Mobile Imaging Services Market Dynamics - 2021 to 2031
The Mobile Imaging Services Market is expected to register a CAGR of 7.1% from 2023 to 2031, with a market size expanding from US$ XX million in 2023 to US$ XX Million by 2031.
The report presents an analysis based on Product Type (X-ray, CT, Ultrasound, MRI, Mammography, Nuclear Imaging); End User (Hospitals and Private Clinics, Home Healthcare). The global analysis is further broken-down at regional level and major countries. The market size and forecast at global, regional, and country levels for all the key market segments are covered under the scope. The report offers the value in USD for the above analysis and segments. The report provides key statistics on the market status of the key market players and offers market trends and opportunities.
Purpose of the ReportThe report Mobile Imaging Services 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.
Mobile Imaging Services Market Segmentation
Product Type- X-ray
- CT
- Ultrasound
- MRI
- Mammography
- Nuclear Imaging
- Hospitals and Private Clinics
- Home Healthcare
Strategic Insights
Mobile Imaging Services Market Growth Drivers- Increased Demand for Convenient Healthcare: As people require easy health, the market for mobile imaging services is supposed to increase progressively. Patients now require services that provide them with flexibility and accessibility; thus, it enables the patient to undergo imaging tests without necessarily traveling to traditional medical facilities. Therefore, it enables mobile imaging units to cater to this need in order to increase patient satisfaction and a smooth process for diagnostic procedures.
- Advancement of imaging equipment technology: Advances in imaging equipment technology have fueled the growing mobile imaging services. MRI and ultrasound machines with the portability convenience can assist in the provision of quality images almost everywhere. Improvements in mobile imaging units enhance their capabilities making them not only more efficient but also more effective. The demand for mobile imaging services is likely to grow along with improving technology because of better accuracy in diagnostics.
- Aging Population and Onset of Chronic Disorders: The proportion of old-aged people and the increasing incidents of chronic disorders have presented a major force behind the mobile imaging services market. Older adults need frequent imaging to deal with diseases such as cardiovascular diseases and cancer, and mobile imaging services proves to be a practical solution. These services meet the needs of this demographic by having accessible and timely options for imaging thus pushing the market high.
- Artificial intelligence adoption: Adoption of artificial intelligence is among the most observed trends in the mobile imaging services market. AI technologies are applied not only to image interpretation and diagnostic accuracy but also to improve efficiency and speed up the process. These technologies help radiologists with analyzing images, which implies faster and more accurate results. There is a potential for further adoption of this technology as AI continues to evolve.
- Increased Collaboration with Healthcare Providers: Collaboration between mobile imaging service providers and healthcare facilities seems to increase. The partnerships are designed to bring the providers more opportunities in their services, enhance workflows, and improve service delivery to patients. Integrating mobile imaging services into an already established network of health care providers allows the provider to offer comprehensive services that can satisfy the needs of patients in better ways, thus promoting growth and market expansion.
- Focus on Patient-Centric Services: The mobile imaging services market is being changed by a shift toward patient-centric services. Providers are giving greater priority to the comfort and convenience of patients when scheduling services, providing personalized care, and conducting on-site consultations. In healthcare, more broadly, there is a transition toward improving the experience of the patient, with comfort and satisfaction that ultimately reflect into good loyalty. Therefore, mobile imaging services are becoming popular among many patients.
- Expansion of Telehealth Integration: With mobile imaging services aligned with telehealth, the growth potential is tremendous. Imaging services merged with virtual consultations make patients more convenient and accessible to remote health solutions as they move toward healthcare. It also opens real-time diagnoses and treatment plans; therefore, mobilizes mobile imaging into the core and heart of modern health delivery systems. This thus leads to an increased demand and further market outreach.
