Drugs For Malaria Market Key Players Analysis 2031
Malaria is a disease caused by the plasmodium parasite, transmitted by the bite of infected mosquitoes. Symptoms are chills, fever, and sweating, usually occurring a few weeks after being bitten. People traveling to areas where malaria is common typically take protective drugs before, during, and after their trip. Treatment includes antimalarial drugs.
MARKET SCOPE
The "Global Drugs for Malaria Market Analysis to 2031" is a specialized and in-depth study of the healthcare industry with a special focus on the global market trend analysis. The report aims to provide an overview of the Drugs for Malaria market with detailed market segmentation by drug class and distribution. The report provides key statistics on the market status of the leading Drugs for Malaria market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
- Based on drug class the market is segmented as, quinine, chloroquine, proguanil, mefloquine, pyrimethamine, and others.
- Based on distribution the market is segmented as, hospital pharmacy, retail pharmacy, e-commerce, and other distribution channels.
MARKET DYNAMICS
Drivers:
- Rising prevalence of malaria.
- The increasing outbreak of plasmodium parasite.
- Increasing geriatric population.
- Government policies and social campaigns for malaria awareness are expected to spur market growth during the forecast period.
Restraints:
- Whereas, the high cost of treatment is expected to restrain the market growth during the forecast period.
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 and Central America. The Drugs for Malaria 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 market during 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 and Central America after evaluating political, economic, social and technological factors affecting the Drugs for Malaria market in these regions.
IMPACT OF COVID-19 ON DRUGS FOR MALARIA 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. According to the current market situation, the report further assesses the present and future effects of the COVID-19 pandemic on the overall market, giving more reliable and authentic projections 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 and Central America. The Drugs for Malaria 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 market during 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 and Central America after evaluating political, economic, social and technological factors affecting the Drugs for Malaria market in these regions.
IMPACT OF COVID-19 ON DRUGS FOR MALARIA 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. According to the current market situation, the report further assesses the present and future effects of the COVID-19 pandemic on the overall market, giving more reliable and authentic projections 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 Drugs for Malaria 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 market acquisitions, and partnership & collaborations. These activities have paved the way for the expansion of the business and customer base of market players. The market payers from the Drugs for Malaria market are anticipated to lucrative growth opportunities in the future with the rising demand for Drugs for Malaria in the global market.
The report also includes the profiles of key companies along with their SWOT analysis and market strategies in the Drugs for Malaria 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.
- ALVIZIA HEALTHCARE PVT. LTD.
- BAYER AG
- F. HOFFMANN-LA ROCHE LTD
- GLAXOSMITHKLINE PLC
- IPCA LABORATORIES LTD.
- MERCK AND CO., INC
- NOVARTIS AG
- PFIZER INC.
- SUN PHARMACEUTICAL INDUSTRIES LTD.
- ZYDUS CADILA.
- 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 Drugs For Malaria Market - By Drug Class
1.3.2 Drugs For Malaria Market - By Distribution
1.3.3 Drugs For Malaria Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. DRUGS FOR MALARIA 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. DRUGS FOR MALARIA 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. DRUGS FOR MALARIA MARKET - GLOBAL MARKET ANALYSIS
