Data Collection and Labeling Market Size, By Data Type (Audio, Image/ Video, Text); By Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, Others); By Region; Segment Forecast, 2023 - 2032

Data Collection and Labeling Market Size, By Data Type (Audio, Image/ Video, Text); By Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, Others); By Region; Segment Forecast, 2023 - 2032



The global data collection and labeling market size is expected to reach USD 30.49 billion by 2032, according to a new study by Polaris Market Research. The report “Data Collection and Labeling Market Size, By Data Type (Audio, Image/ Video, Text); By Vertical (IT, Automotive, Government, Healthcare, BFSI, Retail & E-commerce, Others); By Region; Segment Forecast, 2023 - 2032” gives a detailed insight into current market dynamics and provides analysis on future market growth.

Data collection and labeling are being increasingly adopted due to the increasing adoption of artificial intelligence (AI) and machine learning (ML) technology in various industries. The demand for highly accurate and well-labeled datasets for training AI and ML models is driving the growth of the market. For example, the healthcare industry relies heavily on image and voice data to develop and train machine-learning models for diagnostic automation, gene sequencing, and treatment prediction. Companies like DefinedCrowd provide data labeling services that help create highly accurate training data for voice recognition models.

Additionally, the increasing focus on the development of cloud-based platforms for data collection and labeling allows for remote data collection and labeling, providing flexibility and scalability to companies. For instance, Appen, a provider of data collection and labeling services, offers a cloud-based platform that enables remote data labeling, improving efficiency and reducing costs. Moreover, the rise of e-commerce and digital shopping has led to a surge in data collection for annotation, driving the growth of the market.

COVID-19 pandemic has both positively and negatively impacted the market. The surge in online activities has increased demand for data labeling services, especially in the healthcare industry. Remote work and cloud-based technologies have also accelerated, leading to increased demand for remote data collection and labeling services. However, budget cuts in industries such as retail and automotive have reduced demand for data collection and labeling services in those areas. Overall, the pandemic has emphasized the importance of accurate and efficient data collection and labeling services for AI models.

In March 2023, Appen, a leading provider of high-quality data for AI, announced the launch of three new products in March 2023, including Reinforcement Learning with Human Feedback, Document Intelligence, & Automated NLP Labeling. In January 2023, Amazon Web Services (AWS) launched Amazon SageMaker, a new data labeling service that uses machine learning to automate data labeling tasks. It reduces the time and effort required to label large datasets, allowing businesses to train their AI models more efficiently and effectively.

Data Collection and Labeling market Report Highlights

The image/video segment expected to hold largest growth throughout the forecast period due to the growing use of computer vision in the healthcare, automotive, media, and entertainment industries.

The IT Segment is accounted for the largest market share due to the widespread adoption of AI applications and the need for well-labelled datasets to train AI models.

North America accounted to witness significant growth over the projected period due to the increasing adoption of AI and machine learning technology.

The global players include Lionbridge, Appen, Amazon Mechanical Turk, Labelbox, and Scale AI.

Polaris Market Research has segmented the Data Collection and Labeling market report based on data type, vertical and region:

Data Collection and Labeling, Data type Outlook (Revenue, USD Billion, 2019 - 2032)

Text

Image/ Video

Audio

Data Collection and Labeling, Vertical Outlook (Revenue, USD Billion, 2019 - 2032)

IT

Automotive

Government

Healthcare

BFSI

Retail & E-commerce

Others

Data Collection and Labeling, Regional Outlook (Revenue - USD Billion, 2019 - 2032)

North America

U.S.

