North America Robotic Welding Cell Market Analysis and Forecast by Size, Share, Growth, Trends 2031
North America Robotic Welding Cell Market Size and Forecast (2021 - 2031), Regional Share, Trend, and Growth Opportunity Analysis Report Coverage: By Offering (Solution and Services), Cell Type (Pre-Engineered Cells and Custom Cells), and End-Use Industry (Automotive, Manufacturing, and Aerospace and Defense)
- Status : Published
- Report Code : TIPRE00041298
- Category : Manufacturing and Construction
- No. of Pages : 136
- Available Report Formats :
The North America robotic welding cell market size is expected to reach US$ 313.04 million by 2031 from US$ 132.98 million in 2023. The market is estimated to record a CAGR of 11.3% from 2023 to 2031.
Executive Summary and North America Robotic Welding Cell Market Analysis:North America secured third place globally in terms of industrial robot adoption and sales. The increase in adoption of Industry 4.0, the presence of a few of the global key manufacturing companies, the strong automotive and aerospace industries, and the presence of key industrial robot manufacturing companies in North America are some of the major factors driving the demand for robotic welding cells in the region.
The region is a major automotive manufacturing hub globally. The presence of prominent automotive manufacturers and component manufacturers is propelling the market growth. The economic growth of North America has positively impacted the sales of commercial vehicles and passenger cars. According to the data published by the International Organization of Motor Vehicle Manufacturers in 2023, the total number of cars produced in North America reached 16.6 million in 2023, a 20% increase from 2021. Such growth in the automotive industry has increased the adoption of robotic welding cells in the region.
Key players in the industrial robot industry include ABB Ltd., Fanuc, Universal Robots, Boston Dynamics, Yaskawa Electric Corporation, KUKA, Doosan Robotics, and Bluefin Robots. Robotic welding cell manufacturers include ABB Ltd., The Lincoln Electric Company, Kuka AG; Kawasaki Heavy Industries, Ltd.; WEC Group Ltd.; Acieta; and Yaskawa America, Inc.
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North America Robotic Welding Cell Market: Strategic Insights
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Key segments that contributed to the derivation of the North America robotic welding cell market analysis are offering, cell type, and end-use industry.
- Based on offering, the North America robotic welding cell market is bifurcated into solutions and services. The solution segment held a larger share of the market in 2023.
- Based on cell type, the North America robotic welding cell market is bifurcated into pre-engineered cells and custom cells. The pre-engineered cells segment held a larger share of the market in 2023.
- Based on end-use industry, the North America robotic welding cell market is segmented into automotive, manufacturing, and aerospace and defense. The manufacturing segment held the largest share of the market in 2023.
Industry 4.0 focuses on the automation of the manufacturing process. It works on industrial Internet of Things (IIoT), cloud computing, and cyber-physical systems. This technology delivers real-time decision-making and enhanced productivity, which completely reduces the requirement for human involvement. Such technologies are then integrated with embedded software, sensors, and robots to increase the automation and self-optimization of all the processes and equipment. This leads to increased efficiency, which ultimately leads to increased productivity. Many end-use industries, such as automotive and transportation, metals and machinery, electrical and electronics, and aerospace and defense, have begun to implement Industry 4.0 concepts in their manufacturing processes to harness the advantages associated with it, including increased productivity, flexibility, and safety; better quality; decreased need for consumables; and reduced production costs. According to the data published by the World Economic Forum in 2024, ~153 manufacturers engaged with the Global Lighthouse Network are leading the adoption of the industry 4.0 innovative technologies. The Global Lighthouse Forum is one of the notable communities in the Industry 4.0 technology. As per the World Economic Forum, 21 new manufacturers joined the Global Lighthouse Community in 2023. This statistic shows increasing adoption of Industry 4.0 across the globe owing to growing demand for automation. The increasing adoption of Industry 4.0 leads to the demand for industrial robots, including welding robots, to increase efficiency and productivity.
North America Robotic Welding Cell Market Country InsightsBased on country, the North America robotic welding cell market comprises the US, Canada, and Mexico. The US held the largest share in 2023.
