Biocatalysis is a chemical process conducted with the help of enzymes and other biological catalysts which helps to initiate reaction between organic components. The improvements and advancements in the biocatalysis technology have exponentially generated the need and penetration of biocatalysts across diversified application bases. The use of biocatalysts has been extended to agriculture, textile, biopharmaceuticals, biofuels and other sectors. Further, the rising utility of biocatalysts in biofuels is also proliferating the growth of the market.
MARKET DYNAMICS
The biocatalysis and biocatalysts market has witnessed a significant growth owing to factors such as rise in use of biocatalysis technique in evolving end-use industrial bases. Moreover, increasing use of biocatalysts to promote yield and productivity provides a huge market opportunity for the key players operating in the biocatalysis and biocatalysts market. However, lack of certain regulations in relation to specific applications bases is projected to hamper the overall growth of the biocatalysis and biocatalysts market.
MARKET SCOPE
The "Global Biocatalysis and Biocatalysts Market Analysis to 2031" is a specialized and in-depth study of the chemical and materials industry with a special focus on the global market trend analysis. The report aims to provide an overview of the biocatalysis and biocatalysts market with detailed market segmentation by type and application and geography. The global biocatalysis and biocatalysts market is expected to witness high growth during the forecast period. The report provides key statistics on the market status of the leading Biocatalysis and biocatalysts market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
The global biocatalysis and biocatalysts market is segmented on the basis of type and application. On the basis of type, the biocatalysis and biocatalysts market is segmented into oxidoreductases, transferases, hydrolases and others. Based on applications, the global biocatalysis and biocatalysts market is divided food and beverages, cleaning agents, biofuel production, agriculture and feed, biopharmaceuticals and others.
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 biocatalysis and biocatalysts market based on various segments. It also provides marketsize and forecast estimates from the year 2021to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South America. The biocatalysis and biocatalysts 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 biocatalysis and biocatalysts 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 biocatalysis and biocatalysts market in these regions.
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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 biocatalysis and biocatalysts market based on various segments. It also provides marketsize and forecast estimates from the year 2021to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South America. The biocatalysis and biocatalysts 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 biocatalysis and biocatalysts 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 biocatalysis and biocatalysts market in these regions.
MARKET PLAYERS
The reports cover key developments in the biocatalysis and biocatalysts 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 Biocatalysis and biocatalysts market are anticipated to lucrative growth opportunities in the future with the rising demand for biocatalysis and biocatalysts in the global market. Below mentioned is the list of few companies engaged in the biocatalysis and biocatalysts market.
The report also includes the profiles of key companies along with their SWOT analysis and marketstrategies in the biocatalysis and biocatalysts 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.
- AB Enzymes Gmbh
- Amano Enzymes
- BASF SE
- Chr. Hansen
- Codexis Inc.
- Dyadic International Inc.
- E.I. Dupont De Nemours & Co.
- Novozymes A/S
- Royal DSM N.V.
- The Soufflet Group
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 Biocatalysis And Biocatalysts Market - By Type
1.3.2 Biocatalysis And Biocatalysts Market - By Application
1.3.3 Biocatalysis And Biocatalysts Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. BIOCATALYSIS AND BIOCATALYSTS 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. BIOCATALYSIS AND BIOCATALYSTS 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. BIOCATALYSIS AND BIOCATALYSTS MARKET - GLOBAL MARKET ANALYSIS