Canada

Europe

Germany

UK

France

Italy

Spain

Russia

Netherlands

Asia Pacific

China

India

Japan

South Korea

Indonesia

Malaysia

Latin America

Argentina

Brazil

Mexico

Middle East & Africa

UAE

Saudi Arabia

Israel

South Africa


1. Introduction
1.1. Report Description
1.1.1. Objectives of the Study
1.1.2. Market Scope
1.1.3. Assumptions
1.2. Stakeholders
2. Executive Summary
2.1. Market Highlights
3. Research Methodology
3.1. Overview
3.1.1. Data Mining
3.2. Data Sources
3.2.1. Primary Sources
3.2.2. Secondary Sources
4. Global Data Collection and Labeling Market Insights
4.1. Data Collection and Labeling Market – Industry Snapshot
4.2. Data Collection and Labeling Market Dynamics
4.2.1. Drivers and Opportunities
4.2.1.1. Growing need to make text/ image more interactive and engaging
4.2.1.2. Rapid penetration of AI and machine learning
4.2.2. Restraints and Challenges
4.2.2.1. Lack of skilled labor
4.3. Porter’s Five Forces Analysis
4.3.1. Bargaining Power of Suppliers (Moderate)
4.3.2. Threats of New Entrants: (Low)
4.3.3. Bargaining Power of Buyers (Moderate)
4.3.4. Threat of Substitute (Moderate)
4.3.5. Rivalry among existing firms (High)
4.4. PESTLE Analysis
4.5. Data Collection and Labeling Industry trends
4.6. Value Chain Analysis
4.7. COVID-19 Impact Analysis
5. Global Data Collection and Labeling Market, by Data Type
5.1. Key Findings
5.2. Introduction
5.2.1. Global Data Collection and Labeling, by Data Type, 2019-2032 (USD Billion)
5.3. Text
5.3.1. Global Data Collection and Labeling Market, by Text, by Region, 2019-2032 (USD Billion)
5.4. Image/ Video
5.4.1. Global Data Collection and Labeling Market, by Image/ Video, by Region, 2019-2032 (USD Billion)
5.5. Audio
5.5.1. Global Data Collection and Labeling Market, by Audio, by Region, 2019-2032 (USD Billion)
6. Global Data Collection and Labeling Market, by Vertical
6.1. Key Findings
6.2. Introduction
6.2.1. Global Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
6.3. IT
6.3.1. Global Data Collection and Labeling Market, by IT, by Region, 2019-2032 (USD Billion)
6.4. Automotive
6.4.1. Global Data Collection and Labeling Market, by Automotive, by Region, 2019-2032 (USD Billion)
6.5. Government
6.5.1. Global Data Collection and Labeling Market, by Government, by Region, 2019-2032 (USD Billion)
6.6. Healthcare
6.6.1. Global Data Collection and Labeling Market, by Healthcare, by Region, 2019-2032 (USD Billion)
6.7. BFSI
6.7.1. Global Data Collection and Labeling Market, by BFSI, by Region, 2019-2032 (USD Billion)
6.8. Retail & E-commerce
6.8.1. Global Data Collection and Labeling Market, by Retail & E-commerce, by Region, 2019-2032 (USD Billion)
6.9. Others
6.9.1. Global Data Collection and Labeling Market, by Others, by Region, 2019-2032 (USD Billion)
7. Global Data Collection and Labeling Market, by Geography
7.1. Key findings
7.2. Introduction
7.2.1. Data Collection and Labeling Market Assessment, By Geography, 2019-2032 (USD Billion)
7.3. Data Collection and Labeling Market – North America
7.3.1. North America: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.3.2. North America: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.3.3. Data Collection and Labeling Market – U.S.
7.3.3.1. U.S.: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.3.3.2. U.S.: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.3.4. Data Collection and Labeling Market – Canada
7.3.4.1. Canada: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.3.4.2. Canada: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4. Data Collection and Labeling Market – Europe
7.4.1. Europe: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.2. Europe: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.3. Data Collection and Labeling Market – UK
7.4.3.1. UK: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.3.2. UK: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.4. Data Collection and Labeling Market – France
7.4.4.1. France: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.4.2. France: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.5. Data Collection and Labeling Market – Germany
7.4.5.1. Germany: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.5.2. Germany: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.6. Data Collection and Labeling Market – Italy
7.4.6.1. Italy: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.6.2. Italy: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.7. Data Collection and Labeling Market – Spain
7.4.7.1. Spain: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.7.2. Spain: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.8. Data Collection and Labeling Market – Netherlands
7.4.8.1. Netherlands: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.8.2. Netherlands: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.4.9. Data Collection and Labeling Market – Russia
7.4.9.1. Russia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.4.9.2. Russia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5. Data Collection and Labeling Market – Asia Pacific
