Data Collection and Labeling Market
Data Collection and Labeling Market Analysis by Text, Images/Videos, and Audio for IT, Automotive, Government, Healthcare, BFSI, Retail, and e-Commerce from 2024 to 2034
Analysis of Data Collection and Labeling Market Covering 30+ Countries Including Analysis of US, Canada, UK, Germany, France, Nordics, GCC countries, Japan, Korea and many more
Data Collection and Labeling Market Outlook (2024 to 2034)
The global data collection and labeling market size is estimated at US$ 2.57 billion in 2024 and is projected to expand at a robust CAGR of 18% to reach US$ 13.45 billion by 2034-end, as per the latest market study by Fact.MR.
Data collection and labeling refer to the process of gathering and categorizing data for various purposes, particularly in the context of machine learning (ML) and artificial intelligence (AI) applications. Data collection involves gathering raw information or observations from various sources. This data can take many forms, such as text, images, videos, sensor readings, and user interactions. The primary goal of data collection is to amass a large and diverse dataset that can be used for training and improving AI and machine learning models.
Data labeling is the subsequent step in which human annotators or specialized software tools add meaningful labels or annotations to the collected data. These labels provide context, categorization, or classification for the data. Data labeling is a crucial aspect of supervised machine learning, as it allows algorithms to learn from the labeled data and make predictions or classifications based on patterns they identify during training.
Data collection and labeling are labor-intensive processes, often requiring human expertise, and high-quality labeled data is essential for training accurate machine learning models. Technological advancements and increasing demand for convenience are directly contributing to the data collection and labeling market growth. The artificial intelligence software that is built into products such as smart speakers is trained with data collection and labeling. Tools for collecting and labeling data are projected to play a critical role in planning and executing a digital transformation in business processes in the coming decade.
- Image/video analysis accounted for 35% of the global data collection and labeling market share in 2023.
Generalization of facial recognition technology and public surveillance by governments across the globe are becoming one of the key factors driving economic growth. Also, the ubiquitous use of facial recognition as a prominent feature in smartphones produces even more demand for image/video data collection and labeling. Audio data collection and labeling, however, is predicted to increase at a rapid pace during the coming decade.
| Report Attributes | Details |
|---|---|
| Data Collection and Labeling Market Size (2024E) | US$ 2.57 Billion |
| Forecasted Market Value (2034F) | US$ 13.45 Billion |
| Global Market Growth Rate (2024 to 2034) |
18% CAGR |
| Historical Growth Rate (2018 to 2023) | 16% CAGR |
| Leading Regional Market | North America |
| Key Companies Profiled |
|
Don't Need a Global Report?
save 40%! on Country & Region specific reports
Data Collection and Labeling Revenue Analysis (2018 to 2023) vs. Market Projections (2024 to 2034)
As per this detailed study by Fact.MR, a market research and competitive intelligence provider, from 2018 to 2022, global demand for data collection and labeling increased at a CAGR of 16%.
Sales of global data collection and labeling solutions are driven by a multitude of factors such as increasing awareness among consumers about digitalization, evolving healthcare treatments, and advanced technologies.
Increasing popularity of drones and robotics is predicted to boost the demand for machine learning in the next 10 years. The market for autonomous vehicles is predicted to surge at a CAGR of 18% from 2024 to 2034.
Why Has Data Collection and Labeling Software Become So Popular?
“Widespread Adoption of Electronic Health Records in Healthcare Industry”
Medical care is extremely complicated in the modern era. Hospitals, insurance companies, pharmaceutical companies, and government entities are all part of its network. Healthcare organizations can boost their competitiveness by using data collection and analysis software.
Several data collection and labeling initiatives are having a significant influence on the healthcare industry. The increasing number of chronic patients and various diseases across the globe is fueling the demand for data collection and labeling technologies. With the growing shift in demand for medical imaging employing computer vision technology to sense patterns and detect injury or disease is predicted to boost the sales of medical image collection and labeling solutions during the forecast period.
Widespread adoption of electronic health records in the healthcare sector as well as the need for verified clinical information for further studies on patients is also driving the demand for data collection and labeling technology. The use of big data by hospitals and other healthcare companies is allowing them to improve organizational decision-making, market more competitively, increase patient satisfaction, and ultimately expand their bottom line.
“Ongoing R&D to Introduce Innovative Data Collection and Labeling Technologies”
Modern applications for well-being rely heavily on real-time physiological data collection and analysis. Use of personalized classifiers and detectors outperforms general classifiers in several contexts. As a result, several challenges arise, ranging from the development of an effective system for collecting signals and labels to creating strategies to interact with the users to create a dataset that represents the various environments in which users interact daily.
Various studies have been conducted on the development of software for collecting consumer data from IoT and social networking sites. Researchers are conducting various studies to determine what information is collected and what information can be excluded from the market. Growing privacy concerns are also driving companies to create data protection programs to safeguard one's data and keep one from data breaches.
Researchers are examining how the availability of data for various industries can be leveraged for higher sales. Several R&D investments by government and non-government organizations are further boosting the growth of the market.
