Intelligent Wheelchair Market Analysis 2021-2031 | Trends
The Intelligent Wheelchair Market is expected to register a CAGR of 7.5% 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 Type (Pediatric and Bariatric Wheelchairs, Rollators, and Mobility Scooters); End Use (Hospital Use, Home Use, and 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 Intelligent Wheelchair 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.
Intelligent Wheelchair Market Segmentation
Type- Pediatric and Bariatric Wheelchairs
- Rollators
- Mobility Scooters
- Hospital Use
- Home Use
- Others
Strategic Insights
Intelligent Wheelchair Market Growth Drivers- Technological Advancements: The primary driver for the Intelligent Wheelchair market is the rapid advancement in technology. The advancement in robotics, artificial intelligence, and sensor technologies enables the wheelchairs to provide features such as obstacle detection, autonomous navigation, and voice control. These advancements enhance the mobility experience for the users while also promoting independence, thus making intelligent wheelchairs increasingly attractive to consumers and healthcare providers.
- Increasing Aging Population; An increasing population of old people around the world increases the demand for Intelligent Wheelchairs. Aging people have more frequent problems with mobility as they advance in age, and their need for better assistive devices ensures quality life. The intelligent wheelchair provides answers to the needs of its elderly users by offering them innovative functionalities. This simply means that elderly users are able to stay independent, continue with their daily activities, and hence propel market growth.
- Rising Awareness of Disability Rights: Increased awareness about disability rights and inclusion has created more focus on assistive technologies, including Intelligent Wheelchairs. Advocacy for the rights of people with disabilities emphasizes the need for empowering mobility solutions for the users. This cultural shift encourages investments in innovative wheelchair technologies, which fosters a more inclusive society and drives demand for advanced mobility solutions catering to diverse user needs.
- Integration of Smart Technologies: The most dominant trend in the Intelligent Wheelchair market is the use of smart technologies such as IoT and AI. These can monitor and analyze data in real-time, providing feedback to users on their mobility patterns. This will enhance the user experience in terms of navigation, safety, and functionality generally, thereby increasing the demand for intelligent wheelchairs from technology-oriented consumers.
- Customization and Personalization: Customization and personalization trends in the Intelligent Wheelchair market is rising at a very fast pace. Companies are shifting towards provision in customized features such as changing of positions for seating, operation interface, and design that have aesthetics. This would go with the individual demands made by the user thus make comfortable and usable use enhance sense of ownership quite valuable in order to increase usage penetration rate.
- Concentrate on Sustainability: The growing need for sustainability will change the design and manufacturing of Intelligent Wheelchairs. More companies will turn to ecologically friendly materials and energy-efficient technologies in a bid to reduce their footprint on the environment. The trend pleases both environmentally conscious customers and fits within global initiatives toward sustainability, thus also enhancing market reputation and more investment into innovative, sustainable mobility solutions.
- Expansion in Emerging Markets: There is a vast scope in the emerging markets where medical care access is increasing in those regions. As consumers' disposable income increases with the improvement in medical accessibility, the demand for high tech assistive technologies such as Smart Wheelchairs will augment. Companies can capture new customer markets and increase market share while tailoring their products toward the specific needs and preference of these markets.
- Innovative Partnerships With Healthcare Providers: The combination of manufacturers and healthcare service providers is an excellent opportunity for the Intelligent Wheelchair market. With the collaboration between hospitals and rehabilitation centers, companies will be able to understand user needs and preferences. Hence, it will lead to better and user-friendly products in the market. This combination may also enable product testing and endorsement by the healthcare professionals which will further increase credibility among users.
- Development of Advanced Features: This offers the ever-growing possibility of advanced development in Intelligent Wheelchairs, like better AI-powered navigation, smart home devices connections, and health monitoring features. These are integrated to enhance multifunctional mobility solutions to various user needs, making these innovations improve the experience as well as placing the firms at the vanguard of technological change in the marketplace.
Market Report Scope
Key Selling Points
- Comprehensive Coverage: The report comprehensively covers the analysis of products, services, types, and end users of the Intelligent Wheelchair 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 Intelligent Wheelchair 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.
