Endoscopic Clips Market Key Findings by 2031
Endoscopic clips are a type of specialist equipment used in endoscopy. These clips are used in gastrointestinal endoscopy to promote tissue approximation. These were first launched with the express objective of producing gastrointestinal hemostasis, particularly in the case of peptic ulcer haemorrhage. The expansion of the endoscopic clips market is expected to be steered by an increase in the prevalence of bleeding during procedures. Endoscopic clips are commonly used to treat hemostasis issues such bleeding arteries and ulcers. Improved health-care infrastructure, rising demand for endoscopic treatment, supportive government initiatives, and widespread acceptance of minimally invasive surgery are all factors driving market growth.
MARKET SCOPE
The "Global Endoscopic Clips Market Analysis to 2031" is a specialized and in-depth study of the medical device industry with a special focus on the global market trend analysis. The report aims to provide an overview of the endoscopic clips market with detailed market segmentation by application, end user, and geography. The report provides key statistics on the market status of the leading endoscopic clips market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
- Based on application, the global endoscopic clips market is segmented into hemostasis, endoscopic marking, and others. The market for endoscopic marking is further sub-segmented into mucosal/sub-mucosal defects, bleeding ulcers, bleeding arteries, and polypectomy sites.
- Based on end user, the market is bifurcated into hospitals ambulatory surgical centers, and others
MARKET DYNAMICS
Drivers:
- Increase in Incidence of Bleeding During Surgeries
- Technological Innovations
Restraints
- Unfavorable Reimbursement Policies
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 endoscopic clips 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.
The 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 endoscopic clips market in these regions.
IMPACT OF COVID-19 ON ENDOSCOPIC CLIPS 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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- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
- Request discounts available for Start-Ups & Universities
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 endoscopic clips 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.
The 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 endoscopic clips market in these regions.
IMPACT OF COVID-19 ON ENDOSCOPIC CLIPS 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 endoscopic clips 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 endoscopic clips market are anticipated to lucrative growth opportunities in the future with the rising demand for endoscopic clips in the global market.
The report also includes the profiles of key companies along with their SWOT analysis and market strategies in the endoscopic clips 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.
- B. Braun Melsungen AG
- Teleflex
- Boston Scientific Corporation
- CONMED Corporation
- Johnson and Johnson
- STERIS Plc
- Cook Endoscopy
- Olympus America
- Medtronic
- Ovesco Endoscopy AG
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 Endoscopic Clips Market - By Application
1.3.2 Endoscopic Clips Market - By End User
1.3.3 Endoscopic Clips Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. ENDOSCOPIC CLIPS 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. EXPERT OPINIONS
5. ENDOSCOPIC CLIPS 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. ENDOSCOPIC CLIPS MARKET - GLOBAL MARKET ANALYSIS
6.1. ENDOSCOPIC CLIPS - GLOBAL MARKET OVERVIEW
6.2. ENDOSCOPIC CLIPS - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING
7. ENDOSCOPIC CLIPS MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
7.1. OVERVIEW
7.2. APPLICATION MARKET FORECASTS AND ANALYSIS
7.3. HEMOSTASIS
7.3.1. Overview
7.3.2. Hemostasis Market Forecast and Analysis
7.4. ENDOSCOPIC MARKING
7.4.1. Overview
7.4.2. Endoscopic Marking Market Forecast and Analysis
7.4.3. Mucosal/Sub-Mucosal Defects Market
7.4.3.1. Overview
7.4.3.2. Mucosal/Sub-Mucosal Defects Market Forecast and Analysis
7.4.4. Bleeding Ulcers Market
7.4.4.1. Overview
7.4.4.2. Bleeding Ulcers Market Forecast and Analysis
7.4.5. Bleeding Arteries Market
7.4.5.1. Overview