More Insights, Lesser Cost (-50% off)
Insights on import/export production,
pricing analysis, and more – Only @ Fact.MR
Why is Sales Growth of Data Collection and Labeling Software Being Hampered?
“Stringent Compliance Requirements and Complexity in Handling Diverse Data Types”
Data privacy regulations and the associated concerns pose multifaceted challenges before data collection and labeling providers’ profit growth. Data privacy regulations, such as GDPR in Europe and CCPA in California, impose strict compliance requirements on businesses. This includes obtaining explicit consent, ensuring data encryption, and providing individuals with control over their data. Meeting these requirements can be resource-intensive and may slow down data labeling processes.
Data labeling often involves handling diverse data types, some of which can be highly sensitive. Ensuring compliance with privacy regulations becomes more complex when dealing with medical records, financial information, or personally identifiable data. This complexity can significantly impede labeling operations. The stringent compliance requirements, potential legal risks, and the need to balance privacy with data utility can present significant obstacles for businesses operating in this space.
How are New Companies Mastering the Art of Data Labeling?
“AI Technology Integration Fueling Profitability of Start-ups”
New companies entering the data collection and labeling market can employ various strategies to earn more and establish a competitive edge. Focusing on niche markets or specific industries can help new companies stand out. Specializing in areas such as medical imaging, autonomous vehicles, or financial data labeling can make newcomers an expert in a particular domain and attract clients seeking specialized services.
New entrants can leverage advanced data labeling tools and AI-assisted annotation platforms to increase efficiency and reduce costs. These technologies can help streamline the labeling process, minimize errors, and improve productivity. Collaborations with research institutions or other competitors can also provide access to new markets, clients, and technologies.
- In January 2022, AIMMO, a Korean start-up built an AI data annotation platform, which enables enterprises to read and label image, video, sound, text, and sensor fusion data faster and more accurately. The company has raised US$ 12 million in a Series A round to bolster its data labeling technology and expand globally. Its software eliminates the inefficiencies of the annotating process, freeing customers to focus on their AI models.
Know thy Competitors
Competitive landscape highlights only certain players
Complete list available upon request
Country-wise Analysis
In the United States, Germany, and Japan, sales of data collection and labeling solutions are driven by the growing need for tech innovations in online shopping platforms, automotive, robotics, and industrial automation. The market's expansion reflects the crucial role data labeling plays in enabling the development and deployment of AI and machine learning applications across various sectors.
How are Technological Advancements Driving the United States Market?
“Wide Use of Advanced Data Collection and Labeling Technologies in e-Commerce Industry”
Sales of data collection and labeling products in the United States are increasing at a rapid pace. The United States is at the forefront of technological innovation and AI development. This is fueling the need for high-quality labeled data to train machine learning models.
The developing automotive market and the trend for customers to purchase products through both online and offline platforms are pushing demand for data collection and labeling services upward.
Why are Data Collection and Labeling Technology Providers Lining Up in Germany?
“Use of Precision and High-quality Data Labeling Technologies in Automotive Sector”
Germany is renowned for its precision engineering and automotive industries. The growth of autonomous vehicles and smart manufacturing is leading to a significant demand for accurately labeled data, boosting the sales of data collection and labeling services.
Germany's commitment to quality extends to data labeling. The market is driven by a focus on precision and reliability, which is critical for industries such as automotive, robotics, and industrial automation.
Will Japan Be a Lucrative Market for Providers of Data Collection and Labelling Technologies?
“Role of Data Collection and Labelling in Robotics and Government Support for AI Adoption”
Japan is a leader in robotics and automation. Use of robotics in manufacturing, healthcare, and consumer products necessitates labeled data for machine learning algorithms. The Japanese government is actively supporting AI and machine learning initiatives and encouraging companies to adopt advanced technologies. This is further boosting the demand for data collection and labeling services.
Category-wise Analysis
The automotive industry places a high emphasis on data collection and labeling due to the critical role it plays in the development of autonomous vehicles, safety, testing, regulatory compliance, and technological advancements in the industry. However, during the forecast period, application of data collection and labeling technology is predicted to rise in various end-use sectors driven by ongoing innovation efforts.
Why is Deployment of Data Collection and Labeling Solutions High in the Automotive Industry?
“AI-enabled Data Collection and Labeling Solutions Boosting Autonomous Vehicle Production”
The automotive sector is at the forefront of autonomous vehicle development. To enable the production of self-driving cars and advanced driver-assistance systems (ADAS), large volumes of high-quality labeled data are required. Data labeling is essential for training AI models that recognize and respond to road conditions, pedestrians, and other vehicles.
Accurate data labeling helps ensure the safety and reliability of autonomous vehicles. In the event of accidents or safety-critical incidents, the data collected and labeled can be crucial for liability assessments and investigations. Labeled data enables AI systems to recognize and respond to changing conditions, such as traffic, weather, and obstacles, thus ensuring passenger safety.
Competitive Landscape
Collaborations with technology companies, research institutions, or industry-specific organizations are making it possible for businesses to increase their production and meet consumers’ demand. This move is also generating potential opportunities to earn high profits.
