Digital Twin Technology Market Key Findings by 2031
The concept of a digital twin, has become economically viable on account of latest, modern technologies such as the Internet of Things (IoT). The Internet of Things (IOT) reduces the cost of deployment. Product design and manufacturing process planning are two areas where digital twin technologies are used. A few current applications, such as wind turbines and aviation engines, have adopted the digital twin concept. In addition, digital twin technology is being used in popular applications such as smart cities, diagnostics, and monitoring.
MARKET SCOPE
The "Global Digital Twin Technology Market Analysis to 2031" is a specialized and in-depth study of the electronics and semiconductor industry with a special focus on the global market trend analysis. The report aims to provide an overview of the digital twin technology market with detailed market segmentation sensing application, end-user, and geography. The report provides key statistics on the market status of the leading digital twin technology market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
- Based on application, the global digital twin technology market is segmented into product design and testing, smart connected products, Robotics, Industrial Assets & System Management, Customer Experience and Others.
- On the basis of end-user, the market is segmented into Manufacturing, Healthcare, Supply Chain Management, Aerospace, Automotive, Retail and Others.
MARKET DYNAMICS
Drivers:
- Increasing demand for digital twins in healthcare and pharmaceutical industries.
- Predominant use of Industrial IoT for design and manufacturing
- Growing adoption of digital twin in Supply Chain Management (SCM)
- Potential reduction of time to market, cost efficient operation and elimination of unplanned downtimes
Restraints
- Data security due to use of IoT and cloud platforms
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 digital twin technology 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 digital twin technology market in these regions.
IMPACT OF COVID-19 ON DIGITAL TWIN TECHNOLOGY 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.
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The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global market based on various segments. It also provides market size and forecast estimates from the year 2021 to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), the Middle East and Africa (MEA), and South America. The digital twin technology 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 digital twin technology market in these regions.
IMPACT OF COVID-19 ON DIGITAL TWIN TECHNOLOGY 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 digital twin technology 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 digital twin technology market are anticipated to lucrative growth opportunities in the future with the rising demand for digital twin technology in the global market.
The report also includes the profiles of key companies along with their SWOT analysis and market strategies in the digital twin technology 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.
- ANSYS, Inc.
- Bosch Software Innovations GmbH
- Dassault Systèmes SE (Dassault Group)
- General Electric
- International Business Machines Corporation
- Microsoft Corporation
- Oracle
- Parametric Technology Corporation
- Siemens AG
- Tibco Software Inc.
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 Digital Twin Technology Market - By Application
1.3.2 Digital Twin Technology Market - By End-user
1.3.3 Digital Twin Technology Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. DIGITAL TWIN TECHNOLOGY MARKET LANDSCAPE
4.1. OVERVIEW
4.2. PORTER'S FIVE FORCES ANALYSIS
4.2.1 Bargaining Power of Buyers
4.2.1 Bargaining Power of Suppliers
4.2.1 Threat of Substitute
4.2.1 Threat of New Entrants
4.2.1 Competitive Rivalry
4.3. ECOSYSTEM ANALYSIS
4.4. EXPERT OPINIONS
5. DIGITAL TWIN TECHNOLOGY 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. DIGITAL TWIN TECHNOLOGY MARKET - GLOBAL MARKET ANALYSIS
6.1. DIGITAL TWIN TECHNOLOGY - GLOBAL MARKET OVERVIEW
6.2. DIGITAL TWIN TECHNOLOGY - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. DIGITAL TWIN TECHNOLOGY MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
7.1. OVERVIEW
7.2. APPLICATION MARKET FORECASTS AND ANALYSIS