7.4.5.2. Bleeding Arteries Market Forecast and Analysis
7.4.6. Polypectomy Sites Market
7.4.6.1. Overview
7.4.6.2. Polypectomy Sites Market Forecast and Analysis
7.5. OTHERS
7.5.1. Overview
7.5.2. Others Market Forecast and Analysis
8. ENDOSCOPIC CLIPS MARKET - REVENUE AND FORECASTS TO 2028 - END USER
8.1. OVERVIEW
8.2. END USER MARKET FORECASTS AND ANALYSIS
8.3. HOSPITALS
8.3.1. Overview
8.3.2. Hospitals Market Forecast and Analysis
8.4. AMBULATORY SURGICAL CENTERS
8.4.1. Overview
8.4.2. Ambulatory Surgical Centers Market Forecast and Analysis
8.5. OTHERS
8.5.1. Overview
8.5.2. Others Market Forecast and Analysis
9. ENDOSCOPIC CLIPS MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Endoscopic Clips Market Overview
9.1.2 North America Endoscopic Clips Market Forecasts and Analysis
9.1.3 North America Endoscopic Clips Market Forecasts and Analysis - By Application
9.1.4 North America Endoscopic Clips Market Forecasts and Analysis - By End User
9.1.5 North America Endoscopic Clips Market Forecasts and Analysis - By Countries
9.1.5.1 United States Endoscopic Clips Market
9.1.5.1.1 United States Endoscopic Clips Market by Application
9.1.5.1.2 United States Endoscopic Clips Market by End User
9.1.5.2 Canada Endoscopic Clips Market
9.1.5.2.1 Canada Endoscopic Clips Market by Application
9.1.5.2.2 Canada Endoscopic Clips Market by End User
9.1.5.3 Mexico Endoscopic Clips Market
9.1.5.3.1 Mexico Endoscopic Clips Market by Application
9.1.5.3.2 Mexico Endoscopic Clips Market by End User
9.2. EUROPE
9.2.1 Europe Endoscopic Clips Market Overview
9.2.2 Europe Endoscopic Clips Market Forecasts and Analysis
9.2.3 Europe Endoscopic Clips Market Forecasts and Analysis - By Application
9.2.4 Europe Endoscopic Clips Market Forecasts and Analysis - By End User
9.2.5 Europe Endoscopic Clips Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Endoscopic Clips Market
9.2.5.1.1 Germany Endoscopic Clips Market by Application
9.2.5.1.2 Germany Endoscopic Clips Market by End User
9.2.5.2 France Endoscopic Clips Market
9.2.5.2.1 France Endoscopic Clips Market by Application
9.2.5.2.2 France Endoscopic Clips Market by End User
9.2.5.3 Italy Endoscopic Clips Market
9.2.5.3.1 Italy Endoscopic Clips Market by Application
9.2.5.3.2 Italy Endoscopic Clips Market by End User
9.2.5.4 Spain Endoscopic Clips Market
9.2.5.4.1 Spain Endoscopic Clips Market by Application
9.2.5.4.2 Spain Endoscopic Clips Market by End User
9.2.5.5 United Kingdom Endoscopic Clips Market
9.2.5.5.1 United Kingdom Endoscopic Clips Market by Application
9.2.5.5.2 United Kingdom Endoscopic Clips Market by End User
9.2.5.6 Rest of Europe Endoscopic Clips Market
9.2.5.6.1 Rest of Europe Endoscopic Clips Market by Application
9.2.5.6.2 Rest of Europe Endoscopic Clips Market by End User
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Endoscopic Clips Market Overview
9.3.2 Asia-Pacific Endoscopic Clips Market Forecasts and Analysis
9.3.3 Asia-Pacific Endoscopic Clips Market Forecasts and Analysis - By Application
9.3.4 Asia-Pacific Endoscopic Clips Market Forecasts and Analysis - By End User
9.3.5 Asia-Pacific Endoscopic Clips Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Endoscopic Clips Market
9.3.5.1.1 Australia Endoscopic Clips Market by Application
9.3.5.1.2 Australia Endoscopic Clips Market by End User
9.3.5.2 China Endoscopic Clips Market
9.3.5.2.1 China Endoscopic Clips Market by Application
9.3.5.2.2 China Endoscopic Clips Market by End User
9.3.5.3 India Endoscopic Clips Market
9.3.5.3.1 India Endoscopic Clips Market by Application
9.3.5.3.2 India Endoscopic Clips Market by End User
9.3.5.4 Japan Endoscopic Clips Market
9.3.5.4.1 Japan Endoscopic Clips Market by Application
9.3.5.4.2 Japan Endoscopic Clips Market by End User
9.3.5.5 South Korea Endoscopic Clips Market
9.3.5.5.1 South Korea Endoscopic Clips Market by Application
9.3.5.5.2 South Korea Endoscopic Clips Market by End User
9.3.5.6 Rest of Asia-Pacific Endoscopic Clips Market
9.3.5.6.1 Rest of Asia-Pacific Endoscopic Clips Market by Application
9.3.5.6.2 Rest of Asia-Pacific Endoscopic Clips Market by End User
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Endoscopic Clips Market Overview
9.4.2 Middle East and Africa Endoscopic Clips Market Forecasts and Analysis
9.4.3 Middle East and Africa Endoscopic Clips Market Forecasts and Analysis - By Application
9.4.4 Middle East and Africa Endoscopic Clips Market Forecasts and Analysis - By End User