- In May 2022, Sumake North America revealed the EA-SC100 tool management solution, a comprehensive solution for electrical, automotive, and industrial applications. It features a real-time touchscreen interface and remote administration for tool configuration and data collection.
- In November 2021, Scale AI acquired SiaSearch, which allowed it to extend its reach in Europe and develop its product more quickly.
- In July 2021, DataRobot, Inc., a United States-based company, acquired Algorithmia Inc., a Machine Learning Operations (MLOps) software platform. Algorithmia's platform is designed to efficiently generate complex machine learning models at scale, primarily catering to IT operations specialists. DataRobot's aim with this acquisition is to provide its customers with a comprehensive platform for deploying any machine learning model.
Key Segments of Data Collection and Labeling Market Research
-
By Data Type :
- Text
- Images/Videos
- Audio
-
By Vertical :
- IT
- Automotive
- Government
- Healthcare
- BFSI
- Retail and e-Commerce
-
By Region :
- North America
- Latin America
- Europe
- East Asia
- South Asia & Oceania
- Middle East & Africa
Table of Content
1. Global Market - Executive Summary 1.1. Summary of Key Findings 1.2. Summary of Key Statistics 1.3. Key Market Characteristics & Attributes 1.4. Opportunity Assessment 1.5. Fact.MR Analysis and Recommendations 2. Global Market Overview 2.1. Market Coverage / Taxonomy 2.2. Market Definition / Scope / Limitations 3. Key Market Trends 3.1. Key Trends Impacting The Market 3.2. Mega Trends 4. Market Background 4.1. Global IT Industry Outlook 4.1.1. By Region 4.1.2. By Services 4.2. Penetration of Big Data in Retail, BFSI, IT in Key Countries 4.3. Big Data Attributes Case Studies 4.4. Impact of General Data Protection Regulation (GDPR) on Big Data 4.5. Spending Comparison of Big Data in Key Verticals, by Deployment 4.5.1. Cloud 4.5.2. On-Premises 4.6. Competition in Big Data Storage Solutions 4.7. Benchmarking of Key Players, by Attributes 4.7.1. Company Size 4.7.2. Price Range 4.7.3. Deployment 4.7.4. Platform 4.8. Investment Feasibility Matrix (For Business) 4.9. Recent Industry Developments 4.10. Market White Space Assessment And Opportunity Analysis 4.11. Porter’s Five Forces Analysis 4.12. Cost Structure Analysis 4.13. Macro-Economic And Forecast Factors 4.13.1. GDP Growth Outlook 4.13.2. Global IT Sector Growth Outlook 4.13.3. Global Automotive Industry Growth Outlook 4.13.4. Global Healthcare Sector Growth Outlook 4.13.5. Global BFSI Sector Growth Outlook 4.13.6. Global Retail & E-Commerce Sector Growth Outlook 4.13.7. Consumer Confidence Index 4.13.8. Others 4.14. Value Chain Analysis 4.14.1. List Of Key Market Manufacturers 4.14.2. List Of Key Channel Partners 4.14.3. Profitability Margins 4.15. Market Dynamics 4.15.1. Drivers 4.15.2. Industry Challenges 4.15.3. Opportunities 5. Global Market Size (US$ Mn) Analysis and Forecast, 2018-2034 5.1. Historical Market Value (US$ Mn) Analysis, 2018-2023 5.2. Current and Future Market Value (US$ Mn) Forecast, 2024-2034 5.3. Y-O-Y Growth Trend Analysis 6. Global Market Value Analysis and Forecast 2018-2034 6.1. Global Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 6.1.1. Text 6.1.2. Image/Video 6.1.3. Audio 6.2. Global Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 6.2.1. IT 6.2.2. Automotive 6.2.3. Government 6.2.4. Healthcare 6.2.5. BFSI 6.2.6. Retail & E-Commerce 6.2.7. Others 6.3. Global Market Value Analysis 2018-2023 And Forecast 2024-2034, By Region 6.3.1. North America 6.3.2. Latin America 6.3.3. Europe 6.3.4. East Asia 6.3.5. South Asia & Oceania 6.3.6. MEA 7. North America Market Value Analysis And Forecast 2018-2034 7.1. North America Market Value Analysis 2018-2023 And Forecast 2024-2034, By Country 7.1.1. US 7.1.2. Canada 7.2. North America Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 7.2.1. Text 7.2.2. Image/Video 7.2.3. Audio 7.3. North America Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 7.3.1. IT 7.3.2. Automotive 7.3.3. Government 7.3.4. Healthcare 7.3.5. BFSI 7.3.6. Retail & E-Commerce 7.3.7. Others 8. Latin America Market Value Analysis and Forecast 2018-2034 8.1. Latin America Market Value Analysis 2018-2023 And Forecast 2024-2034, By Country 8.1.1. Brazil 8.1.2. Mexico 8.1.3. Argentina 8.1.4. Rest of Latin America 8.2. Latin America Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 8.2.1. Text 8.2.2. Image/Video 8.2.3. Audio 8.3. Latin America Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 