Data Collection and Labeling Market Scope and Size by 2031
The data collection and labeling market size is projected to reach US$ 23.20 billion by 2031 from US$ 2.94 billion in 2023. The market is expected to register a CAGR of 29.5% in 2023—2031. The market growth is fueled by factors such as the widespread adoption of machine artificial intelligence (Al). Big data are likely to remain key data collection and labeling market trends.
Data Collection and Labeling Market Analysis
The data collection and labeling involve the integration of software, processes, and data annotators for cleaning, structuring, and labeling data. Such data forms the base for machine learning (ML) models. ML, when utilized with artificial intelligence (Al) and big data, aids in providing actionable insights from huge datasets that cannot be extracted by traditional data analytic solutions. Since ML models are completely dependent on the quality of data being fed, solutions developed by data collection and labeling market players are witnessing high growth rates globally.
Data Collection and Labeling Market Overview
The widespread adoption of machine artificial intelligence (Al) and big data have been driving the data collection and labeling market growth Internet of Things (loT)-enabled devices are being increasingly used in industrial, commercial, and residential scenarios. The growing penetration of the internet has been fuelling such demand. Businesses are utilizing the data for various purposes, including gathering competitive intelligence, promoting their products, improving manufacturing activities, and streamlining the supply chain. Such factors have been promoting the need for proper data collection and labeling solutions, which in turn have been fuelling the data collection and labeling market.
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Data Collection and Labeling Market: Strategic Insights
Market Size Value in US$ 1.82 Billion in 2021 Market Size Value by US$ 9.07 Billion by 2028 Growth rate CAGR of 27.2% from 2022 to 2028 Forecast Period 2022-2028 Base Year 2021
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Data Collection and Labeling Market: Strategic Insights
| Market Size Value in | US$ 1.82 Billion in 2021 |
| Market Size Value by | US$ 9.07 Billion by 2028 |
| Growth rate | CAGR of 27.2% from 2022 to 2028 |
| Forecast Period | 2022-2028 |
| Base Year | 2021 |
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Data Collection and Labeling Market Drivers and Opportunities
Increasing Implementation of AI and ML to Favor Market
There are many fields of AI, each working with a different type of data and requiring different data labeling types. The most common fields are computer vision for image and video, natural language processing (NLP) for text, and audio processing for speech recognition. Utilizing visual data from photos and videos, a computer vision model is constructed to recognize, categorize, and extract additional information about items that are included in the data. For this kind of model, labeling photos is part of the data labeling process, just like in the previous example. After that, the labeled data would be used to train the computer vision model to classify images, identify important things in an image, or recognize an object's position. NLP is a branch of AI that gives models the ability to understand natural language as it is spoken or written. This form of data labeling requires labelers to identify important sections of text or tag text with specific labels to train the model. The model would then develop the ability to understand and interpret the text, even when it's worded slightly differently.
Demand for high-quality labeled data in industries like autonomous vehicles and healthcare.
The data collection and labeling market is anticipated to experience some immersing opportunities by recognizing the increasing demand for high-quality labeled data in various industries such as autonomous vehicles and healthcare. Its advantages such as developing efficient labeling tools, expanding into emerging markets, and offering specialized labeling services.
Data Collection and Labeling Market Report Segmentation Analysis
Key segments that contributed to the derivation of the data collection and labeling market analysis are data type and vertical.
- Based on data type, the data collection and labeling market is divided into text image/video and audio. The text segment is anticipated to grow in the forecast period.
- By vertical, the market is segmented into information technology, automotive, government, healthcare, BFSI, retail, and e-commerce, among others. The on-premise segment is anticipated to grow in the forecast period.
