4. Recent Developments
7.7.8. Trilldata Technologies Pvt Ltd
7.7.8.1. Participant’s Overview
7.7.8.2. Financial Performance
7.7.8.3. Product Benchmarking
7.7.8.4. Recent Developments
7.7.9. Appen Limited
7.7.9.1. Participant’s Overview
7.7.9.2. Financial Performance
7.7.9.3. Product Benchmarking
7.7.9.4. Recent Developments
7.7.10. Playment Inc
7.7.10.1. Participant’s Overview
7.7.10.2. Financial Performance
7.7.10.3. Product Benchmarking
7.7.10.4. Recent Developments