6.1. BIOCATALYSIS AND BIOCATALYSTS - GLOBAL MARKET OVERVIEW
6.2. BIOCATALYSIS AND BIOCATALYSTS - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. BIOCATALYSIS AND BIOCATALYSTS MARKET - REVENUE AND FORECASTS TO 2028 - TYPE
7.1. OVERVIEW
7.2. TYPE MARKET FORECASTS AND ANALYSIS
7.3. OXIDOREDUCTASES
7.3.1. Overview
7.3.2. Oxidoreductases Market Forecast and Analysis
7.4. TRANSFERASES
7.4.1. Overview
7.4.2. Transferases Market Forecast and Analysis
7.5. HYDROLASES
7.5.1. Overview
7.5.2. Hydrolases Market Forecast and Analysis
7.6. OTHERS
7.6.1. Overview
7.6.2. Others Market Forecast and Analysis
8. BIOCATALYSIS AND BIOCATALYSTS MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
8.1. OVERVIEW
8.2. APPLICATION MARKET FORECASTS AND ANALYSIS
8.3. FOOD AND BEVERAGES
8.3.1. Overview
8.3.2. Food and Beverages Market Forecast and Analysis
8.4. CLEANING AGENTS
8.4.1. Overview
8.4.2. Cleaning Agents Market Forecast and Analysis
8.5. BIOFUEL PRODUCTION
8.5.1. Overview
8.5.2. Biofuel Production Market Forecast and Analysis
8.6. AGRICULTURE AND FEED
8.6.1. Overview
8.6.2. Agriculture and Feed Market Forecast and Analysis
8.7. BIOPHARMACEUTICALS
8.7.1. Overview
8.7.2. Biopharmaceuticals Market Forecast and Analysis
8.8. OTHERS
8.8.1. Overview
8.8.2. Others Market Forecast and Analysis
9. BIOCATALYSIS AND BIOCATALYSTS MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Biocatalysis And Biocatalysts Market Overview
9.1.2 North America Biocatalysis And Biocatalysts Market Forecasts and Analysis
9.1.3 North America Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Type
9.1.4 North America Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Application
9.1.5 North America Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Countries
9.1.5.1 United States Biocatalysis And Biocatalysts Market
9.1.5.1.1 United States Biocatalysis And Biocatalysts Market by Type
9.1.5.1.2 United States Biocatalysis And Biocatalysts Market by Application
9.1.5.2 Canada Biocatalysis And Biocatalysts Market
9.1.5.2.1 Canada Biocatalysis And Biocatalysts Market by Type
9.1.5.2.2 Canada Biocatalysis And Biocatalysts Market by Application
9.1.5.3 Mexico Biocatalysis And Biocatalysts Market
9.1.5.3.1 Mexico Biocatalysis And Biocatalysts Market by Type
9.1.5.3.2 Mexico Biocatalysis And Biocatalysts Market by Application
9.2. EUROPE
9.2.1 Europe Biocatalysis And Biocatalysts Market Overview
9.2.2 Europe Biocatalysis And Biocatalysts Market Forecasts and Analysis
9.2.3 Europe Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Type
9.2.4 Europe Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Application
9.2.5 Europe Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Biocatalysis And Biocatalysts Market
9.2.5.1.1 Germany Biocatalysis And Biocatalysts Market by Type
9.2.5.1.2 Germany Biocatalysis And Biocatalysts Market by Application
9.2.5.2 France Biocatalysis And Biocatalysts Market
9.2.5.2.1 France Biocatalysis And Biocatalysts Market by Type
9.2.5.2.2 France Biocatalysis And Biocatalysts Market by Application
9.2.5.3 Italy Biocatalysis And Biocatalysts Market
9.2.5.3.1 Italy Biocatalysis And Biocatalysts Market by Type
9.2.5.3.2 Italy Biocatalysis And Biocatalysts Market by Application
9.2.5.4 United Kingdom Biocatalysis And Biocatalysts Market
9.2.5.4.1 United Kingdom Biocatalysis And Biocatalysts Market by Type
9.2.5.4.2 United Kingdom Biocatalysis And Biocatalysts Market by Application
9.2.5.5 Russia Biocatalysis And Biocatalysts Market
9.2.5.5.1 Russia Biocatalysis And Biocatalysts Market by Type
9.2.5.5.2 Russia Biocatalysis And Biocatalysts Market by Application
9.2.5.6 Rest of Europe Biocatalysis And Biocatalysts Market
9.2.5.6.1 Rest of Europe Biocatalysis And Biocatalysts Market by Type
9.2.5.6.2 Rest of Europe Biocatalysis And Biocatalysts Market by Application
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Biocatalysis And Biocatalysts Market Overview
9.3.2 Asia-Pacific Biocatalysis And Biocatalysts Market Forecasts and Analysis
9.3.3 Asia-Pacific Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Type
9.3.4 Asia-Pacific Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Application
9.3.5 Asia-Pacific Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Biocatalysis And Biocatalysts Market
9.3.5.1.1 Australia Biocatalysis And Biocatalysts Market by Type
9.3.5.1.2 Australia Biocatalysis And Biocatalysts Market by Application