Data Collection and Labeling Market Share Analysis by Geography
The geographic scope of the data collection and labeling market report is mainly divided into five regions: North America, Asia Pacific, Europe, Middle East & Africa, and South America/South & Central America. North America has dominated the data collection and labeling market. High technology adoption trends in various industries in the North American region have fuelled the growth of the data collection and labeling market. Factors such as The dominance of North America in the data collection and labeling industry are majorly due to widespread penetration of the internet, a large smart gadget user base, and the presence of a large number of market players. Some of the key market players in the region include Alegion Inc., IBM Corporation, and Reality Analytics Inc. These data collection and labeling market players witness constant demand from various enterprises across different industry verticals. All these factors contribute to the region's growth of the data collection and labeling market.
Data Collection and Labeling Market Report Scope
Data Collection and Labeling Market News and Recent Developments
The data collection and labeling market is evaluated by gathering qualitative and quantitative data post primary and secondary research, which includes important corporate publications, association data, and databases. The following is a list of developments in the market:
- In May 2022, DataRobot partnered with Labelbox to Bring Best-In-Class Unstructured Data Labeling Capabilities to the AI Platform. The leading provider of unstructured data labeling capabilities. Labelbox’s technology reduces the time required to label complex datasets by 5-10 times, allowing a small team to no longer need to iterate for months to deliver accurate training data for high model performance.
(Source: DataRobot, Press Release, 2022)
Data Collection and Labeling Market Report Coverage and Deliverables
The “Data Collection and Labeling Market Size and Forecast (2024–2031)” report provides a detailed analysis of the market covering the following areas:
- Data collection and labeling market size and forecast at global, regional, and country levels for all the key market segments covered under the scope.
- Market dynamics such as drivers, restraints, and key opportunities
Data collection and labeling market trends.
- Detailed PEST/Porter’s Five Forces and SWOT analysis.
- Data collection and labeling covering key market trends, Global and regional framework, major players, regulations, and recent market developments.
- Data collection and labeling industry landscape and competition analysis covering market concentration, heat map analysis, prominent players, and recent developments.
- Detailed company profiles
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
Data Type, Vertical, and Geography
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
US, UK, Canada, Germany, France, Italy, Australia, Russia, China, Japan, South Korea, Saudi Arabia, Brazil, Argentina
TABLE OF CONTENTS
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Data Collection And Labeling Market - By Data Type
1.3.2 Data Collection And Labeling Market - By Vertical
1.3.3 Data Collection And Labeling Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. DATA COLLECTION AND LABELING MARKET LANDSCAPE
4.1. OVERVIEW
4.2. PEST ANALYSIS
4.2.1 North America - Pest Analysis
4.2.2 Europe - Pest Analysis
4.2.3 Asia-Pacific - Pest Analysis
4.2.4 Middle East and Africa - Pest Analysis
4.2.5 South and Central America - Pest Analysis
4.3. ECOSYSTEM ANALYSIS
4.4. EXPERT OPINIONS
5. DATA COLLECTION AND LABELING MARKET - KEY MARKET DYNAMICS
5.1. KEY MARKET DRIVERS
