Biological Detection Equipment Market Size and Forecasts (2021 - 2031), Global and Regional Share, Trends, and Growth Opportunity Analysis
A biological agent, sometimes known as a bio-agent, is a virus, bacteria, fungus, or parasite that is intentionally deployed as a biological weapon. When compared to chemical agents, these agents are much more difficult to identify and defend against because many of the major signs of active infection, such as fever and exhaustion, are comparable and vague. The molecular sensing methods used to identify these compounds are known as biological detection equipment. A high degree of selectivity should be present in detection systems. The ability of a detection system to distinguish between environmental interferants and target agents is referred to as selectivity.
MARKET SCOPE
The "Global Biological detection equipment Market Analysis to 2031" is a specialized and in-depth study of the aerospace and defense industry with a special focus on the global market trend analysis. The report aims to provide an overview of the biological detection equipment market with detailed market segmentation by product, application, and geography. The report provides key statistics on the market status of the leading biological detection equipment market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
- Based on product, the global biological detection equipment market is segmented into standoff and standalone systems, emergency and first responders systems, reconnaissance vehicles, hazmat suits and protective clothing, unmanned vehicles and training simulators.
- On the basis of application, the market is segmented into armed forces, emergency responders, police forces and others.
MARKET DYNAMICS
Drivers:
- One of the key reasons for the increased use of biological agents is terrorism. Biological, chemical, nuclear, and radioactive materials are all detected with biological detection equipment. In the case of chemical or biological warfare, integrated biological detection equipment provides early warning.
- It detects potentially weaponized harmful industrial chemicals and chemical warfare agents.
Restraints:
- High cost of the equipment.
- The majority of biological detection equipment is still in the research and development stage and is not readily available commercially.
REGIONAL FRAMEWORK
The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global market based on various segments. It also provides market size and forecast estimates from the year 2021 to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), the Middle East and Africa (MEA), and South America. The biological detection equipment market by each region is later sub-segmented by respective countries and segments. The report covers the analysis and forecast of 18 countries globally along with the current trend and opportunities prevailing in the region.
BThe report analyzes factors affecting the market from both demand and supply side and further evaluates market dynamics affecting the marketduring the forecast period i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis for all five regions namely; North America, Europe, APAC, MEA, and South America after evaluating political, economic, social and technological factors affecting the biological detection equipment market in these regions.
IMPACT OF COVID-19 ON BIOLOGICAL DETECTION EQUIPMENT MARKET
COVID-19 first began in Wuhan (China) during December 2019 and since then it has spread at a fast pace across the globe. The US, India, Brazil, Russia, France, the UK, Turkey, Italy, and Spain are some of the worst affected countries in terms confirmed cases and reported deaths. The COVID-19 has been affecting economies and industries in various countries due to lockdowns, travel bans, and business shutdowns. Shutdown of various plants and factories has affected the global supply chains and negatively impacted the manufacturing, delivery schedules, and sales of products in global market. Few companies have already announced possible delays in product deliveries and slump in future sales of their products. In addition to this, the global travel bans imposed by countries in Europe, Asia-Pacific, and North America are affecting the business collaborations and partnerships opportunities.
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The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global market based on various segments. It also provides market size and forecast estimates from the year 2021 to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), the Middle East and Africa (MEA), and South America. The biological detection equipment market by each region is later sub-segmented by respective countries and segments. The report covers the analysis and forecast of 18 countries globally along with the current trend and opportunities prevailing in the region.
BThe report analyzes factors affecting the market from both demand and supply side and further evaluates market dynamics affecting the marketduring the forecast period i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis for all five regions namely; North America, Europe, APAC, MEA, and South America after evaluating political, economic, social and technological factors affecting the biological detection equipment market in these regions.