8.3.1. IT 8.3.2. Automotive 8.3.3. Government 8.3.4. Healthcare 8.3.5. BFSI 8.3.6. Retail & E-Commerce 8.3.7. Others 9. Europe Market Value Analysis and Forecast 2018-2034 9.1. Europe Market Value Analysis 2018-2023 And Forecast 2024-2034, By Country 9.1.1. Germany 9.1.2. Italy 9.1.3. France 9.1.4. U.K. 9.1.5. Spain 9.1.6. BENELUX 9.1.7. Russia 9.1.8. Rest of Europe 9.2. Europe Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 9.2.1. Text 9.2.2. Image/Video 9.2.3. Audio 9.3. Europe Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 9.3.1. IT 9.3.2. Automotive 9.3.3. Government 9.3.4. Healthcare 9.3.5. BFSI 9.3.6. Retail & E-Commerce 9.3.7. Others 10. East Asia Market Value Analysis and Forecast 2018-2034 10.1. East Asia Market Value Analysis 2018-2023 And Forecast 2024-2034, By Country 10.1.1. China 10.1.2. Japan 10.1.3. South Korea 10.2. East Asia Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 10.2.1. Text 10.2.2. Image/Video 10.2.3. Audio 10.3. East Asia Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 10.3.1. IT 10.3.2. Automotive 10.3.3. Government 10.3.4. Healthcare 10.3.5. BFSI 10.3.6. Retail & E-Commerce 10.3.7. Others 11. South Asia & Oceania Market Value Analysis and Forecast 2018-2034 11.1. South Asia & Oceania Market Value Analysis 2018-2023 And Forecast 2024-2034, By Country 11.1.1. India 11.1.2. Thailand 11.1.3. Indonesia 11.1.4. Malaysia 11.1.5. Australia & New Zealand 11.1.6. Rest Of SAO 11.2. South Asia & Oceania Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 11.2.1. Text 11.2.2. Image/Video 11.2.3. Audio 11.3. South Asia & Oceania Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 11.3.1. IT 11.3.2. Automotive 11.3.3. Government 11.3.4. Healthcare 11.3.5. BFSI 11.3.6. Retail & E-Commerce 11.3.7. Others 12. Middle East & Africa Market Value Analysis And Forecast 2018-2034 12.1. Middle East & Africa Market Value Analysis 2018-2023 And Forecast 2024-2034, By Country 12.1.1. GCC Countries 12.1.2. Turkey 12.1.3. South Africa 12.1.4. Egypt 12.1.5. Rest Of MEA 12.2. Middle East & Africa Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 12.2.1. Text 12.2.2. Image/Video 12.2.3. Audio 12.3. Middle East & Africa Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 12.3.1. IT 12.3.2. Automotive 12.3.3. Government 12.3.4. Healthcare 12.3.5. BFSI 12.3.6. Retail & E-Commerce 12.3.7. Others 13. Global Market –Emerging Countries Analysis 13.1. Market Proportion Analysis, By Key Countries 13.2. Global Vs. Country Growth Comparison 13.3. China Market Value & Volume Analysis And Forecast 13.3.1. China Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 13.3.1.1. Text 13.3.1.2. Image/Video 13.3.1.3. Audio 13.3.2. China Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 13.3.2.1. IT 13.3.2.2. Automotive 13.3.2.3. Government 13.3.2.4. Healthcare 13.3.2.5. BFSI 13.3.2.6. Retail & E-Commerce 13.3.2.7. Others 13.4. India Market Value & Volume Analysis And Forecast 13.4.1. China Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 13.4.1.1. Text 13.4.1.2. Image/Video 13.4.1.3. Audio 13.4.2. India Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 13.4.2.1. IT 13.4.2.2. Automotive 13.4.2.3. Government 13.4.2.4. Healthcare 13.4.2.5. BFSI 13.4.2.6. Retail & E-Commerce 13.4.2.7. Others 13.5. Mexico Market Value & Volume Analysis And Forecast 13.5.1. Mexico Market Value Analysis 2018-2023 And Forecast 2024-2034, By Data Type 13.5.1.1. Text 13.5.1.2. Image/Video 13.5.1.3. Audio 13.5.2. Mexico Market Value Analysis 2018-2023 And Forecast 2024-2034, By Vertical 13.5.2.1. IT 13.5.2.2. Automotive 13.5.2.3. Government 13.5.2.4. Healthcare 13.5.2.5. BFSI 13.5.2.6. Retail & E-Commerce 13.5.2.7. Others 14. Country Analysis - Market Analysis 2018-2023 And Forecast 2024-2034 14.1. US Market 14.1.1. US Market Demand Analysis and Forecast By Data Type, 2024 & 2034 14.1.2. US Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.2. Canada Market 14.2.1. Canada Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.2.2. Canada Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.3. Brazil Market 14.3.1. Brazil Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.3.2. US Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.4. Argentina Market 14.4.1. Argentina Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.4.2. Argentina Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.5. Germany Market 14.5.1. Germany Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.5.2. Germany Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.6. U.K. Market 14.6.1. U.K. Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.6.2. U.K. Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.7. France Market 14.7.1. France Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.7.2. France Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.8. Italy Market 14.8.1. Italy Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.8.2. Italy Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.9. Spain Market 14.9.1. Spain Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.9.2. Spain Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.10. BENELUX Market 14.10.1. BENELUX Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.10.2. BENELUX Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.11. Russia Market 14.11.1. Russia Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.11.2. Russia Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.12. Japan Market 14.12.1. Japan Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.12.2. Japan Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.13. South Korea Market 14.13.1. South Korea Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.13.2. South Korea Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.14. Thailand Market 14.14.1. Thailand Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.14.2. Thailand Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.15. Indonesia Market 14.15.1. Indonesia Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.15.2. Indonesia Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.16. Malaysia Market 14.16.1. Malaysia Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.16.2. Malaysia Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.17. GCC Countries Market 14.17.1. GCC Countries Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.17.2. GCC Countries Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.18. South Africa Market 14.18.1. South Africa Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.18.2. South Africa Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.19. Turkey Market 14.19.1. Turkey Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.19.2. Turkey Market Demand Analysis And Forecast By Vertical, 2024 & 2034 14.20. Egypt Market 14.20.1. Egypt Market Demand Analysis And Forecast By Data Type, 2024 & 2034 14.20.2. Egypt Market Demand Analysis And Forecast By Vertical, 2024 & 2034 15. Competitive Assessment 15.1. Global Market Structure 15.2. Global Market Competition - A Dashboard View 15.3. Global Market Company Share Analysis 15.4. Global Competitor Market Footprint Matrix 15.5. Key Participants Market Presence (Intensity Mapping) By Region 16. Company Profiles 16.1. Appen Limited 16.1.1. Overview 16.1.2. Data Type Portfolio 16.1.3. Profitability By Market Segments (Data Type/Region) 16.1.4. Sales Footprint 16.1.5. Strategy Overview 16.2. Reality AI 16.2.1. Overview 16.2.2. Data Type Portfolio 16.2.3. Profitability By Market Segments (Data Type/Region) 16.2.4. Sales Footprint 16.2.5. Strategy Overview 16.3. Globalme Localization Inc. 16.3.1. Overview 16.3.2. Data Type Portfolio 16.3.3. Profitability By Market Segments (Data Type/Region) 16.3.4. Sales Footprint 16.3.5. Strategy Overview 16.4. Global Technology Solutions 16.4.1. Overview 16.4.2. Data Type Portfolio 16.4.3. Profitability By Market Segments (Data Type/Region) 16.4.4. Sales Footprint 16.4.5. Strategy Overview 16.5. Alegion 16.5.1. Overview 16.5.2. Data Type Portfolio 16.5.3. Profitability By Market Segments (Data Type/Region) 16.5.4. Sales Footprint 16.5.5. Strategy Overview 16.6. Labelbox, Inc 16.6.1. Overview 16.6.2. Data Type Portfolio 16.6.3. Profitability By Market Segments (Data Type/Region) 16.6.4. Sales Footprint 16.6.5. Strategy Overview 16.7. Dobility, Inc. 16.7.1. Overview 16.7.2. Data Type Portfolio 16.7.3. Profitability By Market Segments (Data Type/Region) 16.7.4. Sales Footprint 16.7.5. Strategy Overview 16.8. Scale AI, Inc. 16.8.1. Overview 16.8.2. Data Type Portfolio 16.8.3. Profitability By Market Segments (Data Type/Region) 16.8.4. Sales Footprint 16.8.5. Strategy Overview 16.9. Trilldata Technologies Pvt Ltd 16.9.1. Overview 16.9.2. Data Type Portfolio 16.9.3. Profitability By Market Segments (Data Type/Region) 16.9.4. Sales Footprint 16.9.5. Strategy Overview 16.10. Playment Inc. 16.10.1. Overview 16.10.2. Data Type Portfolio 16.10.3. Profitability By Market Segments (Data Type/Region) 16.10.4. Sales Footprint 16.10.5. Strategy Overview 17. Fact.MR Research Methodology 18. Disclaimer & Contact Information
Don't Need a Global Report?