- Rising Incidence of Chronic Diseases: The growing chronic disease trend, including cancers and cardiovascular conditions, presents a remarkable opportunity for the mobile imaging services market. Thus, with this need to monitor and diagnose chronic diseases through repeated imaging, mobile services can be provided in a timely and accessible manner to patients. This also deals with the rising health care needs but places mobile imaging as an essential solution when it comes to managing chronically affected health.
- Advanced Imaging Technologies: Advances in portable MRI, high resolution ultrasound, and other advanced imaging technologies can support an increase in the mobile imaging services market. New technologies bring higher quality and more varieties of services that can be delivered on-location, thus attractive to health care providers and patients alike. Further advancements will only increase mobile imaging services' ability to meet diverse
Market Report Scope
Key Selling Points
- Comprehensive Coverage: The report comprehensively covers the analysis of products, services, types, and end users of the Mobile Imaging Services 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 Mobile Imaging Services 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
Cobalt Health, Front Mobile Imaging, Digirad Corporation, InHealth Group Ltd., Alliance HealthCare Services
Artificial intelligence adoption is likely to remain the key trend during the forecast period.
North America dominated the Mobile Imaging Services Market in 2023
The market drivers include the Increased Demand for Convenient Healthcare, Advancement of imaging equipment technology, Aging Population and Onset of Chronic Disorders
Asia Pacific region is likely to witness the fastest growth rate during the forecast period.
The Mobile Imaging Services Market is estimated to witness a CAGR of 7.1% from 2023 to 2031
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Mobile Imaging Services Market - By Product Type
1.3.2 Mobile Imaging Services Market - By End User
1.3.3 Mobile Imaging Services Market - By Region
1.3.3.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. MOBILE IMAGING SERVICES 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. MOBILE IMAGING SERVICES 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. MOBILE IMAGING SERVICES MARKET - GLOBAL MARKET ANALYSIS
6.1. MOBILE IMAGING SERVICES - GLOBAL MARKET OVERVIEW
6.2. MOBILE IMAGING SERVICES - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. MOBILE IMAGING SERVICES MARKET - REVENUE AND FORECASTS TO 2028 - PRODUCT TYPE
7.1. OVERVIEW
7.2. PRODUCT TYPE MARKET FORECASTS AND ANALYSIS
7.3. X-RAY
7.3.1. Overview
7.3.2. X-ray Market Forecast and Analysis
7.4. CT
7.4.1. Overview
7.4.2. CT Market Forecast and Analysis
7.5. ULTRASOUND
7.5.1. Overview
7.5.2. Ultrasound Market Forecast and Analysis
7.6. MRI
7.6.1. Overview
7.6.2. MRI Market Forecast and Analysis
7.7. MAMMOGRAPHY
7.7.1. Overview
7.7.2. Mammography Market Forecast and Analysis
7.8. NUCLEAR IMAGING
7.8.1. Overview
7.8.2. Nuclear Imaging Market Forecast and Analysis
8. MOBILE IMAGING SERVICES MARKET - REVENUE AND FORECASTS TO 2028 - END USER
8.1. OVERVIEW
8.2. END USER MARKET FORECASTS AND ANALYSIS
8.3. HOSPITALS AND PRIVATE CLINICS
8.3.1. Overview
8.3.2. Hospitals and Private Clinics Market Forecast and Analysis
8.4. HOME HEALTHCARE
8.4.1. Overview
8.4.2. Home Healthcare Market Forecast and Analysis
9. MOBILE IMAGING SERVICES MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
9.1. NORTH AMERICA
9.1.1 North America Mobile Imaging Services Market Overview
9.1.2 North America Mobile Imaging Services Market Forecasts and Analysis