IMPACT OF COVID-19 ON BIOLOGICAL DETECTION EQUIPMENT MARKET
COVID-19 first began in Wuhan (China) during December 2019 and since then it has spread at a fast pace across the globe. The US, India, Brazil, Russia, France, the UK, Turkey, Italy, and Spain are some of the worst affected countries in terms confirmed cases and reported deaths. The COVID-19 has been affecting economies and industries in various countries due to lockdowns, travel bans, and business shutdowns. Shutdown of various plants and factories has affected the global supply chains and negatively impacted the manufacturing, delivery schedules, and sales of products in global market. Few companies have already announced possible delays in product deliveries and slump in future sales of their products. In addition to this, the global travel bans imposed by countries in Europe, Asia-Pacific, and North America are affecting the business collaborations and partnerships opportunities.
MARKET PLAYERS
The report covers key developments in the biological detection equipment market as organic and inorganic growth strategies. Various companies are focusing on organic growth strategies such as product launches, product approvals and others such as patents and events. Inorganic growth strategies activities witnessed in the marketwere acquisitions, and partnership & collaborations. These activities have paved way for the expansion of business and customer base of market players. The market payers from biological detection equipment market are anticipated to lucrative growth opportunities in the future with the rising demand for biological detection equipment in the global market.
The report also includes the profiles of key companies along with their SWOT analysis and market strategies in the biological detection equipment market. In addition, the report focuses on leading industry players with information such as company profiles, components, and services offered, financial information of the last 3 years, the key development in the past five years.
- 3M
- Agilent Technologies, Inc.
- Argon Electronics
- Bioquell
- Bruker
- Environics Oy
- Morphix Technologies
- PROENGIN
- Smiths Detection Group Ltd.
- Teledyne FLIR LLC
The Insight Partner's dedicated research and analysis team consist of experienced professionals with advanced statistical expertise and offer various customization options in the existing study.
- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
- Request discounts available for Start-Ups & Universities
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
This text is related
to segments covered.
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
This text is related
to country scope.
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Biological Detection Equipment Market - By Product
1.3.2 Biological Detection Equipment Market - By Application
1.3.3 Biological Detection Equipment Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. BIOLOGICAL DETECTION EQUIPMENT MARKET LANDSCAPE
4.1. OVERVIEW
4.2. PORTER'S FIVE FORCES ANALYSIS
4.2.1 Bargaining Power of Buyers
4.2.1 Bargaining Power of Suppliers
4.2.1 Threat of Substitute
4.2.1 Threat of New Entrants
4.2.1 Competitive Rivalry
4.3. ECOSYSTEM ANALYSIS
4.4. EXPERT OPINIONS
5. BIOLOGICAL DETECTION EQUIPMENT 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. BIOLOGICAL DETECTION EQUIPMENT MARKET - GLOBAL MARKET ANALYSIS
6.1. BIOLOGICAL DETECTION EQUIPMENT - GLOBAL MARKET OVERVIEW
6.2. BIOLOGICAL DETECTION EQUIPMENT - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING
7. BIOLOGICAL DETECTION EQUIPMENT MARKET - REVENUE AND FORECASTS TO 2028 - PRODUCT
7.1. OVERVIEW
7.2. PRODUCT MARKET FORECASTS AND ANALYSIS
7.3. STANDOFF AND STANDALONE SYSTEMS
7.3.1. Overview
7.3.2. Standoff and Standalone systems Market Forecast and Analysis
7.4. EMERGENCY AND FIRST RESPONDERS SYSTEMS
7.4.1. Overview
7.4.2. Emergency and First Responders Systems Market Forecast and Analysis
7.5. RECONNAISSANCE VEHICLES
7.5.1. Overview
7.5.2. Reconnaissance Vehicles Market Forecast and Analysis
7.6. HAZMAT SUITS AND PROTECTIVE CLOTHING
7.6.1. Overview
7.6.2. Hazmat Suits and Protective Clothing Market Forecast and Analysis
