Robot Operating System Market Research Report 2021-2031
The Robot Operating System Market is expected to register a CAGR of 12.4% from 2023 to 2031, with a market size expanding from US$ XX million in 2023 to US$ XX Million by 2031.
The report is segmented by Robot Type (SCARA Robots, Articulated Robots, Collaborative Robots, Cartesian Robots, Parallel Robots, Others); End-use Industry (Automotive, Electrical and Electronics, Food and Beverages, Healthcare, Metal and Machinery, Others). The global analysis is further broken-down at regional level and major countries. The Report Offers the Value in USD for the above analysis and segments.
Purpose of the ReportThe report Robot Operating System Market by The Insight Partners aims to describe the present landscape and future growth, top driving factors, challenges, and opportunities. This will provide insights to various business stakeholders, such as:
- Technology Providers/Manufacturers: To understand the evolving market dynamics and know the potential growth opportunities, enabling them to make informed strategic decisions.
- Investors: To conduct a comprehensive trend analysis regarding the market growth rate, market financial projections, and opportunities that exist across the value chain.
- Regulatory bodies: To regulate policies and police activities in the market with the aim of minimizing abuse, preserving investor trust and confidence, and upholding the integrity and stability of the market.
Robot Operating System Market Segmentation
Robot Type- SCARA Robots
- Articulated Robots
- Collaborative Robots
- Cartesian Robots
- Parallel Robots
- Others
- Automotive
- Electrical and Electronics
- Food and Beverages
- Healthcare
- Metal and Machinery
- Others
Strategic Insights
Robot Operating System Market Growth Drivers- Rising Demand for Automation Across Industries: The increasing adoption of automation in various industries, including manufacturing, logistics, healthcare, and agriculture, is a major driver for the Robot Operating System (ROS) market. ROS provides a flexible and modular framework that enables developers to build and control robotic systems efficiently, making it ideal for industrial robots, autonomous vehicles, and service robots. As industries look for ways to enhance productivity, reduce costs, and improve precision through automation, the demand for ROS platforms to support these robotic systems is growing rapidly.
- Advancements in AI and Machine Learning Integration: The integration of artificial intelligence (AI) and machine learning (ML) technologies with robotics is another key driver of the ROS market. ROS is highly compatible with AI and ML algorithms, enabling robots to perform complex tasks, adapt to changing environments, and make real-time decisions. The ability to integrate advanced perception, navigation, and decision-making capabilities through ROS is accelerating its adoption, particularly in areas such as autonomous vehicles, drones, and intelligent manufacturing systems.
- Increased Focus on Collaborative Robotics (Cobots): A prominent trend in the ROS market is the rise of collaborative robots, or cobots, which are designed to work alongside human operators in shared workspaces. These robots rely heavily on ROS for coordination, real-time decision-making, and safety monitoring. As more industries, such as manufacturing, logistics, and healthcare, adopt cobots to enhance productivity and safety, the demand for ROS-driven platforms that can handle complex human-robot interactions is growing. ROS's modular architecture makes it ideal for developing the adaptable and flexible systems required for cobot applications.
- Advancement of Edge Computing in Robotics: The integration of edge computing with robotics is another emerging trend in the ROS market. Edge computing allows robots to process data locally on the device rather than sending it to a centralized server, reducing latency and improving real-time decision-making capabilities. With ROS supporting edge computing frameworks, robots can handle more complex tasks, such as real-time navigation and autonomous decision-making, without relying heavily on cloud infrastructure. This trend is particularly important in applications where low-latency and real-time responses are critical, such as in autonomous vehicles, drones, and industrial robots.
- Growth of Service Robots and Autonomous Mobile Robots (AMRs): The growing use of service robots in sectors like healthcare, hospitality, and retail presents a significant opportunity for the ROS market. Service robots, including delivery robots, cleaning robots, and healthcare assistants, rely heavily on ROS for navigation, object recognition, and task management. The increasing demand for autonomous mobile robots (AMRs) in warehouses, distribution centers, and last-mile delivery services also creates substantial growth opportunities. ROS can provide the necessary tools for seamless integration and enhanced performance of these robots, creating a large market potential in service robotics and logistics automation.