7.3. PRODUCT DESIGN AND TESTING
7.3.1. Overview
7.3.2. Product Design and Testing Market Forecast and Analysis
7.4. SMART CONNECTED PRODUCTS
7.4.1. Overview
7.4.2. Smart Connected Products Market Forecast and Analysis
7.5. ROBOTICS
7.5.1. Overview
7.5.2. Robotics Market Forecast and Analysis
7.6. ASSET MANAGEMENT
7.6.1. Overview
7.6.2. Asset Management Market Forecast and Analysis
7.7. CUSTOMER EXPERIENCE
7.7.1. Overview
7.7.2. Customer Experience Market Forecast and Analysis
7.8. OTHERS
7.8.1. Overview
7.8.2. Others Market Forecast and Analysis
8. DIGITAL TWIN TECHNOLOGY MARKET - REVENUE AND FORECASTS TO 2028 - END-USER
8.1. OVERVIEW
8.2. END-USER MARKET FORECASTS AND ANALYSIS
8.3. MANUFACTURING
8.3.1. Overview
8.3.2. Manufacturing Market Forecast and Analysis
8.4. HEALTHCARE
8.4.1. Overview
8.4.2. Healthcare Market Forecast and Analysis
8.5. AUTOMOTIVE AND TRANSPORTATION
8.5.1. Overview
8.5.2. Automotive and Transportation Market Forecast and Analysis
8.6. ENERGY AND UTILITIES
8.6.1. Overview
8.6.2. Energy and Utilities Market Forecast and Analysis
8.7. RETAIL
8.7.1. Overview
8.7.2. Retail Market Forecast and Analysis
8.8. LOGISTICS
8.8.1. Overview
8.8.2. Logistics Market Forecast and Analysis
8.9. OTHERS
8.9.1. Overview
8.9.2. Others Market Forecast and Analysis
9. DIGITAL TWIN TECHNOLOGY MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Digital Twin Technology Market Overview
9.1.2 North America Digital Twin Technology Market Forecasts and Analysis
9.1.3 North America Digital Twin Technology Market Forecasts and Analysis - By Application
9.1.4 North America Digital Twin Technology Market Forecasts and Analysis - By End-user
9.1.5 North America Digital Twin Technology Market Forecasts and Analysis - By Countries
9.1.5.1 United States Digital Twin Technology Market
9.1.5.1.1 United States Digital Twin Technology Market by Application
9.1.5.1.2 United States Digital Twin Technology Market by End-user
9.1.5.2 Canada Digital Twin Technology Market
9.1.5.2.1 Canada Digital Twin Technology Market by Application
9.1.5.2.2 Canada Digital Twin Technology Market by End-user
9.1.5.3 Mexico Digital Twin Technology Market
9.1.5.3.1 Mexico Digital Twin Technology Market by Application
9.1.5.3.2 Mexico Digital Twin Technology Market by End-user
9.2. EUROPE
9.2.1 Europe Digital Twin Technology Market Overview
9.2.2 Europe Digital Twin Technology Market Forecasts and Analysis
9.2.3 Europe Digital Twin Technology Market Forecasts and Analysis - By Application
9.2.4 Europe Digital Twin Technology Market Forecasts and Analysis - By End-user
9.2.5 Europe Digital Twin Technology Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Digital Twin Technology Market
9.2.5.1.1 Germany Digital Twin Technology Market by Application
9.2.5.1.2 Germany Digital Twin Technology Market by End-user
9.2.5.2 France Digital Twin Technology Market
9.2.5.2.1 France Digital Twin Technology Market by Application
9.2.5.2.2 France Digital Twin Technology Market by End-user
9.2.5.3 Italy Digital Twin Technology Market
9.2.5.3.1 Italy Digital Twin Technology Market by Application
9.2.5.3.2 Italy Digital Twin Technology Market by End-user
9.2.5.4 United Kingdom Digital Twin Technology Market
9.2.5.4.1 United Kingdom Digital Twin Technology Market by Application
9.2.5.4.2 United Kingdom Digital Twin Technology Market by End-user
9.2.5.5 Russia Digital Twin Technology Market
9.2.5.5.1 Russia Digital Twin Technology Market by Application
9.2.5.5.2 Russia Digital Twin Technology Market by End-user
9.2.5.6 Rest of Europe Digital Twin Technology Market
9.2.5.6.1 Rest of Europe Digital Twin Technology Market by Application
9.2.5.6.2 Rest of Europe Digital Twin Technology Market by End-user
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Digital Twin Technology Market Overview
9.3.2 Asia-Pacific Digital Twin Technology Market Forecasts and Analysis
9.3.3 Asia-Pacific Digital Twin Technology Market Forecasts and Analysis - By Application
9.3.4 Asia-Pacific Digital Twin Technology Market Forecasts and Analysis - By End-user
9.3.5 Asia-Pacific Digital Twin Technology Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Digital Twin Technology Market
9.3.5.1.1 Australia Digital Twin Technology Market by Application
9.3.5.1.2 Australia Digital Twin Technology Market by End-user
9.3.5.2 China Digital Twin Technology Market