The US is one of the technologically advanced countries known for adopting innovative technologies at an early stage. With a strong manufacturing sector and an increase in digitalization and automation trends in the country, the adoption of robotic welding cells has been increasing in the past few years. The US is home to major automotive manufacturing facilities. As per the data published by the International Organization of Motor Vehicle Manufacturers in 2023, the US produced 10.6 million vehicles in 2023, an increase from 9.1 million in 2021. Tesla, one of the largest electric vehicle manufacturers, produced almost 2 million vehicles in 2023. Tesla has a total of 8 manufacturing facilities across the globe, and 6 of them are located in the US. Apart from automotive, aircraft manufacturing is another strong factor driving the demand for robotic welding cells. Boeing, one of the largest manufacturing companies in the world with a market share of more than 40%, is situated in the US. Boeing's manufacturing facility in Everett, Washington State, is the world's largest manufacturing facility, which manufactured more than 700 aircraft in 2023. The manufacturing facilities of some of the major players of medical equipment and industrial machinery manufacturers are present in the US. Thus, with a strong manufacturing sector and a demand for innovative and automation technologies, the adoption of robotic welding cells is increasing, ultimately driving the market.
North America Robotic Welding Cell Market Company ProfilesSome of the key players operating in the market include ABB Ltd; Acieta; Carl Cloos Schweisstechnik GmbH; Lincoln Electric Holdings Inc; Kuka AG; Kawasaki Heavy Industries Ltd; Phoenix Industrial Solutions.; WEC Group Ltd; Yaskawa America Inc; Zeman Bauelemente Produktionsgesellschaft mbH; Fanuc Corp; Fronius International GmbH; ESAB; OTC DAIHEN; Kemppi Oy; Panasonic Holdings Corp; and Universal Robots A/S, among others. These players are adopting various strategies such as expansion, product innovation, and mergers and acquisitions to provide innovative products to their consumers and increase their market share.
North America Robotic Welding Cell Market Research Methodology :The following methodology has been followed for the collection and analysis of data presented in this report:
Secondary Research
The research process begins with comprehensive secondary research, utilizing both internal and external sources to gather qualitative and quantitative data for each market. Commonly referenced secondary research sources include, but are not limited to:
- Company websites, annual reports, financial statements, broker analyses, and investor presentations.
- Industry trade journals and other relevant publications.
- Government documents, statistical databases, and market reports.
- News articles, press releases, and webcasts specific to companies operating in the market.
All financial data included in the Company Profiles section has been standardized to USD. For companies reporting in other currencies, figures have been converted to USD using the relevant exchange rates for the corresponding year.
Primary Research
The Insight Partners conducts a significant number of primary interviews each year with industry stakeholders and experts to validate its data analysis, and gain valuable insights. These research interviews are designed to:
- Validate and refine findings from secondary research.
- Enhance the expertise and market understanding of the analysis team.
- Gain insights into market size, trends, growth patterns, competitive dynamics, and future prospects.
Primary research is conducted via email interactions and telephone interviews, encompassing various markets, categories, segments, and sub-segments across different regions. Participants typically include:
- Industry stakeholders: Vice Presidents, business development managers, market intelligence managers, and national sales managers
- External experts: Valuation specialists, research analysts, and key opinion leaders with industry-specific expertise