- Expansion of Research and Educational Applications: Another opportunity for the ROS market lies in the expanding use of ROS in academic and research institutions. As ROS is open-source and highly customizable, it is increasingly being used in educational settings to teach robotics, AI, and automation. Many universities and research labs use ROS to develop experimental robotic systems and conduct experiments across different domains like robotics engineering, AI, and IoT. The growth in educational programs focused on robotics and STEM (Science, Technology, Engineering, and Mathematics) education is driving the adoption of ROS platforms, creating new markets for educational tools and resources built on ROS.
Market Report Scope
Key Selling Points
- Comprehensive Coverage: The report comprehensively covers the analysis of products, services, types, and end users of the Robot Operating System Market, providing a holistic landscape.
- Expert Analysis: The report is compiled based on the in-depth understanding of industry experts and analysts.
- Up-to-date Information: The report assures business relevance due to its coverage of recent information and data trends.
- Customization Options: This report can be customized to cater to specific client requirements and suit the business strategies aptly.
The research report on the Robot Operating System Market can, therefore, help spearhead the trail of decoding and understanding the industry scenario and growth prospects. Although there can be a few valid concerns, the overall benefits of this report tend to outweigh the disadvantages.
- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
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- 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
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to country scope.
Frequently Asked Questions
The Robot Operating System Market is estimated to witness a CAGR of 12.4% from 2023 to 2031
The major factors driving the Robot Operating System market are Increased Adoption in Industries and Expansion of E-commerce.
The integration of artificial intelligence (AI) and machine learning (ML) with ROS is anticipated to play a significant role in the global Robot Operating System market in the coming years
The report can be delivered in PDF/PPT format; we can also share excel dataset based on the request
Some of the customization options available based on the request are an additional 3-5 company profiles and country-specific analysis of 3-5 countries of your choice. Customizations are to be requested/discussed before making final order confirmation# as our team would review the same and check the feasibility
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1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Robot Operating System Market - By Robot Type
1.3.2 Robot Operating System Market - By End-use Industry
1.3.3 Robot Operating System Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. ROBOT OPERATING SYSTEM 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. ECOSYSTEM ANALYSIS
4.4. EXPERT OPINIONS
5. ROBOT OPERATING SYSTEM 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, RESTRAINTS & EXPECTED INFLUENCE OF COVID-19 PANDEMIC
6. ROBOT OPERATING SYSTEM MARKET - GLOBAL MARKET ANALYSIS
6.1. ROBOT OPERATING SYSTEM - GLOBAL MARKET OVERVIEW
6.2. ROBOT OPERATING SYSTEM - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. ROBOT OPERATING SYSTEM MARKET - REVENUE AND FORECASTS TO 2028 - ROBOT TYPE
7.1. OVERVIEW
7.2. ROBOT TYPE MARKET FORECASTS AND ANALYSIS
7.3. SCARA ROBOTS
7.3.1. Overview
7.3.2. SCARA Robots Market Forecast and Analysis
7.4. ARTICULATED ROBOTS
7.4.1. Overview
7.4.2. Articulated Robots Market Forecast and Analysis
7.5. COLLABORATIVE ROBOTS
7.5.1. Overview
7.5.2. Collaborative Robots Market Forecast and Analysis
7.6. CARTESIAN ROBOTS
7.6.1. Overview
7.6.2. Cartesian Robots Market Forecast and Analysis
7.7. PARALLEL ROBOTS
7.7.1. Overview
7.7.2. Parallel Robots Market Forecast and Analysis
7.8. OTHERS
7.8.1. Overview
7.8.2. Others Market Forecast and Analysis