9.3.5.2.1 China Digital Twin Technology Market by Application
9.3.5.2.2 China Digital Twin Technology Market by End-user
9.3.5.3 India Digital Twin Technology Market
9.3.5.3.1 India Digital Twin Technology Market by Application
9.3.5.3.2 India Digital Twin Technology Market by End-user
9.3.5.4 Japan Digital Twin Technology Market
9.3.5.4.1 Japan Digital Twin Technology Market by Application
9.3.5.4.2 Japan Digital Twin Technology Market by End-user
9.3.5.5 South Korea Digital Twin Technology Market
9.3.5.5.1 South Korea Digital Twin Technology Market by Application
9.3.5.5.2 South Korea Digital Twin Technology Market by End-user
9.3.5.6 Rest of Asia-Pacific Digital Twin Technology Market
9.3.5.6.1 Rest of Asia-Pacific Digital Twin Technology Market by Application
9.3.5.6.2 Rest of Asia-Pacific Digital Twin Technology Market by End-user
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Digital Twin Technology Market Overview
9.4.2 Middle East and Africa Digital Twin Technology Market Forecasts and Analysis
9.4.3 Middle East and Africa Digital Twin Technology Market Forecasts and Analysis - By Application
9.4.4 Middle East and Africa Digital Twin Technology Market Forecasts and Analysis - By End-user
9.4.5 Middle East and Africa Digital Twin Technology Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Digital Twin Technology Market
9.4.5.1.1 South Africa Digital Twin Technology Market by Application
9.4.5.1.2 South Africa Digital Twin Technology Market by End-user
9.4.5.2 Saudi Arabia Digital Twin Technology Market
9.4.5.2.1 Saudi Arabia Digital Twin Technology Market by Application
9.4.5.2.2 Saudi Arabia Digital Twin Technology Market by End-user
9.4.5.3 U.A.E Digital Twin Technology Market
9.4.5.3.1 U.A.E Digital Twin Technology Market by Application
9.4.5.3.2 U.A.E Digital Twin Technology Market by End-user
9.4.5.4 Rest of Middle East and Africa Digital Twin Technology Market
9.4.5.4.1 Rest of Middle East and Africa Digital Twin Technology Market by Application
9.4.5.4.2 Rest of Middle East and Africa Digital Twin Technology Market by End-user
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Digital Twin Technology Market Overview
9.5.2 South and Central America Digital Twin Technology Market Forecasts and Analysis
9.5.3 South and Central America Digital Twin Technology Market Forecasts and Analysis - By Application
9.5.4 South and Central America Digital Twin Technology Market Forecasts and Analysis - By End-user
9.5.5 South and Central America Digital Twin Technology Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Digital Twin Technology Market
9.5.5.1.1 Brazil Digital Twin Technology Market by Application
9.5.5.1.2 Brazil Digital Twin Technology Market by End-user
9.5.5.2 Argentina Digital Twin Technology Market
9.5.5.2.1 Argentina Digital Twin Technology Market by Application
9.5.5.2.2 Argentina Digital Twin Technology Market by End-user
9.5.5.3 Rest of South and Central America Digital Twin Technology Market
9.5.5.3.1 Rest of South and Central America Digital Twin Technology Market by Application
9.5.5.3.2 Rest of South and Central America Digital Twin Technology Market by End-user
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. DIGITAL TWIN TECHNOLOGY MARKET, KEY COMPANY PROFILES
11.1. ANSYS INC.
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. BOSCH SOFTWARE INNOVATIONS GMBH
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. DASSAULT SYST
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. GENERAL ELECTRIC COMPANY
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. INTERNATIONAL BUSINESS MACHINES CORPORATION
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. MICROSOFT CORPORATION
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. ORACLE CORPORATION
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. PTC 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. SIEMENS AG
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. TIBCO SOFTWARE INC.
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. ANSYS Inc.
2. Bosch Software Innovations GmbH
3. Dassault Syst
4. General Electric Company
5. International Business Machines Corporation
6. Microsoft Corporation
7. Oracle Corporation
8. PTC Inc.
9. Siemens AG
10. TIBCO Software 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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