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 Report Guidance
1.2 Market Segmentation
2. Executive Summary
2.1 Key Insights
2.2 Market Attractiveness
3. Research Methodology
3.1 Secondary Research
3.2 Primary Research
3.2.1 Hypothesis formulation:
3.2.2 Macroeconomic factor analysis:
3.2.3 Developing base number:
3.2.4 Data Triangulation:
3.2.5 Country-level data:
4. North America Robotic Welding Cell Market Landscape
4.1 Overview
4.2 Ecosystem Analysis
4.3 List of Vendors in the Value Chain
5. North America Robotic Welding Cell Market - Key Market Dynamics
5.1 Market Drivers
5.1.1 Increasing Adoption of Robots in the Manufacturing Industry
5.1.2 Rising Adoption of Industry 4.0
5.2 Market Restraints
5.2.1 Preference for Manual Welding
5.3 Future Trends
5.3.1 Integration of Artificial Intelligence (AI) in Robotic Welding
5.4 Market Opportunities
5.4.1 Increasing Adoption of Laser and Plasma Welding Technologies
5.5 Impact of Drivers and Restraints:
6. Robotic Welding Cell Market - North America Analysis
6.1 North America Robotic Welding Cell Market Revenue (US$ Million), 2021-2031
6.2 North America Robotic Welding Cell Market Forecast Analysis
7. North America Robotic Welding Cell Market Analysis - by Offering
7.1 Solution
7.1.1 Overview
7.1.2 Solution: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
7.2 Services
7.2.1 Overview
7.2.2 Services: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
8. North America Robotic Welding Cell Market Analysis - by Cell Type
8.1 Pre-Engineered Cells
8.1.1 Overview
8.1.2 Pre-Engineered Cells: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
8.2 Custom Cells
8.2.1 Overview
8.2.2 Custom Cells: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
9. North America Robotic Welding Cell Market Analysis - by End-use Industry
9.1 Automotive
9.1.1 Overview
9.1.2 Automotive: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
9.2 Manufacturing
9.2.1 Overview
9.2.2 Manufacturing: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
9.3 Aerospace and Defense
9.3.1 Overview
9.3.2 Aerospace and Defense: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
10. North America Robotic Welding Cell Market - Country Analysis
10.1 North America
10.1.1 North America Robotic Welding Cell Market Overview
10.1.2 North America Robotic Welding Cell Market - Revenue and Forecast Analysis - by Country
10.1.2.1 North America Robotic Welding Cell Market - Revenue and Forecast Analysis - by Country
10.1.2.2 United States: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
10.1.2.2.1 United States: North America Robotic Welding Cell Market Share - by Offering
10.1.2.2.2 United States: North America Robotic Welding Cell Market Share - by Cell Type
10.1.2.2.3 United States: North America Robotic Welding Cell Market Share - by End-use Industry
10.1.2.3 Canada: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
10.1.2.3.1 Canada: North America Robotic Welding Cell Market Share - by Offering
10.1.2.3.2 Canada: North America Robotic Welding Cell Market Share - by Cell Type
10.1.2.3.3 Canada: North America Robotic Welding Cell Market Share - by End-use Industry
10.1.2.4 Mexico: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
10.1.2.4.1 Mexico: North America Robotic Welding Cell Market Share - by Offering
10.1.2.4.2 Mexico: North America Robotic Welding Cell Market Share - by Cell Type
10.1.2.4.3 Mexico: North America Robotic Welding Cell Market Share - by End-use Industry
11. Competitive Landscape
11.1 Heat Map Analysis by Key Players
11.2 Company Positioning and Concentration
12. Competitive Landscape
12.1 Heat Map Analysis by Key Players
12.2 Company Positioning and Concentration
13. Industry Landscape
13.1 Overview
13.2 Market Initiative
13.3 Product Development
13.4 Mergers & Acquisitions
14. Company Profiles
14.1 ABB Ltd
14.1.1 Key Facts
14.1.2 Business Description
14.1.3 Products and Services
14.1.4 Financial Overview
14.1.5 SWOT Analysis
14.1.6 Key Developments
14.2 Acieta
14.2.1 Key Facts
14.2.2 Business Description
14.2.3 Products and Services
14.2.4 Financial Overview
14.2.5 SWOT Analysis
14.2.6 Key Developments
14.3 Carl Cloos Schweisstechnik GmbH
14.3.1 Key Facts
14.3.2 Business Description
14.3.3 Products and Services
14.3.4 Financial Overview
14.3.5 SWOT Analysis
14.3.6 Key Developments
14.4 Lincoln Electric Holdings Inc
14.4.1 Key Facts
14.4.2 Business Description
14.4.3 Products and Services
14.4.4 Financial Overview
14.4.5 SWOT Analysis
14.4.6 Key Developments
14.5 Kuka AG
14.5.1 Key Facts
14.5.2 Business Description
14.5.3 Products and Services
14.5.4 Financial Overview
14.5.5 SWOT Analysis
14.5.6 Key Developments
14.6 Kawasaki Heavy Industries Ltd
14.6.1 Key Facts
14.6.2 Business Description
14.6.3 Products and Services
14.6.4 Financial Overview
14.6.5 SWOT Analysis
14.6.6 Key Developments
14.7 Phoenix Industrial Solutions.
14.7.1 Key Facts
14.7.2 Business Description
14.7.3 Products and Services
14.7.4 Financial Overview
14.7.5 SWOT Analysis
14.7.6 Key Developments
14.8 WEC Group Ltd
14.8.1 Key Facts