6.1. DRUGS FOR MALARIA - GLOBAL MARKET OVERVIEW
6.2. DRUGS FOR MALARIA - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING
7. DRUGS FOR MALARIA MARKET - REVENUE AND FORECASTS TO 2028 - DRUG CLASS
7.1. OVERVIEW
7.2. DRUG CLASS MARKET FORECASTS AND ANALYSIS
7.3. QUININE
7.3.1. Overview
7.3.2. Quinine Market Forecast and Analysis
7.4. CHLOROQUINE
7.4.1. Overview
7.4.2. Chloroquine Market Forecast and Analysis
7.5. PROGUANIL
7.5.1. Overview
7.5.2. Proguanil Market Forecast and Analysis
7.6. MEFLOQUINE
7.6.1. Overview
7.6.2. Mefloquine Market Forecast and Analysis
7.7. PYRIMETHAMINE
7.7.1. Overview
7.7.2. Pyrimethamine Market Forecast and Analysis
7.8. OTHERS
7.8.1. Overview
7.8.2. Others Market Forecast and Analysis
8. DRUGS FOR MALARIA MARKET - REVENUE AND FORECASTS TO 2028 - DISTRIBUTION
8.1. OVERVIEW
8.2. DISTRIBUTION MARKET FORECASTS AND ANALYSIS
8.3. HOSPITAL PHARMACY
8.3.1. Overview
8.3.2. Hospital Pharmacy Market Forecast and Analysis
8.4. RETAIL PHARMACY
8.4.1. Overview
8.4.2. Retail Pharmacy Market Forecast and Analysis
8.5. E-COMMERCE
8.5.1. Overview
8.5.2. E-Commerce Market Forecast and Analysis
8.6. OTHER DISTRIBUTION CHANNELS
8.6.1. Overview
8.6.2. Other Distribution Channels Market Forecast and Analysis
9. DRUGS FOR MALARIA MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Drugs For Malaria Market Overview
9.1.2 North America Drugs For Malaria Market Forecasts and Analysis
9.1.3 North America Drugs For Malaria Market Forecasts and Analysis - By Drug Class
9.1.4 North America Drugs For Malaria Market Forecasts and Analysis - By Distribution
9.1.5 North America Drugs For Malaria Market Forecasts and Analysis - By Countries
9.1.5.1 United States Drugs For Malaria Market
9.1.5.1.1 United States Drugs For Malaria Market by Drug Class
9.1.5.1.2 United States Drugs For Malaria Market by Distribution
9.1.5.2 Canada Drugs For Malaria Market
9.1.5.2.1 Canada Drugs For Malaria Market by Drug Class
9.1.5.2.2 Canada Drugs For Malaria Market by Distribution
9.1.5.3 Mexico Drugs For Malaria Market
9.1.5.3.1 Mexico Drugs For Malaria Market by Drug Class
9.1.5.3.2 Mexico Drugs For Malaria Market by Distribution
9.2. EUROPE
9.2.1 Europe Drugs For Malaria Market Overview
9.2.2 Europe Drugs For Malaria Market Forecasts and Analysis
9.2.3 Europe Drugs For Malaria Market Forecasts and Analysis - By Drug Class
9.2.4 Europe Drugs For Malaria Market Forecasts and Analysis - By Distribution
9.2.5 Europe Drugs For Malaria Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Drugs For Malaria Market
9.2.5.1.1 Germany Drugs For Malaria Market by Drug Class
9.2.5.1.2 Germany Drugs For Malaria Market by Distribution
9.2.5.2 France Drugs For Malaria Market
9.2.5.2.1 France Drugs For Malaria Market by Drug Class
9.2.5.2.2 France Drugs For Malaria Market by Distribution
9.2.5.3 Italy Drugs For Malaria Market
9.2.5.3.1 Italy Drugs For Malaria Market by Drug Class
9.2.5.3.2 Italy Drugs For Malaria Market by Distribution
9.2.5.4 Spain Drugs For Malaria Market
9.2.5.4.1 Spain Drugs For Malaria Market by Drug Class
9.2.5.4.2 Spain Drugs For Malaria Market by Distribution
9.2.5.5 United Kingdom Drugs For Malaria Market
9.2.5.5.1 United Kingdom Drugs For Malaria Market by Drug Class
9.2.5.5.2 United Kingdom Drugs For Malaria Market by Distribution
9.2.5.6 Rest of Europe Drugs For Malaria Market
9.2.5.6.1 Rest of Europe Drugs For Malaria Market by Drug Class
9.2.5.6.2 Rest of Europe Drugs For Malaria Market by Distribution
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Drugs For Malaria Market Overview
9.3.2 Asia-Pacific Drugs For Malaria Market Forecasts and Analysis
9.3.3 Asia-Pacific Drugs For Malaria Market Forecasts and Analysis - By Drug Class
9.3.4 Asia-Pacific Drugs For Malaria Market Forecasts and Analysis - By Distribution
9.3.5 Asia-Pacific Drugs For Malaria Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Drugs For Malaria Market
9.3.5.1.1 Australia Drugs For Malaria Market by Drug Class
9.3.5.1.2 Australia Drugs For Malaria Market by Distribution