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Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
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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 Intelligent Wheelchair Market is estimated to witness a CAGR of 7.5% from 2023 to 2031
The major factors driving the Intelligent Wheelchair Market are:
1. Technological Advancements
2. Increasing Aging Population
3. Rising Awareness of Disability Rights
North America region dominated the Intelligent Wheelchair Market in 2023
Asia Pacific region dominated the Intelligent Wheelchair Market in 2023
The Pediatric and Bariatric Wheelchairs segment accounts for highest revenue in product the Intelligent Wheelchair Market market in 2023
Medical Depot, Inc., Permobil AB, Pride Mobility Products Ltd, GE HEALTH PRODUCTS, INC, Invacare Corporation, Karman Healthcare, Inc. accounting for higesh market shares and are some of the major players operating in the market
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Intelligent Wheelchair Market - By Type
1.3.2 Intelligent Wheelchair Market - By End Use
1.3.3 Intelligent Wheelchair Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. INTELLIGENT WHEELCHAIR 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. INTELLIGENT WHEELCHAIR 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. INTELLIGENT WHEELCHAIR MARKET - GLOBAL MARKET ANALYSIS
6.1. INTELLIGENT WHEELCHAIR - GLOBAL MARKET OVERVIEW
6.2. INTELLIGENT WHEELCHAIR - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING
7. INTELLIGENT WHEELCHAIR MARKET - REVENUE AND FORECASTS TO 2028 - TYPE
7.1. OVERVIEW
7.2. TYPE MARKET FORECASTS AND ANALYSIS
7.3. PEDIATRIC AND BARIATRIC WHEELCHAIRS
7.3.1. Overview
7.3.2. Pediatric and Bariatric Wheelchairs Market Forecast and Analysis
7.4. ROLLATORS
7.4.1. Overview
7.4.2. Rollators Market Forecast and Analysis
7.5. MOBILITY SCOOTERS
7.5.1. Overview
7.5.2. Mobility Scooters Market Forecast and Analysis
8. INTELLIGENT WHEELCHAIR MARKET - REVENUE AND FORECASTS TO 2028 - END USE
8.1. OVERVIEW
8.2. END USE MARKET FORECASTS AND ANALYSIS
8.3. HOSPITAL USE
8.3.1. Overview
8.3.2. Hospital Use Market Forecast and Analysis
8.4. HOME USE
8.4.1. Overview
8.4.2. Home Use Market Forecast and Analysis
8.5. OTHERS
8.5.1. Overview
8.5.2. Others Market Forecast and Analysis
9. INTELLIGENT WHEELCHAIR MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Intelligent Wheelchair Market Overview
9.1.2 North America Intelligent Wheelchair Market Forecasts and Analysis
9.1.3 North America Intelligent Wheelchair Market Forecasts and Analysis - By Type
9.1.4 North America Intelligent Wheelchair Market Forecasts and Analysis - By End Use
9.1.5 North America Intelligent Wheelchair Market Forecasts and Analysis - By Countries
9.1.5.1 United States Intelligent Wheelchair Market
9.1.5.1.1 United States Intelligent Wheelchair Market by Type
9.1.5.1.2 United States Intelligent Wheelchair Market by End Use
9.1.5.2 Canada Intelligent Wheelchair Market
9.1.5.2.1 Canada Intelligent Wheelchair Market by Type
9.1.5.2.2 Canada Intelligent Wheelchair Market by End Use
9.1.5.3 Mexico Intelligent Wheelchair Market
9.1.5.3.1 Mexico Intelligent Wheelchair Market by Type
9.1.5.3.2 Mexico Intelligent Wheelchair Market by End Use
9.2. EUROPE
9.2.1 Europe Intelligent Wheelchair Market Overview
9.2.2 Europe Intelligent Wheelchair Market Forecasts and Analysis
9.2.3 Europe Intelligent Wheelchair Market Forecasts and Analysis - By Type
9.2.4 Europe Intelligent Wheelchair Market Forecasts and Analysis - By End Use
9.2.5 Europe Intelligent Wheelchair Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Intelligent Wheelchair Market
9.2.5.1.1 Germany Intelligent Wheelchair Market by Type
9.2.5.1.2 Germany Intelligent Wheelchair Market by End Use
9.2.5.2 France Intelligent Wheelchair Market
9.2.5.2.1 France Intelligent Wheelchair Market by Type
9.2.5.2.2 France Intelligent Wheelchair Market by End Use
9.2.5.3 Italy Intelligent Wheelchair Market
9.2.5.3.1 Italy Intelligent Wheelchair Market by Type
9.2.5.3.2 Italy Intelligent Wheelchair Market by End Use
9.2.5.4 Spain Intelligent Wheelchair Market
9.2.5.4.1 Spain Intelligent Wheelchair Market by Type
9.2.5.4.2 Spain Intelligent Wheelchair Market by End Use
9.2.5.5 United Kingdom Intelligent Wheelchair Market
9.2.5.5.1 United Kingdom Intelligent Wheelchair Market by Type
9.2.5.5.2 United Kingdom Intelligent Wheelchair Market by End Use
9.2.5.6 Rest of Europe Intelligent Wheelchair Market
9.2.5.6.1 Rest of Europe Intelligent Wheelchair Market by Type
9.2.5.6.2 Rest of Europe Intelligent Wheelchair Market by End Use
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Intelligent Wheelchair Market Overview
9.3.2 Asia-Pacific Intelligent Wheelchair Market Forecasts and Analysis