9.4.5 Middle East and Africa Endoscopic Clips Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Endoscopic Clips Market
9.4.5.1.1 South Africa Endoscopic Clips Market by Application
9.4.5.1.2 South Africa Endoscopic Clips Market by End User
9.4.5.2 Saudi Arabia Endoscopic Clips Market
9.4.5.2.1 Saudi Arabia Endoscopic Clips Market by Application
9.4.5.2.2 Saudi Arabia Endoscopic Clips Market by End User
9.4.5.3 U.A.E Endoscopic Clips Market
9.4.5.3.1 U.A.E Endoscopic Clips Market by Application
9.4.5.3.2 U.A.E Endoscopic Clips Market by End User
9.4.5.4 Rest of Middle East and Africa Endoscopic Clips Market
9.4.5.4.1 Rest of Middle East and Africa Endoscopic Clips Market by Application
9.4.5.4.2 Rest of Middle East and Africa Endoscopic Clips Market by End User
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Endoscopic Clips Market Overview
9.5.2 South and Central America Endoscopic Clips Market Forecasts and Analysis
9.5.3 South and Central America Endoscopic Clips Market Forecasts and Analysis - By Application
9.5.4 South and Central America Endoscopic Clips Market Forecasts and Analysis - By End User
9.5.5 South and Central America Endoscopic Clips Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Endoscopic Clips Market
9.5.5.1.1 Brazil Endoscopic Clips Market by Application
9.5.5.1.2 Brazil Endoscopic Clips Market by End User
9.5.5.2 Argentina Endoscopic Clips Market
9.5.5.2.1 Argentina Endoscopic Clips Market by Application
9.5.5.2.2 Argentina Endoscopic Clips Market by End User
9.5.5.3 Rest of South and Central America Endoscopic Clips Market
9.5.5.3.1 Rest of South and Central America Endoscopic Clips Market by Application
9.5.5.3.2 Rest of South and Central America Endoscopic Clips Market by End User
10. IMPACT OF COVID-19 PANDEMIC ON GLOBAL ENDOSCOPIC CLIPS MARKET
10.1 North America
10.2 Europe
10.3 Asia-Pacific
10.4 Middle East and Africa
10.5 South and Central America
11. INDUSTRY LANDSCAPE
11.1. MERGERS AND ACQUISITIONS
11.2. AGREEMENTS, COLLABORATIONS AND JOIN VENTURES
11.3. NEW PRODUCT LAUNCHES
11.4. EXPANSIONS AND OTHER STRATEGIC DEVELOPMENTS
12. ENDOSCOPIC CLIPS MARKET, KEY COMPANY PROFILES
12.1. B. BRAUN MELSUNGEN AG
12.1.1. Key Facts
12.1.2. Business Description
12.1.3. Products and Services
12.1.4. Financial Overview
12.1.5. SWOT Analysis
12.1.6. Key Developments
12.2. BOSTON SCIENTIFIC CORPORATION
12.2.1. Key Facts
12.2.2. Business Description
12.2.3. Products and Services
12.2.4. Financial Overview
12.2.5. SWOT Analysis
12.2.6. Key Developments
12.3. CONMED CORPORATION
12.3.1. Key Facts
12.3.2. Business Description
12.3.3. Products and Services
12.3.4. Financial Overview
12.3.5. SWOT Analysis
12.3.6. Key Developments
12.4. JOHNSON AND JOHNSON
12.4.1. Key Facts
12.4.2. Business Description
12.4.3. Products and Services
12.4.4. Financial Overview
12.4.5. SWOT Analysis
12.4.6. Key Developments
12.5. STERIS PLC
12.5.1. Key Facts
12.5.2. Business Description
12.5.3. Products and Services
12.5.4. Financial Overview
12.5.5. SWOT Analysis
12.5.6. Key Developments
12.6. COOK ENDOSCOPY
12.6.1. Key Facts
12.6.2. Business Description
12.6.3. Products and Services
12.6.4. Financial Overview
12.6.5. SWOT Analysis
12.6.6. Key Developments
12.7. OLYMPUS AMERICA
12.7.1. Key Facts
12.7.2. Business Description
12.7.3. Products and Services
12.7.4. Financial Overview
12.7.5. SWOT Analysis
12.7.6. Key Developments
12.8. MEDTRONIC
12.8.1. Key Facts
12.8.2. Business Description
12.8.3. Products and Services
12.8.4. Financial Overview
12.8.5. SWOT Analysis
12.8.6. Key Developments
12.9. OVESCO ENDOSCOPY AG
12.9.1. Key Facts
12.9.2. Business Description
12.9.3. Products and Services
12.9.4. Financial Overview
12.9.5. SWOT Analysis
12.9.6. Key Developments
12.10. TELEFLEX
12.10.1. Key Facts
12.10.2. Business Description
12.10.3. Products and Services
12.10.4. Financial Overview
12.10.5. SWOT Analysis
12.10.6. Key Developments
13. APPENDIX
13.1. ABOUT THE INSIGHT PARTNERS
13.2. GLOSSARY OF TERMS
1. B. Braun Melsungen AG
2. Teleflex
3. Boston Scientific Corporation
4. CONMED Corporation
5. Johnson and Johnson
6. STERIS Plc
7. Cook Endoscopy
8. Olympus America
9. Medtronic
10. Ovesco Endoscopy AG
11. Ackermann Instrumente GmbH
12. St. Jude Medical, 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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