8. ROBOT OPERATING SYSTEM MARKET - REVENUE AND FORECASTS TO 2028 - END-USE INDUSTRY
8.1. OVERVIEW
8.2. END-USE INDUSTRY MARKET FORECASTS AND ANALYSIS
8.3. AUTOMOTIVE
8.3.1. Overview
8.3.2. Automotive Market Forecast and Analysis
8.4. ELECTRICAL AND ELECTRONICS
8.4.1. Overview
8.4.2. Electrical and Electronics Market Forecast and Analysis
8.5. FOOD AND BEVERAGES
8.5.1. Overview
8.5.2. Food and Beverages Market Forecast and Analysis
8.6. HEALTHCARE
8.6.1. Overview
8.6.2. Healthcare Market Forecast and Analysis
8.7. METAL AND MACHINERY
8.7.1. Overview
8.7.2. Metal and Machinery Market Forecast and Analysis
8.8. OTHERS
8.8.1. Overview
8.8.2. Others Market Forecast and Analysis
9. ROBOT OPERATING SYSTEM MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Robot Operating System Market Overview
9.1.2 North America Robot Operating System Market Forecasts and Analysis
9.1.3 North America Robot Operating System Market Forecasts and Analysis - By Robot Type
9.1.4 North America Robot Operating System Market Forecasts and Analysis - By End-use Industry
9.1.5 North America Robot Operating System Market Forecasts and Analysis - By Countries
9.1.5.1 United States Robot Operating System Market
9.1.5.1.1 United States Robot Operating System Market by Robot Type
9.1.5.1.2 United States Robot Operating System Market by End-use Industry
9.1.5.2 Canada Robot Operating System Market
9.1.5.2.1 Canada Robot Operating System Market by Robot Type
9.1.5.2.2 Canada Robot Operating System Market by End-use Industry
9.1.5.3 Mexico Robot Operating System Market
9.1.5.3.1 Mexico Robot Operating System Market by Robot Type
9.1.5.3.2 Mexico Robot Operating System Market by End-use Industry
9.2. EUROPE
9.2.1 Europe Robot Operating System Market Overview
9.2.2 Europe Robot Operating System Market Forecasts and Analysis
9.2.3 Europe Robot Operating System Market Forecasts and Analysis - By Robot Type
9.2.4 Europe Robot Operating System Market Forecasts and Analysis - By End-use Industry
9.2.5 Europe Robot Operating System Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Robot Operating System Market
9.2.5.1.1 Germany Robot Operating System Market by Robot Type
9.2.5.1.2 Germany Robot Operating System Market by End-use Industry
9.2.5.2 France Robot Operating System Market
9.2.5.2.1 France Robot Operating System Market by Robot Type
9.2.5.2.2 France Robot Operating System Market by End-use Industry
9.2.5.3 Italy Robot Operating System Market
9.2.5.3.1 Italy Robot Operating System Market by Robot Type
9.2.5.3.2 Italy Robot Operating System Market by End-use Industry
9.2.5.4 United Kingdom Robot Operating System Market
9.2.5.4.1 United Kingdom Robot Operating System Market by Robot Type
9.2.5.4.2 United Kingdom Robot Operating System Market by End-use Industry
9.2.5.5 Russia Robot Operating System Market
9.2.5.5.1 Russia Robot Operating System Market by Robot Type
9.2.5.5.2 Russia Robot Operating System Market by End-use Industry
9.2.5.6 Rest of Europe Robot Operating System Market
9.2.5.6.1 Rest of Europe Robot Operating System Market by Robot Type
9.2.5.6.2 Rest of Europe Robot Operating System Market by End-use Industry
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Robot Operating System Market Overview
9.3.2 Asia-Pacific Robot Operating System Market Forecasts and Analysis
9.3.3 Asia-Pacific Robot Operating System Market Forecasts and Analysis - By Robot Type
9.3.4 Asia-Pacific Robot Operating System Market Forecasts and Analysis - By End-use Industry
9.3.5 Asia-Pacific Robot Operating System Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Robot Operating System Market
9.3.5.1.1 Australia Robot Operating System Market by Robot Type
9.3.5.1.2 Australia Robot Operating System Market by End-use Industry
9.3.5.2 China Robot Operating System Market
9.3.5.2.1 China Robot Operating System Market by Robot Type
9.3.5.2.2 China Robot Operating System Market by End-use Industry
9.3.5.3 India Robot Operating System Market
9.3.5.3.1 India Robot Operating System Market by Robot Type