save 40%! on Country & Region specific reports
List Of Table
Table 01: Global Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 02: Global Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 03: Global Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 04: Global Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 05: Global Market Value (US$ Mn) Analysis by Region, 2018-2023
Table 06: Global Market Value (US$ Mn) Forecast by Region, 2024-2034
Table 07: North America Market Value (US$ Mn) Analysis by Country, 2018-2023
Table 08: North America Market Value (US$ Mn) Forecast by Country, 2024-2034
Table 09: North America Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 10: North America Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 11: North America Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 12: North America Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 13: Latin America Market Value (US$ Mn) Analysis by Country, 2018-2023
Table 14: Latin America Market Value (US$ Mn) Forecast by Country, 2024-2034
Table 15: Latin America Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 16: Latin America Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 17: Latin America Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 18: Latin America Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 19: Europe Market Value (US$ Mn) Analysis by Country, 2018-2023
Table 20: Europe Market Value (US$ Mn) Forecast by Country, 2024-2034
Table 21: Europe Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 22: Europe Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 23: Europe Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 24: Europe Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 25: East Asia Market Value (US$ Mn) Analysis by Country, 2018-2023
Table 26: East Asia Market Value (US$ Mn) Forecast by Country, 2024-2034
Table 27: East Asia Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 28: East Asia Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 29: East Asia Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 30: East Asia Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 31: South Asia & Oceania Market Value (US$ Mn) Analysis by Country, 2018-2023
Table 32: South Asia & Oceania Market Value (US$ Mn) Forecast by Country, 2024-2034
Table 33: South Asia & Oceania Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 34: South Asia & Oceania Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 35: South Asia & Oceania Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 36: South Asia & Oceania Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 37: MEA Market Value (US$ Mn) Analysis by Country, 2018-2023
Table 38: MEA Market Value (US$ Mn) Forecast by Country, 2024-2034
Table 39: MEA Market Value (US$ Mn) Analysis by Data Type, 2018-2023
Table 40: MEA Market Value (US$ Mn) Forecast by Data Type, 2024-2034
Table 41: MEA Market Value (US$ Mn) Analysis by Vertical, 2018-2023
Table 42: MEA Market Value (US$ Mn) Forecast by Vertical, 2024-2034
Table 43: US Market Absolute & Opportunity, 2024 & 2034
Table 44: Canada Market Absolute & Opportunity, 2024 & 2034
Table 45: Brazil Market Absolute & Opportunity, 2024 & 2034
Table 46: Mexico Market Absolute & Opportunity, 2024 & 2034
Table 47: Argentina Market Absolute & Opportunity, 2024 & 2034
Table 48: Germany Market Absolute & Opportunity, 2024 & 2034
Table 49: U.K. Market Absolute & Opportunity, 2024 & 2034
Table 50: France Market Absolute & Opportunity, 2024 & 2034
Table 51: Italy Market Absolute & Opportunity, 2024 & 2034
Table 52: Spain Market Absolute & Opportunity, 2024 & 2034
Table 53: BENELUX Market Absolute & Opportunity, 2024 & 2034
Table 54: Russia Market Absolute & Opportunity, 2024 & 2034
Table 55: China Market Absolute & Opportunity, 2024 & 2034
Table 56: Japan Market Absolute & Opportunity, 2024 & 2034
Table 57: South Korea Market Absolute & Opportunity, 2024 & 2034
Table 58: Indonesia Market Absolute & Opportunity, 2024 & 2034
Table 59: Thailand Market Absolute & Opportunity, 2024 & 2034
Table 60: Indonesia Market Absolute & Opportunity, 2024 & 2034
Table 61: Malaysia Market Absolute & Opportunity, 2024 & 2034
Table 62: Australia & New Zealand Market Absolute & Opportunity, 2024 & 2034
Table 63: GCC Countries Market Absolute & Opportunity, 2024 & 2034
Table 64: South Africa Market Absolute & Opportunity, 2024 & 2034
Table 65: Turkey Market Absolute & Opportunity, 2024 & 2034
Table 66: Egypt Market Absolute & Opportunity, 2024 & 2034
More Insights, Lesser Cost (-50% off)
Insights on import/export production,
pricing analysis, and more – Only @ Fact.MR
List Of Figures
Figure 01: Global Market Historical Value (US$ Mn), 2018-2023
Figure 02: Global Market Value (US$ Mn) Forecast, 2024-2034
Figure 03: Global Market Absolute $ Opportunity, 2024-2034
Figure 04: Global Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 05: Global Market Y-o-Y Projection by Data Type, 2023-2034
Figure 06: Global Market Attractiveness by Data Type, 2024-2034
Figure 07: Global Market Absolute $ Opportunity - Text, 2018-2034
Figure 08: Global Market Absolute $ Opportunity - Image/Video, 2018-2034
Figure 09: Global Market Absolute $ Opportunity - Audio, 2018-2034
Figure 10: Global Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 11: Global Market Y-o-Y Projection by Vertical, 2023-2034
Figure 12: Global Market Attractiveness by Vertical, 2024-2034
Figure 13: Global Market Absolute $ Opportunity - IT, 2018-2034
Figure 14: Global Market Absolute $ Opportunity – Automotive, 2018-2034
Figure 15: Global Market Absolute $ Opportunity - Government, 2018-2034
Figure 16: Global Market Absolute $ Opportunity – Healthcare, 2018-2034
Figure 17: Global Market Absolute $ Opportunity – BFSI, 2018-2034
Figure 18: Global Market Absolute $ Opportunity - Retail & E-Commerce, 2018-2034
Figure 19: Global Market Absolute $ Opportunity – Others, 2018-2034
Figure 20: Global Market Value Share & BPS Analysis by Region– 2018, 2024 & 2034
Figure 21: Global Market Analysis by Region, 2023-2034
Figure 22: Global Market Analysis by Region, 2024-2034