5.2. KEY MARKET RESTRAINTS
5.3. KEY MARKET OPPORTUNITIES
5.4. FUTURE TRENDS
5.5. IMPACT ANALYSIS OF DRIVERS AND RESTRAINTS
6. DATA COLLECTION AND LABELING MARKET - GLOBAL MARKET ANALYSIS
6.1. DATA COLLECTION AND LABELING - GLOBAL MARKET OVERVIEW
6.2. DATA COLLECTION AND LABELING - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. DATA COLLECTION AND LABELING MARKET - REVENUE AND FORECASTS TO 2028 - DATA TYPE
7.1. OVERVIEW
7.2. DATA TYPE MARKET FORECASTS AND ANALYSIS
7.3. TEXT
7.3.1. Overview
7.3.2. Text Market Forecast and Analysis
7.4. IMAGE/VIDEO
7.4.1. Overview
7.4.2. Image/Video Market Forecast and Analysis
7.5. AUDIO
7.5.1. Overview
7.5.2. Audio Market Forecast and Analysis
8. DATA COLLECTION AND LABELING MARKET - REVENUE AND FORECASTS TO 2028 - VERTICAL
8.1. OVERVIEW
8.2. VERTICAL MARKET FORECASTS AND ANALYSIS
8.3. INFORMATION TECHNOLOGY
8.3.1. Overview
8.3.2. Information Technology Market Forecast and Analysis
8.4. AUTOMOTIVE
8.4.1. Overview
8.4.2. Automotive Market Forecast and Analysis
8.5. GOVERNMENT
8.5.1. Overview
8.5.2. Government Market Forecast and Analysis
8.6. HEALTHCARE
8.6.1. Overview
8.6.2. Healthcare Market Forecast and Analysis
8.7. BFSI
8.7.1. Overview
8.7.2. BFSI Market Forecast and Analysis
8.8. RETAIL AND E-COMMERCE
8.8.1. Overview
8.8.2. Retail and E-commerce Market Forecast and Analysis
8.9. OTHERS
8.9.1. Overview
8.9.2. Others Market Forecast and Analysis
9. DATA COLLECTION AND LABELING MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Data Collection And Labeling Market Overview
9.1.2 North America Data Collection And Labeling Market Forecasts and Analysis
9.1.3 North America Data Collection And Labeling Market Forecasts and Analysis - By Data Type
9.1.4 North America Data Collection And Labeling Market Forecasts and Analysis - By Vertical
9.1.5 North America Data Collection And Labeling Market Forecasts and Analysis - By Countries
9.1.5.1 United States Data Collection And Labeling Market
9.1.5.1.1 United States Data Collection And Labeling Market by Data Type
9.1.5.1.2 United States Data Collection And Labeling Market by Vertical
9.1.5.2 Canada Data Collection And Labeling Market
9.1.5.2.1 Canada Data Collection And Labeling Market by Data Type
9.1.5.2.2 Canada Data Collection And Labeling Market by Vertical
9.1.5.3 Mexico Data Collection And Labeling Market
9.1.5.3.1 Mexico Data Collection And Labeling Market by Data Type
9.1.5.3.2 Mexico Data Collection And Labeling Market by Vertical
9.2. EUROPE
9.2.1 Europe Data Collection And Labeling Market Overview
9.2.2 Europe Data Collection And Labeling Market Forecasts and Analysis
9.2.3 Europe Data Collection And Labeling Market Forecasts and Analysis - By Data Type
9.2.4 Europe Data Collection And Labeling Market Forecasts and Analysis - By Vertical
9.2.5 Europe Data Collection And Labeling Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Data Collection And Labeling Market
9.2.5.1.1 Germany Data Collection And Labeling Market by Data Type
9.2.5.1.2 Germany Data Collection And Labeling Market by Vertical
9.2.5.2 France Data Collection And Labeling Market
9.2.5.2.1 France Data Collection And Labeling Market by Data Type
9.2.5.2.2 France Data Collection And Labeling Market by Vertical
9.2.5.3 Italy Data Collection And Labeling Market
9.2.5.3.1 Italy Data Collection And Labeling Market by Data Type
9.2.5.3.2 Italy Data Collection And Labeling Market by Vertical
9.2.5.4 United Kingdom Data Collection And Labeling Market
9.2.5.4.1 United Kingdom Data Collection And Labeling Market by Data Type
9.2.5.4.2 United Kingdom Data Collection And Labeling Market by Vertical
9.2.5.5 Russia Data Collection And Labeling Market
9.2.5.5.1 Russia Data Collection And Labeling Market by Data Type
