Malt refers to the leftover of cereal grains that are dried and then germinated. Barley grain is mainly used as a malt ingredient that is soaked in water and then germinated. The entire process is known as malting. The starch present is converted into glucose and fructose. Malt ingredients enhance the flavor and texture of various food products. They are also used in the preparation of drinks and confectionery such as beer, whiskey, malt vinegar, horlicks and rich tea biscuits..
MARKET DYNAMICS
An increase in the consumption of beer and alcoholic drinks drives the growth of the malt ingredients market. The high demand for malt ingredients in the food and beverage industry in the production of bakery products, including cakes and biscuits, also drives the market growth. However, stringent government restriction regarding the import of malt products hampers the growth of the malt ingredients market. Innovative products offered by new players and an increase in R&D activities is expected to bolster well the growth of malt ingredients market in the near future.
MARKET SCOPE
The "Global Malt Ingredients market Analysis to 2028" is a specialized and in-depth study of the Food and Beverages industry with a special focus on the global market trend analysis. The report aims to provide an overview of the malt ingredients market with detailed market segmentation by form, source, application and geography. The global malt ingredients market is expected to witness high growth during the forecast period. The report provides key statistics on the market status of the leading malt ingredients market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
The global malt ingredients market is segmented on the basis of form, source and application On the basis of form, the malt ingredients market is segmented into dry extract and liquid extract. The malt ingredients market on the basis of source is classified into barley, wheat, rye and others. Based on application the global malt ingredients market is divided into food industry, alcoholic beverages, non-alcoholic beverages, pharmaceutical industry 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 malt ingredients market based on various segments. It also provides market size and forecast estimates from the year 2020to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South America. The malt ingredients 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 themalt ingredients 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 America after evaluating political, economic, social and technological factors affecting the malt ingredients 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 malt ingredients market based on various segments. It also provides market size and forecast estimates from the year 2020to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South America. The malt ingredients 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 themalt ingredients 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 America after evaluating political, economic, social and technological factors affecting the malt ingredients market in these regions.
MARKET PLAYERS
The reports cover key developments in the malt ingredients 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 were acquisitions, and partnership & collaborations. These activities have paved way for the expansion of business and customer base of market players. The market payers from malt ingredients market are anticipated to lucrative growth opportunities in the future with the rising demand for malt ingredients market in the global market. Below mentioned is the list of few companies engaged in the malt ingredients market.
The report also includes the profiles of key companies along with their SWOT analysis and market strategies in the malt ingredients 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.
- Axereal
- Cargill Incorporated
- Dohler
- Ireks GmbH
- Malt Products Corporation
- Malteurop Group
- Polttimo Oy
- Simpsons Malt Limited
- The Soufflet Group
- Viking Malt Oy
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 Malt Ingredients Market - By Form
1.3.2 Malt Ingredients Market - By Source
1.3.3 Malt Ingredients Market - By Application
1.3.4 Malt Ingredients Market - By Region
1.3.4.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. MALT INGREDIENTS 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. MALT INGREDIENTS 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. MALT INGREDIENTS MARKET - GLOBAL MARKET ANALYSIS
6.1. MALT INGREDIENTS - GLOBAL MARKET OVERVIEW
6.2. MALT INGREDIENTS - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. MALT INGREDIENTS MARKET - REVENUE AND FORECASTS TO 2028 - FORM
7.1. OVERVIEW
7.2. FORM MARKET FORECASTS AND ANALYSIS
7.3. DRY EXTRACT