9.3.5.3.2 India Robot Operating System Market by End-use Industry
9.3.5.4 Japan Robot Operating System Market
9.3.5.4.1 Japan Robot Operating System Market by Robot Type
9.3.5.4.2 Japan Robot Operating System Market by End-use Industry
9.3.5.5 South Korea Robot Operating System Market
9.3.5.5.1 South Korea Robot Operating System Market by Robot Type
9.3.5.5.2 South Korea Robot Operating System Market by End-use Industry
9.3.5.6 Rest of Asia-Pacific Robot Operating System Market
9.3.5.6.1 Rest of Asia-Pacific Robot Operating System Market by Robot Type
9.3.5.6.2 Rest of Asia-Pacific Robot Operating System Market by End-use Industry
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Robot Operating System Market Overview
9.4.2 Middle East and Africa Robot Operating System Market Forecasts and Analysis
9.4.3 Middle East and Africa Robot Operating System Market Forecasts and Analysis - By Robot Type
9.4.4 Middle East and Africa Robot Operating System Market Forecasts and Analysis - By End-use Industry
9.4.5 Middle East and Africa Robot Operating System Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Robot Operating System Market
9.4.5.1.1 South Africa Robot Operating System Market by Robot Type
9.4.5.1.2 South Africa Robot Operating System Market by End-use Industry
9.4.5.2 Saudi Arabia Robot Operating System Market
9.4.5.2.1 Saudi Arabia Robot Operating System Market by Robot Type
9.4.5.2.2 Saudi Arabia Robot Operating System Market by End-use Industry
9.4.5.3 U.A.E Robot Operating System Market
9.4.5.3.1 U.A.E Robot Operating System Market by Robot Type
9.4.5.3.2 U.A.E Robot Operating System Market by End-use Industry
9.4.5.4 Rest of Middle East and Africa Robot Operating System Market
9.4.5.4.1 Rest of Middle East and Africa Robot Operating System Market by Robot Type
9.4.5.4.2 Rest of Middle East and Africa Robot Operating System Market by End-use Industry
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Robot Operating System Market Overview
9.5.2 South and Central America Robot Operating System Market Forecasts and Analysis
9.5.3 South and Central America Robot Operating System Market Forecasts and Analysis - By Robot Type
9.5.4 South and Central America Robot Operating System Market Forecasts and Analysis - By End-use Industry
9.5.5 South and Central America Robot Operating System Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Robot Operating System Market
9.5.5.1.1 Brazil Robot Operating System Market by Robot Type
9.5.5.1.2 Brazil Robot Operating System Market by End-use Industry
9.5.5.2 Argentina Robot Operating System Market
9.5.5.2.1 Argentina Robot Operating System Market by Robot Type
9.5.5.2.2 Argentina Robot Operating System Market by End-use Industry
9.5.5.3 Rest of South and Central America Robot Operating System Market
9.5.5.3.1 Rest of South and Central America Robot Operating System Market by Robot Type
9.5.5.3.2 Rest of South and Central America Robot Operating System Market by End-use Industry
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. ROBOT OPERATING SYSTEM MARKET, KEY COMPANY PROFILES
11.1. ABB LTD.
11.1.1. Key Facts
11.1.2. Business Description
11.1.3. Products and Services
11.1.4. Financial Overview
11.1.5. SWOT Analysis
11.1.6. Key Developments
11.2. CLEARPATH ROBOTICS
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. DENSO CORPORATION
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. FANUC CORPORATION
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. KUKA AG
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. OMRON 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. RETHINK ROBOTICS GMBH
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. UNIVERSAL ROBOTS
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. YASKAWA ELECTRIC CORPORATION
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. ABB Ltd.2. Clearpath Robotics3. DENSO Corporation4. FANUC Corporation5. KUKA AG6. Microsoft Corporation7. Omron Corporation8. Rethink Robotics GmbH9. Universal Robots10. Yaskawa Electric Corporation
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.