9.2.5.5.2 Russia Data Collection And Labeling Market by Vertical
9.2.5.6 Rest of Europe Data Collection And Labeling Market
9.2.5.6.1 Rest of Europe Data Collection And Labeling Market by Data Type
9.2.5.6.2 Rest of Europe Data Collection And Labeling Market by Vertical
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Data Collection And Labeling Market Overview
9.3.2 Asia-Pacific Data Collection And Labeling Market Forecasts and Analysis
9.3.3 Asia-Pacific Data Collection And Labeling Market Forecasts and Analysis - By Data Type
9.3.4 Asia-Pacific Data Collection And Labeling Market Forecasts and Analysis - By Vertical
9.3.5 Asia-Pacific Data Collection And Labeling Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Data Collection And Labeling Market
9.3.5.1.1 Australia Data Collection And Labeling Market by Data Type
9.3.5.1.2 Australia Data Collection And Labeling Market by Vertical
9.3.5.2 China Data Collection And Labeling Market
9.3.5.2.1 China Data Collection And Labeling Market by Data Type
9.3.5.2.2 China Data Collection And Labeling Market by Vertical
9.3.5.3 India Data Collection And Labeling Market
9.3.5.3.1 India Data Collection And Labeling Market by Data Type
9.3.5.3.2 India Data Collection And Labeling Market by Vertical
9.3.5.4 Japan Data Collection And Labeling Market
9.3.5.4.1 Japan Data Collection And Labeling Market by Data Type
9.3.5.4.2 Japan Data Collection And Labeling Market by Vertical
9.3.5.5 South Korea Data Collection And Labeling Market
9.3.5.5.1 South Korea Data Collection And Labeling Market by Data Type
9.3.5.5.2 South Korea Data Collection And Labeling Market by Vertical
9.3.5.6 Rest of Asia-Pacific Data Collection And Labeling Market
9.3.5.6.1 Rest of Asia-Pacific Data Collection And Labeling Market by Data Type
9.3.5.6.2 Rest of Asia-Pacific Data Collection And Labeling Market by Vertical
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Data Collection And Labeling Market Overview
9.4.2 Middle East and Africa Data Collection And Labeling Market Forecasts and Analysis
9.4.3 Middle East and Africa Data Collection And Labeling Market Forecasts and Analysis - By Data Type
9.4.4 Middle East and Africa Data Collection And Labeling Market Forecasts and Analysis - By Vertical
9.4.5 Middle East and Africa Data Collection And Labeling Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Data Collection And Labeling Market
9.4.5.1.1 South Africa Data Collection And Labeling Market by Data Type
9.4.5.1.2 South Africa Data Collection And Labeling Market by Vertical
9.4.5.2 Saudi Arabia Data Collection And Labeling Market
9.4.5.2.1 Saudi Arabia Data Collection And Labeling Market by Data Type
9.4.5.2.2 Saudi Arabia Data Collection And Labeling Market by Vertical
9.4.5.3 U.A.E Data Collection And Labeling Market
9.4.5.3.1 U.A.E Data Collection And Labeling Market by Data Type
9.4.5.3.2 U.A.E Data Collection And Labeling Market by Vertical
9.4.5.4 Rest of Middle East and Africa Data Collection And Labeling Market
9.4.5.4.1 Rest of Middle East and Africa Data Collection And Labeling Market by Data Type
9.4.5.4.2 Rest of Middle East and Africa Data Collection And Labeling Market by Vertical
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Data Collection And Labeling Market Overview
9.5.2 South and Central America Data Collection And Labeling Market Forecasts and Analysis
9.5.3 South and Central America Data Collection And Labeling Market Forecasts and Analysis - By Data Type
9.5.4 South and Central America Data Collection And Labeling Market Forecasts and Analysis - By Vertical
9.5.5 South and Central America Data Collection And Labeling Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Data Collection And Labeling Market