7.3.1. Overview
7.3.2. Dry Extract Market Forecast and Analysis
7.4. LIQUID EXTRACT
7.4.1. Overview
7.4.2. Liquid Extract Market Forecast and Analysis
8. MALT INGREDIENTS MARKET - REVENUE AND FORECASTS TO 2028 - SOURCE
8.1. OVERVIEW
8.2. SOURCE MARKET FORECASTS AND ANALYSIS
8.3. BARLEY
8.3.1. Overview
8.3.2. Barley Market Forecast and Analysis
8.4. WHEAT
8.4.1. Overview
8.4.2. Wheat Market Forecast and Analysis
8.5. RYE
8.5.1. Overview
8.5.2. Rye Market Forecast and Analysis
8.6. OTHERS
8.6.1. Overview
8.6.2. Others Market Forecast and Analysis
9. MALT INGREDIENTS MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
9.1. OVERVIEW
9.2. APPLICATION MARKET FORECASTS AND ANALYSIS
9.3. FOOD INDUSTRY
9.3.1. Overview
9.3.2. Food Industry Market Forecast and Analysis
9.4. ALCOHOLIC BEVERAGES
9.4.1. Overview
9.4.2. Alcoholic Beverages Market Forecast and Analysis
9.5. NON-ALCOHOLIC BEVERAGES
9.5.1. Overview
9.5.2. Non-Alcoholic Beverages Market Forecast and Analysis
9.6. PHARMACEUTICAL INDUSTRY
9.6.1. Overview
9.6.2. Pharmaceutical Industry Market Forecast and Analysis
9.7. OTHERS
9.7.1. Overview
9.7.2. Others Market Forecast and Analysis
10. MALT INGREDIENTS MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
10.1. NORTH AMERICA
10.1.1 North America Malt Ingredients Market Overview
10.1.2 North America Malt Ingredients Market Forecasts and Analysis
10.1.3 North America Malt Ingredients Market Forecasts and Analysis - By Form
10.1.4 North America Malt Ingredients Market Forecasts and Analysis - By Source
10.1.5 North America Malt Ingredients Market Forecasts and Analysis - By Application
10.1.6 North America Malt Ingredients Market Forecasts and Analysis - By Countries
10.1.6.1 United States Malt Ingredients Market
10.1.6.1.1 United States Malt Ingredients Market by Form
10.1.6.1.2 United States Malt Ingredients Market by Source
10.1.6.1.3 United States Malt Ingredients Market by Application
10.1.6.2 Canada Malt Ingredients Market
10.1.6.2.1 Canada Malt Ingredients Market by Form
10.1.6.2.2 Canada Malt Ingredients Market by Source
10.1.6.2.3 Canada Malt Ingredients Market by Application
10.1.6.3 Mexico Malt Ingredients Market
10.1.6.3.1 Mexico Malt Ingredients Market by Form
10.1.6.3.2 Mexico Malt Ingredients Market by Source
10.1.6.3.3 Mexico Malt Ingredients Market by Application
10.2. EUROPE
10.2.1 Europe Malt Ingredients Market Overview
10.2.2 Europe Malt Ingredients Market Forecasts and Analysis
10.2.3 Europe Malt Ingredients Market Forecasts and Analysis - By Form
10.2.4 Europe Malt Ingredients Market Forecasts and Analysis - By Source
10.2.5 Europe Malt Ingredients Market Forecasts and Analysis - By Application
10.2.6 Europe Malt Ingredients Market Forecasts and Analysis - By Countries
10.2.6.1 Germany Malt Ingredients Market
10.2.6.1.1 Germany Malt Ingredients Market by Form
10.2.6.1.2 Germany Malt Ingredients Market by Source
10.2.6.1.3 Germany Malt Ingredients Market by Application
10.2.6.2 France Malt Ingredients Market
10.2.6.2.1 France Malt Ingredients Market by Form
10.2.6.2.2 France Malt Ingredients Market by Source
10.2.6.2.3 France Malt Ingredients Market by Application
10.2.6.3 Italy Malt Ingredients Market
10.2.6.3.1 Italy Malt Ingredients Market by Form
10.2.6.3.2 Italy Malt Ingredients Market by Source
10.2.6.3.3 Italy Malt Ingredients Market by Application
10.2.6.4 United Kingdom Malt Ingredients Market
10.2.6.4.1 United Kingdom Malt Ingredients Market by Form
10.2.6.4.2 United Kingdom Malt Ingredients Market by Source
10.2.6.4.3 United Kingdom Malt Ingredients Market by Application
10.2.6.5 Russia Malt Ingredients Market
10.2.6.5.1 Russia Malt Ingredients Market by Form
10.2.6.5.2 Russia Malt Ingredients Market by Source
10.2.6.5.3 Russia Malt Ingredients Market by Application
10.2.6.6 Rest of Europe Malt Ingredients Market
10.2.6.6.1 Rest of Europe Malt Ingredients Market by Form
10.2.6.6.2 Rest of Europe Malt Ingredients Market by Source
10.2.6.6.3 Rest of Europe Malt Ingredients Market by Application
10.3. ASIA-PACIFIC
10.3.1 Asia-Pacific Malt Ingredients Market Overview
10.3.2 Asia-Pacific Malt Ingredients Market Forecasts and Analysis
10.3.3 Asia-Pacific Malt Ingredients Market Forecasts and Analysis - By Form
10.3.4 Asia-Pacific Malt Ingredients Market Forecasts and Analysis - By Source
10.3.5 Asia-Pacific Malt Ingredients Market Forecasts and Analysis - By Application
10.3.6 Asia-Pacific Malt Ingredients Market Forecasts and Analysis - By Countries
10.3.6.1 Australia Malt Ingredients Market
10.3.6.1.1 Australia Malt Ingredients Market by Form
10.3.6.1.2 Australia Malt Ingredients Market by Source
10.3.6.1.3 Australia Malt Ingredients Market by Application
10.3.6.2 China Malt Ingredients Market
10.3.6.2.1 China Malt Ingredients Market by Form