Figure 23: Global Market Absolute $ Opportunity - North America, 2018-2034
Figure 24: Global Market Absolute $ Opportunity - Latin America, 2018-2034
Figure 25: Global Market Absolute $ Opportunity - Europe, 2018-2034
Figure 26: Global Market Absolute $ Opportunity - East Asia, 2018-2034
Figure 27: Global Market Absolute $ Opportunity - South Asia & Oceania, 2018-2034
Figure 28: Global Market Absolute $ Opportunity - MEA, 2018-2034
Figure 29: North America Market Historical Value (US$ Mn), 2018-2023
Figure 30: North America Market Value (US$ Mn) Forecast, 2024-2034
Figure 31: North America Market Value Share & BPS Analysis by Country– 2018, 2024 & 2034
Figure 32: North America Market Y-o-Y Projection by Country, 2023-2034
Figure 33: North America Market Attractiveness by Country, 2024-2034
Figure 34: North America Market Absolute $ Opportunity - U.S., 2018-2034
Figure 35: North America Market Absolute $ Opportunity – Canada, 2018-2034
Figure 36: North America Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 37: North America Market Y-o-Y Projection by Data Type, 2023-2034
Figure 38: North America Market Attractiveness by Data Type, 2024-2034
Figure 39: North America Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 40: North America Market Y-o-Y Projection by Vertical, 2023-2034
Figure 41: North America Market Attractiveness by Vertical, 2024-2034
Figure 42: Latin America Market Historical Value (US$ Mn), 2018-2023
Figure 43: Latin America Market Value (US$ Mn) Forecast, 2024-2034
Figure 44: Latin America Market Value Share & BPS Analysis by Country– 2018, 2024 & 2034
Figure 45: Latin America Market Y-o-Y Projection by Country, 2023-2034
Figure 46: Latin America Market Attractiveness by Country, 2024-2034
Figure 47: Latin America Market Absolute $ Opportunity - Brazil, 2018-2034
Figure 48: Latin America Market Absolute $ Opportunity – Mexico, 2018-2034
Figure 49: Latin America Market Absolute $ Opportunity – Rest of Latin America, 2018-2034
Figure 50: Latin America Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 51: Latin America Market Y-o-Y Projection by Data Type, 2023-2034
Figure 52: Latin America Market Attractiveness by Data Type, 2024-2034
Figure 53: Latin America Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 54: Latin America Market Y-o-Y Projection by Vertical, 2023-2034
Figure 55: Latin America Market Attractiveness by Vertical, 2024-2034
Figure 56: Europe Market Historical Value (US$ Mn), 2018-2023
Figure 57: Europe Market Value (US$ Mn) Forecast, 2024-2034
Figure 58: Europe Market Value Share & BPS Analysis by Country– 2018, 2024 & 2034
Figure 59: Europe Market Y-o-Y Projection by Country, 2023-2034
Figure 60: Europe Market Attractiveness by Country, 2024-2034
Figure 61: Europe Market Absolute $ Opportunity - Germany, 2018-2034
Figure 62: Europe Market Absolute $ Opportunity – Mexico, 2018-2034
Figure 63: Europe Market Absolute $ Opportunity – U.K., 2018-2034
Figure 64: Europe Market Absolute $ Opportunity - Spain, 2018-2034
Figure 65: Europe Market Absolute $ Opportunity – BENELUX, 2018-2034
Figure 66: Europe Market Absolute $ Opportunity – Russia, 2018-2034
Figure 67: Europe Market Absolute $ Opportunity – Rest of Europe, 2018-2034
Figure 68: Europe Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 69: Europe Market Y-o-Y Projection by Data Type, 2023-2034
Figure 70: Europe Market Attractiveness by Data Type, 2024-2034
Figure 71: Europe Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 72: Europe Market Y-o-Y Projection by Vertical, 2023-2034
Figure 73: Europe Market Attractiveness by Vertical, 2024-2034
Figure 74: East Asia Market Historical Value (US$ Mn), 2018-2023
Figure 75: East Asia Market Value (US$ Mn) Forecast, 2024-2034
Figure 76: East Asia Market Value Share & BPS Analysis by Country– 2018, 2024 & 2034
Figure 77: East Asia Market Y-o-Y Projection by Country, 2023-2034
Figure 78: East Asia Market Attractiveness by Country, 2024-2034
Figure 79: East Asia Market Absolute $ Opportunity - China, 2018-2034
Figure 80: East Asia Market Absolute $ Opportunity – Japan, 2018-2034
Figure 81: East Asia Market Absolute $ Opportunity – South Korea, 2018-2034
Figure 82: East Asia Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 83: East Asia Market Y-o-Y Projection by Data Type, 2023-2034
Figure 84: East Asia Market Attractiveness by Data Type, 2024-2034
Figure 85: East Asia Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 86: East Asia Market Y-o-Y Projection by Vertical, 2023-2034
Figure 87: East Asia Market Attractiveness by Vertical, 2024-2034
Figure 88: South Asia & Oceania Market Historical Value (US$ Mn), 2018-2023
Figure 89: South Asia & Oceania Market Value (US$ Mn) Forecast, 2024-2034
Figure 90: South Asia & Oceania Market Value Share & BPS Analysis by Country– 2018, 2024 & 2034
Figure 91: South Asia & Oceania Market Y-o-Y Projection by Country, 2023-2034
Figure 92: South Asia & Oceania Market Attractiveness by Country, 2024-2034
Figure 93: South Asia & Oceania Market Absolute $ Opportunity - India, 2018-2034
Figure 94: South Asia & Oceania Market Absolute $ Opportunity – Thailand, 2018-2034
Figure 95: South Asia & Oceania Market Absolute $ Opportunity – Indonesia, 2018-2034
Figure 96: South Asia & Oceania Market Absolute $ Opportunity – Malaysia, 2018-2034
Figure 97: South Asia & Oceania Market Absolute $ Opportunity – Australia & New Zealand, 2018-2034
Figure 98: South Asia & Oceania Market Absolute $ Opportunity – Rest of South Asia & Oceania, 2018-2034
Figure 99: South Asia & Oceania Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 100: South Asia & Oceania Market Y-o-Y Projection by Data Type, 2023-2034
Figure 101: South Asia & Oceania Market Attractiveness by Data Type, 2024-2034
Figure 102: South Asia & Oceania Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 103: South Asia & Oceania Market Y-o-Y Projection by Vertical, 2023-2034
Figure 104: South Asia & Oceania Market Attractiveness by Vertical, 2024-2034
Figure 105: MEA Market Historical Value (US$ Mn), 2018-2023