7.7. UNMANNED VEHICLES
7.7.1. Overview
7.7.2. Unmanned Vehicles Market Forecast and Analysis
7.8. TRAINING SIMULATORS
7.8.1. Overview
7.8.2. Training Simulators Market Forecast and Analysis
8. BIOLOGICAL DETECTION EQUIPMENT MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
8.1. OVERVIEW
8.2. APPLICATION MARKET FORECASTS AND ANALYSIS
8.3. ARMED FORCES
8.3.1. Overview
8.3.2. Armed Forces Market Forecast and Analysis
8.4. EMERGENCY RESPONDERS
8.4.1. Overview
8.4.2. Emergency Responders Market Forecast and Analysis
8.5. POLICE FORCES
8.5.1. Overview
8.5.2. Police Forces Market Forecast and Analysis
8.6. OTHERS
8.6.1. Overview
8.6.2. Others Market Forecast and Analysis
9. BIOLOGICAL DETECTION EQUIPMENT MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Biological Detection Equipment Market Overview
9.1.2 North America Biological Detection Equipment Market Forecasts and Analysis
9.1.3 North America Biological Detection Equipment Market Forecasts and Analysis - By Product
9.1.4 North America Biological Detection Equipment Market Forecasts and Analysis - By Application
9.1.5 North America Biological Detection Equipment Market Forecasts and Analysis - By Countries
9.1.5.1 United States Biological Detection Equipment Market
9.1.5.1.1 United States Biological Detection Equipment Market by Product
9.1.5.1.2 United States Biological Detection Equipment Market by Application
9.1.5.2 Canada Biological Detection Equipment Market
9.1.5.2.1 Canada Biological Detection Equipment Market by Product
9.1.5.2.2 Canada Biological Detection Equipment Market by Application
9.1.5.3 Mexico Biological Detection Equipment Market
9.1.5.3.1 Mexico Biological Detection Equipment Market by Product
9.1.5.3.2 Mexico Biological Detection Equipment Market by Application
9.2. EUROPE
9.2.1 Europe Biological Detection Equipment Market Overview
9.2.2 Europe Biological Detection Equipment Market Forecasts and Analysis
9.2.3 Europe Biological Detection Equipment Market Forecasts and Analysis - By Product
9.2.4 Europe Biological Detection Equipment Market Forecasts and Analysis - By Application
9.2.5 Europe Biological Detection Equipment Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Biological Detection Equipment Market
9.2.5.1.1 Germany Biological Detection Equipment Market by Product
9.2.5.1.2 Germany Biological Detection Equipment Market by Application
9.2.5.2 France Biological Detection Equipment Market
9.2.5.2.1 France Biological Detection Equipment Market by Product
9.2.5.2.2 France Biological Detection Equipment Market by Application
9.2.5.3 Italy Biological Detection Equipment Market
9.2.5.3.1 Italy Biological Detection Equipment Market by Product
9.2.5.3.2 Italy Biological Detection Equipment Market by Application
9.2.5.4 United Kingdom Biological Detection Equipment Market
9.2.5.4.1 United Kingdom Biological Detection Equipment Market by Product
9.2.5.4.2 United Kingdom Biological Detection Equipment Market by Application
9.2.5.5 Russia Biological Detection Equipment Market
9.2.5.5.1 Russia Biological Detection Equipment Market by Product
9.2.5.5.2 Russia Biological Detection Equipment Market by Application
9.2.5.6 Rest of Europe Biological Detection Equipment Market
9.2.5.6.1 Rest of Europe Biological Detection Equipment Market by Product
9.2.5.6.2 Rest of Europe Biological Detection Equipment Market by Application
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Biological Detection Equipment Market Overview
9.3.2 Asia-Pacific Biological Detection Equipment Market Forecasts and Analysis
9.3.3 Asia-Pacific Biological Detection Equipment Market Forecasts and Analysis - By Product
9.3.4 Asia-Pacific Biological Detection Equipment Market Forecasts and Analysis - By Application
9.3.5 Asia-Pacific Biological Detection Equipment Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Biological Detection Equipment Market
9.3.5.1.1 Australia Biological Detection Equipment Market by Product
9.3.5.1.2 Australia Biological Detection Equipment Market by Application
9.3.5.2 China Biological Detection Equipment Market
9.3.5.2.1 China Biological Detection Equipment Market by Product
9.3.5.2.2 China Biological Detection Equipment Market by Application