10.3.6.2.2 China Malt Ingredients Market by Source
10.3.6.2.3 China Malt Ingredients Market by Application
10.3.6.3 India Malt Ingredients Market
10.3.6.3.1 India Malt Ingredients Market by Form
10.3.6.3.2 India Malt Ingredients Market by Source
10.3.6.3.3 India Malt Ingredients Market by Application
10.3.6.4 Japan Malt Ingredients Market
10.3.6.4.1 Japan Malt Ingredients Market by Form
10.3.6.4.2 Japan Malt Ingredients Market by Source
10.3.6.4.3 Japan Malt Ingredients Market by Application
10.3.6.5 South Korea Malt Ingredients Market
10.3.6.5.1 South Korea Malt Ingredients Market by Form
10.3.6.5.2 South Korea Malt Ingredients Market by Source
10.3.6.5.3 South Korea Malt Ingredients Market by Application
10.3.6.6 Rest of Asia-Pacific Malt Ingredients Market
10.3.6.6.1 Rest of Asia-Pacific Malt Ingredients Market by Form
10.3.6.6.2 Rest of Asia-Pacific Malt Ingredients Market by Source
10.3.6.6.3 Rest of Asia-Pacific Malt Ingredients Market by Application
10.4. MIDDLE EAST AND AFRICA
10.4.1 Middle East and Africa Malt Ingredients Market Overview
10.4.2 Middle East and Africa Malt Ingredients Market Forecasts and Analysis
10.4.3 Middle East and Africa Malt Ingredients Market Forecasts and Analysis - By Form
10.4.4 Middle East and Africa Malt Ingredients Market Forecasts and Analysis - By Source
10.4.5 Middle East and Africa Malt Ingredients Market Forecasts and Analysis - By Application
10.4.6 Middle East and Africa Malt Ingredients Market Forecasts and Analysis - By Countries
10.4.6.1 South Africa Malt Ingredients Market
10.4.6.1.1 South Africa Malt Ingredients Market by Form
10.4.6.1.2 South Africa Malt Ingredients Market by Source
10.4.6.1.3 South Africa Malt Ingredients Market by Application
10.4.6.2 Saudi Arabia Malt Ingredients Market
10.4.6.2.1 Saudi Arabia Malt Ingredients Market by Form
10.4.6.2.2 Saudi Arabia Malt Ingredients Market by Source
10.4.6.2.3 Saudi Arabia Malt Ingredients Market by Application
10.4.6.3 U.A.E Malt Ingredients Market
10.4.6.3.1 U.A.E Malt Ingredients Market by Form
10.4.6.3.2 U.A.E Malt Ingredients Market by Source
10.4.6.3.3 U.A.E Malt Ingredients Market by Application
10.4.6.4 Rest of Middle East and Africa Malt Ingredients Market
10.4.6.4.1 Rest of Middle East and Africa Malt Ingredients Market by Form
10.4.6.4.2 Rest of Middle East and Africa Malt Ingredients Market by Source
10.4.6.4.3 Rest of Middle East and Africa Malt Ingredients Market by Application
10.5. SOUTH AND CENTRAL AMERICA
10.5.1 South and Central America Malt Ingredients Market Overview
10.5.2 South and Central America Malt Ingredients Market Forecasts and Analysis
10.5.3 South and Central America Malt Ingredients Market Forecasts and Analysis - By Form
10.5.4 South and Central America Malt Ingredients Market Forecasts and Analysis - By Source
10.5.5 South and Central America Malt Ingredients Market Forecasts and Analysis - By Application
10.5.6 South and Central America Malt Ingredients Market Forecasts and Analysis - By Countries
10.5.6.1 Brazil Malt Ingredients Market
10.5.6.1.1 Brazil Malt Ingredients Market by Form
10.5.6.1.2 Brazil Malt Ingredients Market by Source
10.5.6.1.3 Brazil Malt Ingredients Market by Application
10.5.6.2 Argentina Malt Ingredients Market
10.5.6.2.1 Argentina Malt Ingredients Market by Form
10.5.6.2.2 Argentina Malt Ingredients Market by Source
10.5.6.2.3 Argentina Malt Ingredients Market by Application
10.5.6.3 Rest of South and Central America Malt Ingredients Market
10.5.6.3.1 Rest of South and Central America Malt Ingredients Market by Form
10.5.6.3.2 Rest of South and Central America Malt Ingredients Market by Source
10.5.6.3.3 Rest of South and Central America Malt Ingredients Market by Application
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. MALT INGREDIENTS MARKET, KEY COMPANY PROFILES
12.1. AXEREAL
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. CARGILL INCORPORATED
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. DOHLER
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. IREKS GMBH
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. MALT PRODUCTS CORPORATION
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. MALTEUROP GROUP
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. POLTTIMO OY
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. SIMPSONS MALT LIMITED
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. THE SOUFFLET GROUP
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. VIKING MALT OY
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. Axereal
2. Cargill Incorporated
3. Dohler
4. Ireks GmbH
5. Malt Products Corporation
6. Malteurop Group
7. Polttimo Oy
8. Simpsons Malt Limited
9. The Soufflet Group
10. Viking Malt Oy
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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