Figure 106: MEA Market Value (US$ Mn) Forecast, 2024-2034
Figure 107: MEA Market Value Share & BPS Analysis by Country– 2018, 2024 & 2034
Figure 108: MEA Market Y-o-Y Projection by Country, 2023-2034
Figure 109: MEA Market Attractiveness by Country, 2024-2034
Figure 110: MEA Market Absolute $ Opportunity - GCC Countries, 2018-2034
Figure 111: MEA Market Absolute $ Opportunity – Turkey, 2018-2034
Figure 112: MEA Market Absolute $ Opportunity – South Africa, 2018-2034
Figure 113: MEA Market Absolute $ Opportunity – Northern Africa, 2018-2034
Figure 114: MEA Market Absolute $ Opportunity – Rest of MEA, 2018-2034
Figure 115: MEA Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 116: MEA Market Y-o-Y Projection by Data Type, 2023-2034
Figure 117: MEA Market Attractiveness by Data Type, 2024-2034
Figure 118: MEA Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 119: MEA Market Y-o-Y Projection by Vertical, 2023-2034
Figure 120: MEA Market Attractiveness by Vertical, 2024-2034
Figure 121: China Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 122: China Market Y-o-Y Projection by Data Type, 2023-2034
Figure 123: China Market Attractiveness by Data Type, 2024-2034
Figure 124: China Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 125: China Market Y-o-Y Projection by Vertical, 2023-2034
Figure 126: China Market Attractiveness by Vertical, 2024-2034
Figure 127: India Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 128: India Market Y-o-Y Projection by Data Type, 2023-2034
Figure 129: India Market Attractiveness by Data Type, 2024-2034
Figure 130: India Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 131: India Market Y-o-Y Projection by Vertical, 2023-2034
Figure 132: India Market Attractiveness by Vertical, 2024-2034
Figure 133: Mexico Market Value Share & BPS Analysis by Data Type– 2018, 2024 & 2034
Figure 134: Mexico Market Y-o-Y Projection by Data Type, 2023-2034
Figure 135: Mexico Market Attractiveness by Data Type, 2024-2034
Figure 136: Mexico Market Value Share & BPS Analysis by Vertical– 2018, 2024 & 2034
Figure 137: Mexico Market Y-o-Y Projection by Vertical, 2023-2034
Figure 138: Mexico Market Attractiveness by Vertical, 2024-2034
Figure 139: US Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 140: US Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 141: Canada Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 142: Canada Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 143: Brazil Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 144: Brazil Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 145: Argentina Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 146: Argentina Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 147: Germany Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 148: Germany Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 149: U.K. Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 150: U.K. Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 151: France Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 152: France Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 153: Italy Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 154: Italy Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 155: Spain Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 156: Spain Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 157: BENELUX Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 158: BENELUX Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 159: Russia Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 160: Russia Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 161: Japan Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 162: Japan Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 163: South Korea Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 164: South Korea Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 165: Thailand Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 166: Thailand Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 167: Indonesia Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 168: Indonesia Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 169: Malaysia Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 170: Malaysia Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 171: Australia & New Zealand Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 172: Australia & New Zealand Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 173: GCC Countries Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 174: GCC Countries Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 175: South Africa Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 176: South Africa Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 177: Turkey Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 178: Turkey Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Figure 179: Egypt Market Demand Analysis and Forecast by Data Type, 2024 & 2034
Figure 180: Egypt Market Demand Analysis and Forecast by Vertical, 2024 & 2034
Know thy Competitors
Competitive landscape highlights only certain players
Complete list available upon request
- FAQs -
How big is the data collection and labeling market expected to be in 2024?
The global data collection and labeling market is estimated at US$ 2.57 billion in 2024.
What is the future demand scenario for data collection and labeling technologies?
Global demand for data collection and labeling systems is predicted to increase at a CAGR of 18% from 2024 to 2034.
What is the forecasted value of the global market by 2034-end?
The market for data collection and labeling is projected to reach US$ 13.45 billion by the end of 2034.
Why is North America a profitable market for data collection and labeling service providers?
The region's thriving tech ecosystem is driving huge demand for data labeling services across industries, including AI and e-Commerce.
Who are the leading producers of data collection and labeling systems?
Leading companies in the market are Alegion, Labelbox Inc., Dobility Inc., and Scale AI Inc.
Data Collection and Labeling Market