9.3.5.2 China Drugs For Malaria Market
9.3.5.2.1 China Drugs For Malaria Market by Drug Class
9.3.5.2.2 China Drugs For Malaria Market by Distribution
9.3.5.3 India Drugs For Malaria Market
9.3.5.3.1 India Drugs For Malaria Market by Drug Class
9.3.5.3.2 India Drugs For Malaria Market by Distribution
9.3.5.4 Japan Drugs For Malaria Market
9.3.5.4.1 Japan Drugs For Malaria Market by Drug Class
9.3.5.4.2 Japan Drugs For Malaria Market by Distribution
9.3.5.5 South Korea Drugs For Malaria Market
9.3.5.5.1 South Korea Drugs For Malaria Market by Drug Class
9.3.5.5.2 South Korea Drugs For Malaria Market by Distribution
9.3.5.6 Rest of Asia-Pacific Drugs For Malaria Market
9.3.5.6.1 Rest of Asia-Pacific Drugs For Malaria Market by Drug Class
9.3.5.6.2 Rest of Asia-Pacific Drugs For Malaria Market by Distribution
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Drugs For Malaria Market Overview
9.4.2 Middle East and Africa Drugs For Malaria Market Forecasts and Analysis
9.4.3 Middle East and Africa Drugs For Malaria Market Forecasts and Analysis - By Drug Class
9.4.4 Middle East and Africa Drugs For Malaria Market Forecasts and Analysis - By Distribution
9.4.5 Middle East and Africa Drugs For Malaria Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Drugs For Malaria Market
9.4.5.1.1 South Africa Drugs For Malaria Market by Drug Class
9.4.5.1.2 South Africa Drugs For Malaria Market by Distribution
9.4.5.2 Saudi Arabia Drugs For Malaria Market
9.4.5.2.1 Saudi Arabia Drugs For Malaria Market by Drug Class
9.4.5.2.2 Saudi Arabia Drugs For Malaria Market by Distribution
9.4.5.3 U.A.E Drugs For Malaria Market
9.4.5.3.1 U.A.E Drugs For Malaria Market by Drug Class
9.4.5.3.2 U.A.E Drugs For Malaria Market by Distribution
9.4.5.4 Rest of Middle East and Africa Drugs For Malaria Market
9.4.5.4.1 Rest of Middle East and Africa Drugs For Malaria Market by Drug Class
9.4.5.4.2 Rest of Middle East and Africa Drugs For Malaria Market by Distribution
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Drugs For Malaria Market Overview
9.5.2 South and Central America Drugs For Malaria Market Forecasts and Analysis
9.5.3 South and Central America Drugs For Malaria Market Forecasts and Analysis - By Drug Class
9.5.4 South and Central America Drugs For Malaria Market Forecasts and Analysis - By Distribution
9.5.5 South and Central America Drugs For Malaria Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Drugs For Malaria Market
9.5.5.1.1 Brazil Drugs For Malaria Market by Drug Class
9.5.5.1.2 Brazil Drugs For Malaria Market by Distribution
9.5.5.2 Argentina Drugs For Malaria Market
9.5.5.2.1 Argentina Drugs For Malaria Market by Drug Class
9.5.5.2.2 Argentina Drugs For Malaria Market by Distribution
9.5.5.3 Rest of South and Central America Drugs For Malaria Market
9.5.5.3.1 Rest of South and Central America Drugs For Malaria Market by Drug Class
9.5.5.3.2 Rest of South and Central America Drugs For Malaria Market by Distribution
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. DRUGS FOR MALARIA MARKET, KEY COMPANY PROFILES
11.1. ALVIZIA HEALTHCARE PVT. LTD.
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. BAYER AG
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. F. HOFFMANN-LA ROCHE LTD
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. GLAXOSMITHKLINE PLC
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. IPCA LABORATORIES LTD.
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. MERCK AND CO., 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. NOVARTIS AG
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. PFIZER 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. SUN PHARMACEUTICAL INDUSTRIES 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. ZYDUS CADILA.
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.Alvizia Healthcare Pvt. Ltd.
2.Bayer AG
3.F. Hoffmann-La Roche Ltd
4.GlaxoSmithKline Plc
5.Ipca Laboratories Ltd.
6.Merck and Co., Inc
7.Novartis AG
8.Pfizer Inc.
9.Sun Pharmaceutical Industries Ltd.
10.Zydus Cadila.
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.