7.5.1. Asia Pacific: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.2. Asia Pacific: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5.3. Data Collection and Labeling Market – China
7.5.3.1. China: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.3.2. China: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5.4. Data Collection and Labeling Market – India
7.5.4.1. India: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.4.2. India: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5.5. Data Collection and Labeling Market – Malaysia
7.5.5.1. Malaysia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.5.2. Malaysia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5.6. Data Collection and Labeling Market – Japan
7.5.6.1. Japan: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.6.2. Japan: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5.7. Data Collection and Labeling Market – Indonesia
7.5.7.1. Indonesia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.7.2. Indonesia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.5.8. Data Collection and Labeling Market – South Korea
7.5.8.1. South Korea: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.5.8.2. South Korea: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.6. Data Collection and Labeling Market – Middle East & Africa
7.6.1. Middle East & Africa: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.6.2. Middle East & Africa: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.6.3. Data Collection and Labeling Market – Saudi Arabia
7.6.3.1. Saudi Arabia: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.6.3.2. Saudi Arabia: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.6.4. Data Collection and Labeling Market – UAE
7.6.4.1. UAE: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.6.4.2. UAE: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.6.5. Data Collection and Labeling Market – Israel
7.6.5.1. Israel: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.6.5.2. Israel: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.6.6. Data Collection and Labeling Market – South Africa
7.6.6.1. South Africa: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.6.6.2. South Africa: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.7. Data Collection and Labeling Market – Latin America
7.7.1. Latin America: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.7.2. Latin America: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.7.3. Data Collection and Labeling Market – Mexico
7.7.3.1. Mexico: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.7.3.2. Mexico: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.7.4. Data Collection and Labeling Market – Brazil
7.7.4.1. Brazil: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.7.4.2. Brazil: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
7.7.5. Data Collection and Labeling Market – Argentina
7.7.5.1. Argentina: Data Collection and Labeling Market, by Vertical, 2019-2032 (USD Billion)
7.7.5.2. Argentina: Data Collection and Labeling Market, by Data Type, 2019-2032 (USD Billion)
8. Competitive Landscape
8.1. Expansion and Acquisition Analysis
8.1.1. Expansion
8.1.2. Acquisitions
8.2. Partnerships/Collaborations/Agreements/Exhibitions
9. Company Profiles
9.1. Lionbridge
9.1.1. Company Overview
9.1.2. Financial Performance
9.1.3. Product Benchmarking
9.1.4. Recent Development
9.2. Appen
9.2.1. Company Overview
9.2.2. Financial Performance
9.2.3. Product Benchmarking
9.2.4. Recent Development
9.3. Amazon Mechanical Turk
9.3.1. Company Overview
9.3.2. Financial Performance
9.3.3. Product Benchmarking
9.3.4. Recent Development
9.4. Labelbox
9.4.1. Company Overview
9.4.2. Financial Performance
9.4.3. Product Benchmarking
9.4.4. Recent Development
9.5. Scale AI
9.5.1. Company Overview
9.5.2. Financial Performance
9.5.3. Product Benchmarking
9.5.4. Recent Development
9.6. CloudFactory
9.6.1. Company Overview
9.6.2. Financial Performance
9.6.3. Product Benchmarking
9.6.4. Recent Development
9.7. Cognizant
9.7.1. Company Overview
9.7.2. Financial Performance
9.7.3. Product Benchmarking
9.7.4. Recent Development
9.8. HCL Technologies
9.8.1. Company Overview
9.8.2. Financial Performance
9.8.3. Product Benchmarking
9.8.4. Recent Development
9.9. Infosys
9.9.1. Company Overview
9.9.2. Financial Performance
9.9.3. Product Benchmarking
9.9.4. Recent Development
9.10. Tech Mahindra
9.10.1. Company Overview
9.10.2. Financial Performance
9.10.3. Product Benchmarking
9.10.4. Recent Development
9.11. Wipro
9.11.1. Company Overview
9.11.2. Financial Performance
9.11.3. Product Benchmarking
9.11.4. Recent Development
9.12. iMerit
9.12.1. Company Overview
9.12.2. Financial Performance
9.12.3. Product Benchmarking
9.12.4. Recent Development
9.13. Playment
9.13.1. Company Overview
9.13.2. Financial Performance
9.13.3. Product Benchmarking
9.13.4. Recent Development
9.14. SuperAnnotate
9.14.1. Company Overview
9.14.2. Financial Performance
9.14.3. Product Benchmarking
9.14.4. Recent Development
9.15. Samasource
9.15.1. Company Overview
9.15.2. Financial Performance
9.15.3. Product Benchmarking
9.15.4. Recent Development

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