14.8.2 Business Description
14.8.3 Products and Services
14.8.4 Financial Overview
14.8.5 SWOT Analysis
14.8.6 Key Developments
14.9 Yaskawa America Inc
14.9.1 Key Facts
14.9.2 Business Description
14.9.3 Products and Services
14.9.4 Financial Overview
14.9.5 SWOT Analysis
14.9.6 Key Developments
14.10 Zeman Bauelemente Produktionsgesellschaft mbH
14.10.1 Key Facts
14.10.2 Business Description
14.10.3 Products and Services
14.10.4 Financial Overview
14.10.5 SWOT Analysis
14.10.6 Key Developments
14.11 Fanuc Corp
14.11.1 Key Facts
14.11.2 Business Description
14.11.3 Products and Services
14.11.4 Financial Overview
14.11.5 SWOT Analysis
14.11.6 Key Developments
14.12 Fronius International GmbH
14.12.1 Key Facts
14.12.2 Business Description
14.12.3 Products and Services
14.12.4 Financial Overview
14.12.5 SWOT Analysis
14.12.6 Key Developments
14.13 ESAB
14.13.1 Key Facts
14.13.2 Business Description
14.13.3 Products and Services
14.13.4 Financial Overview
14.13.5 SWOT Analysis
14.13.6 Key Developments
14.14 OTC DAIHEN
14.14.1 Key Facts
14.14.2 Business Description
14.14.3 Products and Services
14.14.4 Financial Overview
14.14.5 SWOT Analysis
14.14.6 Key Developments
14.15 Kemppi Oy
14.15.1 Key Facts
14.15.2 Business Description
14.15.3 Products and Services
14.15.4 Financial Overview
14.15.5 SWOT Analysis
14.15.6 Key Developments
14.16 Panasonic Holdings Corp
14.16.1 Key Facts
14.16.2 Business Description
14.16.3 Products and Services
14.16.4 Financial Overview
14.16.5 SWOT Analysis
14.16.6 Key Developments
14.17 Universal Robots A/S
14.17.1 Key Facts
14.17.2 Business Description
14.17.3 Products and Services
14.17.4 Financial Overview
14.17.5 SWOT Analysis
14.17.6 Key Developments
15. Appendix
15.1 About The Insight Partners
List of Tables
Table 1. North America Robotic Welding Cell Market Segmentation
Table 2. List of Vendors
Table 3. North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Table 4. North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million) - by Offering
Table 5. North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million) - by Cell Type
Table 6. North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million) - by End-use Industry
Table 7. North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million) - by Country
Table 8. United States: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by Offering
Table 9. United States: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by Cell Type
Table 10. United States: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by End-use Industry
Table 11. Canada: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by Offering
Table 12. Canada: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by Cell Type
Table 13. Canada: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by End-use Industry
Table 14. Mexico: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by Offering
Table 15. Mexico: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by Cell Type
Table 16. Mexico: North America Robotic Welding Cell Market - Revenue and Forecast, 2021 - 2031(US$ Million) - by End-use Industry
Table 17. Heat Map Analysis by Key Players
List of Figures
Figure 1. North America Robotic Welding Cell Market Segmentation - Country
Figure 2. Ecosystem Analysis
Figure 3. North America Robotic Welding Cell Market - Key Market Dynamics
Figure 4. Impact Analysis of Drivers and Restraints
Figure 5. North America Robotic Welding Cell Market Revenue (US$ Million), 2021-2031
Figure 6. North America Robotic Welding Cell Market Share (%) - by Offering (2023 and 2031)
Figure 7. Solution: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 8. Services: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 9. North America Robotic Welding Cell Market Share (%) - by Cell Type (2023 and 2031)
Figure 10. Pre-Engineered Cells: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 11. Custom Cells: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 12. North America Robotic Welding Cell Market Share (%) - by End-use Industry (2023 and 2031)
Figure 13. Automotive: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 14. Manufacturing: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 15. Aerospace and Defense: North America Robotic Welding Cell Market - Revenue and Forecast, 2021-2031 (US$ Million)
Figure 16. North America Robotic Welding Cell Market Breakdown, by Key Countries, 2023 and 2031 (%)
Figure 17. United States: North America Robotic Welding Cell Market - Revenue and Forecast, 2021- 2031 (US$ Million)
Figure 18. Canada: North America Robotic Welding Cell Market - Revenue and Forecast, 2021- 2031 (US$ Million)
Figure 19. Mexico: North America Robotic Welding Cell Market - Revenue and Forecast, 2021- 2031 (US$ Million)
Figure 20. Heat Map Analysis by Key Players
Figure 21. Company Positioning and Concentration
Figure 22. Company Positioning and Concentration
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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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