9.1.3 North America Mobile Imaging Services Market Forecasts and Analysis - By Product Type
9.1.4 North America Mobile Imaging Services Market Forecasts and Analysis - By End User
9.1.5 North America Mobile Imaging Services Market Forecasts and Analysis - By Countries
9.1.5.1 United States Mobile Imaging Services Market
9.1.5.1.1 United States Mobile Imaging Services Market by Product Type
9.1.5.1.2 United States Mobile Imaging Services Market by End User
9.1.5.2 Canada Mobile Imaging Services Market
9.1.5.2.1 Canada Mobile Imaging Services Market by Product Type
9.1.5.2.2 Canada Mobile Imaging Services Market by End User
9.1.5.3 Mexico Mobile Imaging Services Market
9.1.5.3.1 Mexico Mobile Imaging Services Market by Product Type
9.1.5.3.2 Mexico Mobile Imaging Services Market by End User
9.2. EUROPE
9.2.1 Europe Mobile Imaging Services Market Overview
9.2.2 Europe Mobile Imaging Services Market Forecasts and Analysis
9.2.3 Europe Mobile Imaging Services Market Forecasts and Analysis - By Product Type
9.2.4 Europe Mobile Imaging Services Market Forecasts and Analysis - By End User
9.2.5 Europe Mobile Imaging Services Market Forecasts and Analysis - By Countries
9.2.5.1 Germany Mobile Imaging Services Market
9.2.5.1.1 Germany Mobile Imaging Services Market by Product Type
9.2.5.1.2 Germany Mobile Imaging Services Market by End User
9.2.5.2 France Mobile Imaging Services Market
9.2.5.2.1 France Mobile Imaging Services Market by Product Type
9.2.5.2.2 France Mobile Imaging Services Market by End User
9.2.5.3 Italy Mobile Imaging Services Market
9.2.5.3.1 Italy Mobile Imaging Services Market by Product Type
9.2.5.3.2 Italy Mobile Imaging Services Market by End User
9.2.5.4 Spain Mobile Imaging Services Market
9.2.5.4.1 Spain Mobile Imaging Services Market by Product Type
9.2.5.4.2 Spain Mobile Imaging Services Market by End User
9.2.5.5 United Kingdom Mobile Imaging Services Market
9.2.5.5.1 United Kingdom Mobile Imaging Services Market by Product Type
9.2.5.5.2 United Kingdom Mobile Imaging Services Market by End User
9.2.5.6 Rest of Europe Mobile Imaging Services Market
9.2.5.6.1 Rest of Europe Mobile Imaging Services Market by Product Type
9.2.5.6.2 Rest of Europe Mobile Imaging Services Market by End User
9.3. ASIA-PACIFIC
9.3.1 Asia-Pacific Mobile Imaging Services Market Overview
9.3.2 Asia-Pacific Mobile Imaging Services Market Forecasts and Analysis
9.3.3 Asia-Pacific Mobile Imaging Services Market Forecasts and Analysis - By Product Type
9.3.4 Asia-Pacific Mobile Imaging Services Market Forecasts and Analysis - By End User
9.3.5 Asia-Pacific Mobile Imaging Services Market Forecasts and Analysis - By Countries
9.3.5.1 Australia Mobile Imaging Services Market
9.3.5.1.1 Australia Mobile Imaging Services Market by Product Type
9.3.5.1.2 Australia Mobile Imaging Services Market by End User
9.3.5.2 China Mobile Imaging Services Market
9.3.5.2.1 China Mobile Imaging Services Market by Product Type
9.3.5.2.2 China Mobile Imaging Services Market by End User
9.3.5.3 India Mobile Imaging Services Market
9.3.5.3.1 India Mobile Imaging Services Market by Product Type
9.3.5.3.2 India Mobile Imaging Services Market by End User
9.3.5.4 Japan Mobile Imaging Services Market
9.3.5.4.1 Japan Mobile Imaging Services Market by Product Type
9.3.5.4.2 Japan Mobile Imaging Services Market by End User
9.3.5.5 South Korea Mobile Imaging Services Market
9.3.5.5.1 South Korea Mobile Imaging Services Market by Product Type
9.3.5.5.2 South Korea Mobile Imaging Services Market by End User
9.3.5.6 Rest of Asia-Pacific Mobile Imaging Services Market
9.3.5.6.1 Rest of Asia-Pacific Mobile Imaging Services Market by Product Type