9.3.3 Asia-Pacific Intelligent Wheelchair Market Forecasts and Analysis - By Type
9.3.4 Asia-Pacific Intelligent Wheelchair Market Forecasts and Analysis - By End Use
9.3.5 Asia-Pacific Intelligent Wheelchair Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Intelligent Wheelchair Market
9.3.5.1.1 Australia Intelligent Wheelchair Market by Type
9.3.5.1.2 Australia Intelligent Wheelchair Market by End Use
9.3.5.2 China Intelligent Wheelchair Market
9.3.5.2.1 China Intelligent Wheelchair Market by Type
9.3.5.2.2 China Intelligent Wheelchair Market by End Use
9.3.5.3 India Intelligent Wheelchair Market
9.3.5.3.1 India Intelligent Wheelchair Market by Type
9.3.5.3.2 India Intelligent Wheelchair Market by End Use
9.3.5.4 Japan Intelligent Wheelchair Market
9.3.5.4.1 Japan Intelligent Wheelchair Market by Type
9.3.5.4.2 Japan Intelligent Wheelchair Market by End Use
9.3.5.5 South Korea Intelligent Wheelchair Market
9.3.5.5.1 South Korea Intelligent Wheelchair Market by Type
9.3.5.5.2 South Korea Intelligent Wheelchair Market by End Use
9.3.5.6 Rest of Asia-Pacific Intelligent Wheelchair Market
9.3.5.6.1 Rest of Asia-Pacific Intelligent Wheelchair Market by Type
9.3.5.6.2 Rest of Asia-Pacific Intelligent Wheelchair Market by End Use
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Intelligent Wheelchair Market Overview
9.4.2 Middle East and Africa Intelligent Wheelchair Market Forecasts and Analysis
9.4.3 Middle East and Africa Intelligent Wheelchair Market Forecasts and Analysis - By Type
9.4.4 Middle East and Africa Intelligent Wheelchair Market Forecasts and Analysis - By End Use
9.4.5 Middle East and Africa Intelligent Wheelchair Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Intelligent Wheelchair Market
9.4.5.1.1 South Africa Intelligent Wheelchair Market by Type
9.4.5.1.2 South Africa Intelligent Wheelchair Market by End Use
9.4.5.2 Saudi Arabia Intelligent Wheelchair Market
9.4.5.2.1 Saudi Arabia Intelligent Wheelchair Market by Type
9.4.5.2.2 Saudi Arabia Intelligent Wheelchair Market by End Use
9.4.5.3 U.A.E Intelligent Wheelchair Market
9.4.5.3.1 U.A.E Intelligent Wheelchair Market by Type
9.4.5.3.2 U.A.E Intelligent Wheelchair Market by End Use
9.4.5.4 Rest of Middle East and Africa Intelligent Wheelchair Market
9.4.5.4.1 Rest of Middle East and Africa Intelligent Wheelchair Market by Type
9.4.5.4.2 Rest of Middle East and Africa Intelligent Wheelchair Market by End Use
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Intelligent Wheelchair Market Overview
9.5.2 South and Central America Intelligent Wheelchair Market Forecasts and Analysis
9.5.3 South and Central America Intelligent Wheelchair Market Forecasts and Analysis - By Type
9.5.4 South and Central America Intelligent Wheelchair Market Forecasts and Analysis - By End Use
9.5.5 South and Central America Intelligent Wheelchair Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Intelligent Wheelchair Market
9.5.5.1.1 Brazil Intelligent Wheelchair Market by Type
9.5.5.1.2 Brazil Intelligent Wheelchair Market by End Use
9.5.5.2 Argentina Intelligent Wheelchair Market
9.5.5.2.1 Argentina Intelligent Wheelchair Market by Type
9.5.5.2.2 Argentina Intelligent Wheelchair Market by End Use
9.5.5.3 Rest of South and Central America Intelligent Wheelchair Market
9.5.5.3.1 Rest of South and Central America Intelligent Wheelchair Market by Type
9.5.5.3.2 Rest of South and Central America Intelligent Wheelchair Market by End Use
10. IMPACT OF COVID-19 PANDEMIC ON GLOBAL INTELLIGENT WHEELCHAIR MARKET
10.1 North America
10.2 Europe
10.3 Asia-Pacific
10.4 Middle East and Africa
10.5 South and Central America
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. INTELLIGENT WHEELCHAIR MARKET, KEY COMPANY PROFILES
12.1. MEDICAL DEPOT, INC.
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. PERMOBIL AB
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. PRIDE MOBILITY PRODUCTS LTD
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. GE HEALTH PRODUCTS, INC
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. INVACARE 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. KARMAN HEALTHCARE, INC.
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. LEVO AG
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. MEYRA GMBH
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. OTTOBOCK
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. WHILL INC.
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. Medical Depot, Inc.
2. Permobil AB
3. Pride Mobility Products Ltd
4. GE HEALTH PRODUCTS, INC
5. Invacare Corporation
6. Karman Healthcare, Inc.
7. LEVO AG
8. MEYRA GmbH
9. Ottobock
10. WHILL Inc.
11. Sunrise Medical
12. Antano Group
13. 21st Century SCIENTIFIC Inc.
14. Hoveround Corporation
15. Merits Health Products
16. Ostrich Mobility
17. KrosMedical Europe
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.