9.5.5.1.1 Brazil Data Collection And Labeling Market by Data Type
9.5.5.1.2 Brazil Data Collection And Labeling Market by Vertical
9.5.5.2 Argentina Data Collection And Labeling Market
9.5.5.2.1 Argentina Data Collection And Labeling Market by Data Type
9.5.5.2.2 Argentina Data Collection And Labeling Market by Vertical
9.5.5.3 Rest of South and Central America Data Collection And Labeling Market
9.5.5.3.1 Rest of South and Central America Data Collection And Labeling Market by Data Type
9.5.5.3.2 Rest of South and Central America Data Collection And Labeling Market by Vertical
10. INDUSTRY LANDSCAPE
10.1. MERGERS AND ACQUISITIONS
10.2. AGREEMENTS, COLLABORATIONS AND JOIN VENTURES
10.3. NEW PRODUCT LAUNCHES
10.4. EXPANSIONS AND OTHER STRATEGIC DEVELOPMENTS
11. DATA COLLECTION AND LABELING MARKET, KEY COMPANY PROFILES
11.1. ALEGION INC.
11.1.1. Key Facts
11.1.2. Business Description
11.1.3. Products and Services
11.1.4. Financial Overview
11.1.5. SWOT Analysis
11.1.6. Key Developments
11.2. APPEN LIMITED
11.2.1. Key Facts
11.2.2. Business Description
11.2.3. Products and Services
11.2.4. Financial Overview
11.2.5. SWOT Analysis
11.2.6. Key Developments
11.3. BASICAI, INC
11.3.1. Key Facts
11.3.2. Business Description
11.3.3. Products and Services
11.3.4. Financial Overview
11.3.5. SWOT Analysis
11.3.6. Key Developments
11.4. COGITO TECH LLC
11.4.1. Key Facts
11.4.2. Business Description
11.4.3. Products and Services
11.4.4. Financial Overview
11.4.5. SWOT Analysis
11.4.6. Key Developments
11.5. GLOBAL TECHNOLOGY SOLUTIONS
11.5.1. Key Facts
11.5.2. Business Description
11.5.3. Products and Services
11.5.4. Financial Overview
11.5.5. SWOT Analysis
11.5.6. Key Developments
11.6. GLOBALME LOCALIZATION INC.
11.6.1. Key Facts
11.6.2. Business Description
11.6.3. Products and Services
11.6.4. Financial Overview
11.6.5. SWOT Analysis
11.6.6. Key Developments
11.7. LABELBOX, INC
11.7.1. Key Facts
11.7.2. Business Description
11.7.3. Products and Services
11.7.4. Financial Overview
11.7.5. SWOT Analysis
11.7.6. Key Developments
11.8. PLAYMENT INC.
11.8.1. Key Facts
11.8.2. Business Description
11.8.3. Products and Services
11.8.4. Financial Overview
11.8.5. SWOT Analysis
11.8.6. Key Developments
11.9. REALITY AI
11.9.1. Key Facts
11.9.2. Business Description
11.9.3. Products and Services
11.9.4. Financial Overview
11.9.5. SWOT Analysis
11.9.6. Key Developments
11.10. SCALE AI, INC.
11.10.1. Key Facts
11.10.2. Business Description
11.10.3. Products and Services
11.10.4. Financial Overview
11.10.5. SWOT Analysis
11.10.6. Key Developments
12. APPENDIX
12.1. ABOUT THE INSIGHT PARTNERS
12.2. GLOSSARY OF TERMS
The List of Companies
1. Alegion Inc.
2. Appen Limited
3. BasicAI, Inc
4. Cogito Tech LLC
5. Global Technology Solutions
6. Globalme Localization Inc.
7. Labelbox, Inc
8. Playment Inc.
9. Reality AI
10. Scale AI, Inc.
The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.
- Data Collection and Secondary Research:
As a market research and consulting firm operating from a decade, we have published many reports and advised several clients across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.
Several associations trade associates, technical forums, institutes, societies and organizations are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in the last 3 years are scrutinized and analyzed to understand the current market trends.
- Primary Research:
The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.
For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/Sales Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.
A typical research interview fulfils the following functions:
- Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
- Validates and strengthens in-house secondary research findings
- Develops the analysis team’s expertise and market understanding
Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:
- Industry participants: VPs, business development managers, market intelligence managers and national sales managers
- Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.
Below is the breakup of our primary respondents by company, designation, and region:
Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.
- Data Analysis:
Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.
- 3.1 Macro-Economic Factor Analysis:
We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.
- 3.2 Country Level Data:
Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.
- 3.3 Company Profile:
The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.
- 3.4 Developing Base Number:
Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.
- Data Triangulation and Final Review:
The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.
We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.
We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.
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