9.3.5.3 India Biological Detection Equipment Market
9.3.5.3.1 India Biological Detection Equipment Market by Product
9.3.5.3.2 India Biological Detection Equipment Market by Application
9.3.5.4 Japan Biological Detection Equipment Market
9.3.5.4.1 Japan Biological Detection Equipment Market by Product
9.3.5.4.2 Japan Biological Detection Equipment Market by Application
9.3.5.5 South Korea Biological Detection Equipment Market
9.3.5.5.1 South Korea Biological Detection Equipment Market by Product
9.3.5.5.2 South Korea Biological Detection Equipment Market by Application
9.3.5.6 Rest of Asia-Pacific Biological Detection Equipment Market
9.3.5.6.1 Rest of Asia-Pacific Biological Detection Equipment Market by Product
9.3.5.6.2 Rest of Asia-Pacific Biological Detection Equipment Market by Application
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Biological Detection Equipment Market Overview
9.4.2 Middle East and Africa Biological Detection Equipment Market Forecasts and Analysis
9.4.3 Middle East and Africa Biological Detection Equipment Market Forecasts and Analysis - By Product
9.4.4 Middle East and Africa Biological Detection Equipment Market Forecasts and Analysis - By Application
9.4.5 Middle East and Africa Biological Detection Equipment Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Biological Detection Equipment Market
9.4.5.1.1 South Africa Biological Detection Equipment Market by Product
9.4.5.1.2 South Africa Biological Detection Equipment Market by Application
9.4.5.2 Saudi Arabia Biological Detection Equipment Market
9.4.5.2.1 Saudi Arabia Biological Detection Equipment Market by Product
9.4.5.2.2 Saudi Arabia Biological Detection Equipment Market by Application
9.4.5.3 U.A.E Biological Detection Equipment Market
9.4.5.3.1 U.A.E Biological Detection Equipment Market by Product
9.4.5.3.2 U.A.E Biological Detection Equipment Market by Application
9.4.5.4 Rest of Middle East and Africa Biological Detection Equipment Market
9.4.5.4.1 Rest of Middle East and Africa Biological Detection Equipment Market by Product
9.4.5.4.2 Rest of Middle East and Africa Biological Detection Equipment Market by Application
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Biological Detection Equipment Market Overview
9.5.2 South and Central America Biological Detection Equipment Market Forecasts and Analysis
9.5.3 South and Central America Biological Detection Equipment Market Forecasts and Analysis - By Product
9.5.4 South and Central America Biological Detection Equipment Market Forecasts and Analysis - By Application
9.5.5 South and Central America Biological Detection Equipment Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Biological Detection Equipment Market
9.5.5.1.1 Brazil Biological Detection Equipment Market by Product
9.5.5.1.2 Brazil Biological Detection Equipment Market by Application
9.5.5.2 Rest of South and Central America Biological Detection Equipment Market
9.5.5.2.1 Rest of South and Central America Biological Detection Equipment Market by Product
9.5.5.2.2 Rest of South and Central America Biological Detection Equipment Market by Application
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. BIOLOGICAL DETECTION EQUIPMENT MARKET, KEY COMPANY PROFILES
11.1. 3M
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. AGILENT TECHNOLOGIES, INC.
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. ARGON ELECTRONICS
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. BIOQUELL
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. BRUKER
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. ENVIRONICS OY
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. MORPHIX TECHNOLOGIES
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. PROENGIN
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. SMITHS DETECTION GROUP LTD.
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. TELEDYNE FLIR LLC
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
1. 3M
2. Agilent Technologies, Inc.
3. Argon Electronics
4. Bioquell
5. Bruker
6. Environics Oy
7. Morphix Technologies
8. PROENGIN
9. Smiths Detection Group Ltd.
10. Teledyne FLIR LLC
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.