9.3.5.2 China Biocatalysis And Biocatalysts Market
9.3.5.2.1 China Biocatalysis And Biocatalysts Market by Type
9.3.5.2.2 China Biocatalysis And Biocatalysts Market by Application
9.3.5.3 India Biocatalysis And Biocatalysts Market
9.3.5.3.1 India Biocatalysis And Biocatalysts Market by Type
9.3.5.3.2 India Biocatalysis And Biocatalysts Market by Application
9.3.5.4 Japan Biocatalysis And Biocatalysts Market
9.3.5.4.1 Japan Biocatalysis And Biocatalysts Market by Type
9.3.5.4.2 Japan Biocatalysis And Biocatalysts Market by Application
9.3.5.5 South Korea Biocatalysis And Biocatalysts Market
9.3.5.5.1 South Korea Biocatalysis And Biocatalysts Market by Type
9.3.5.5.2 South Korea Biocatalysis And Biocatalysts Market by Application
9.3.5.6 Rest of Asia-Pacific Biocatalysis And Biocatalysts Market
9.3.5.6.1 Rest of Asia-Pacific Biocatalysis And Biocatalysts Market by Type
9.3.5.6.2 Rest of Asia-Pacific Biocatalysis And Biocatalysts Market by Application
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Biocatalysis And Biocatalysts Market Overview
9.4.2 Middle East and Africa Biocatalysis And Biocatalysts Market Forecasts and Analysis
9.4.3 Middle East and Africa Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Type
9.4.4 Middle East and Africa Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Application
9.4.5 Middle East and Africa Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Biocatalysis And Biocatalysts Market
9.4.5.1.1 South Africa Biocatalysis And Biocatalysts Market by Type
9.4.5.1.2 South Africa Biocatalysis And Biocatalysts Market by Application
9.4.5.2 Saudi Arabia Biocatalysis And Biocatalysts Market
9.4.5.2.1 Saudi Arabia Biocatalysis And Biocatalysts Market by Type
9.4.5.2.2 Saudi Arabia Biocatalysis And Biocatalysts Market by Application
9.4.5.3 U.A.E Biocatalysis And Biocatalysts Market
9.4.5.3.1 U.A.E Biocatalysis And Biocatalysts Market by Type
9.4.5.3.2 U.A.E Biocatalysis And Biocatalysts Market by Application
9.4.5.4 Rest of Middle East and Africa Biocatalysis And Biocatalysts Market
9.4.5.4.1 Rest of Middle East and Africa Biocatalysis And Biocatalysts Market by Type
9.4.5.4.2 Rest of Middle East and Africa Biocatalysis And Biocatalysts Market by Application
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Biocatalysis And Biocatalysts Market Overview
9.5.2 South and Central America Biocatalysis And Biocatalysts Market Forecasts and Analysis
9.5.3 South and Central America Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Type
9.5.4 South and Central America Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Application
9.5.5 South and Central America Biocatalysis And Biocatalysts Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Biocatalysis And Biocatalysts Market
9.5.5.1.1 Brazil Biocatalysis And Biocatalysts Market by Type
9.5.5.1.2 Brazil Biocatalysis And Biocatalysts Market by Application
9.5.5.2 Argentina Biocatalysis And Biocatalysts Market
9.5.5.2.1 Argentina Biocatalysis And Biocatalysts Market by Type
9.5.5.2.2 Argentina Biocatalysis And Biocatalysts Market by Application
9.5.5.3 Rest of South and Central America Biocatalysis And Biocatalysts Market
9.5.5.3.1 Rest of South and Central America Biocatalysis And Biocatalysts Market by Type
9.5.5.3.2 Rest of South and Central America Biocatalysis And Biocatalysts 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. BIOCATALYSIS AND BIOCATALYSTS MARKET, KEY COMPANY PROFILES
11.1. AB ENZYMES GMBH
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. AMANO ENZYMES
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. BASF SE
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. CHR. HANSEN
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. CODEXIS INC.
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. DYADIC INTERNATIONAL 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. E.I. DUPONT DE NEMOURS AND CO.
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. NOVOZYMES A/S
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. ROYAL DSM N.V.
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. THE SOUFFLET GROUP
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. AB Enzymes Gmbh
2. Amano Enzymes
3. BASF SE
4. Chr. Hansen
5. Codexis Inc.
6. Dyadic International Inc.
7. E.I. Dupont De Nemours and Co.
8. Novozymes A/S
9. Royal DSM N.V.
10. The Soufflet Group
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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