9.3.5.6.2 Rest of Asia-Pacific Mobile Imaging Services Market by End User
9.4. MIDDLE EAST AND AFRICA
9.4.1 Middle East and Africa Mobile Imaging Services Market Overview
9.4.2 Middle East and Africa Mobile Imaging Services Market Forecasts and Analysis
9.4.3 Middle East and Africa Mobile Imaging Services Market Forecasts and Analysis - By Product Type
9.4.4 Middle East and Africa Mobile Imaging Services Market Forecasts and Analysis - By End User
9.4.5 Middle East and Africa Mobile Imaging Services Market Forecasts and Analysis - By Countries
9.4.5.1 South Africa Mobile Imaging Services Market
9.4.5.1.1 South Africa Mobile Imaging Services Market by Product Type
9.4.5.1.2 South Africa Mobile Imaging Services Market by End User
9.4.5.2 Saudi Arabia Mobile Imaging Services Market
9.4.5.2.1 Saudi Arabia Mobile Imaging Services Market by Product Type
9.4.5.2.2 Saudi Arabia Mobile Imaging Services Market by End User
9.4.5.3 U.A.E Mobile Imaging Services Market
9.4.5.3.1 U.A.E Mobile Imaging Services Market by Product Type
9.4.5.3.2 U.A.E Mobile Imaging Services Market by End User
9.4.5.4 Rest of Middle East and Africa Mobile Imaging Services Market
9.4.5.4.1 Rest of Middle East and Africa Mobile Imaging Services Market by Product Type
9.4.5.4.2 Rest of Middle East and Africa Mobile Imaging Services Market by End User
9.5. SOUTH AND CENTRAL AMERICA
9.5.1 South and Central America Mobile Imaging Services Market Overview
9.5.2 South and Central America Mobile Imaging Services Market Forecasts and Analysis
9.5.3 South and Central America Mobile Imaging Services Market Forecasts and Analysis - By Product Type
9.5.4 South and Central America Mobile Imaging Services Market Forecasts and Analysis - By End User
9.5.5 South and Central America Mobile Imaging Services Market Forecasts and Analysis - By Countries
9.5.5.1 Brazil Mobile Imaging Services Market
9.5.5.1.1 Brazil Mobile Imaging Services Market by Product Type
9.5.5.1.2 Brazil Mobile Imaging Services Market by End User
9.5.5.2 Argentina Mobile Imaging Services Market
9.5.5.2.1 Argentina Mobile Imaging Services Market by Product Type
9.5.5.2.2 Argentina Mobile Imaging Services Market by End User
9.5.5.3 Rest of South and Central America Mobile Imaging Services Market
9.5.5.3.1 Rest of South and Central America Mobile Imaging Services Market by Product Type
9.5.5.3.2 Rest of South and Central America Mobile Imaging Services Market by End User
10. IMPACT OF COVID-19 PANDEMIC ON GLOBAL MOBILE IMAGING SERVICES 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. MOBILE IMAGING SERVICES MARKET, KEY COMPANY PROFILES
12.1. COBALT HEALTH
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. FRONT MOBILE IMAGING
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. DIGIRAD CORPORATION
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. INHEALTH GROUP LTD.
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. ALLIANCE HEALTHCARE SERVICES
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. NUFFIELD HEALTH
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. CARESTREAM HEALTH
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. ACCURATE IMAGING, INC.
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. ATLANTIC MEDICAL IMAGING
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. AXIOM MOBILE IMAGING
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. Cobalt Health
2. Front Mobile Imaging
3. Digirad Corporation
4. InHealth Group Ltd.
5. Alliance HealthCare Services
6. Nuffield Health
7. Carestream Health
8. Accurate Imaging, Inc.
9. Atlantic Medical Imaging
10. Axiom Mobile Imaging
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.