The global pen needles market estimated to grow at a CAGR of 4.6% during the forecast period from 2018 to 2025. The market for Pen needles was valued at USD 1,603.8 Mn in 2017 and is estimated to reach US$ 2,280.6 Mn by 2025.
The global pen needles market is segmented on the basis of type, therapy, and length and geography. On the basis of type, the market is segmented into standard pen needles and safety pen needles. On the basis of therapy, the market is segmented into insulin therapy, GLP-1 therapy and growth hormone therapy. Based on length, the global pen needles market is segmented into 4mm, 5mm, 6mm, 8mm, 10mm, and 12mm.
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The pen needles market is aimed to describe, define and estimate the forecast for market size of the pen needles till 2025. The report strategically analyzes macro and micro-markets to entail the major factors impacting the growth of the global pen needles market. The market report for pen needles is appropriate to cater the needs and demands of various stakeholders that include manufacturers, distributors and suppliers of pen needles, public and private hospitals, academic medical centers and teaching hospitals, privately practicing physicians and surgeons, medical institutes, research centers and other academic hostilities, pharmacies, ambulatory surgical centers and other distribution channels.
Europe is expected to be the dominant region in the global pen needles market. This dominance is primarily driven by the increasing Prevalence of diabetes is increasing among all ages in the European Region, majorly due to increase in overweight & obesity, unhealthy diet and physical inactivity.
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Pen Needles Market: Strategic Insights
Market Size Value in US$ 1,603.8 Million in 2017 Market Size Value by US$ 2,280.6 Million by 2025 Growth rate CAGR of 4.6% from 2018-2025 Forecast Period 2018-2025 Base Year 2017
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Pen Needles Market: Strategic Insights
| Market Size Value in | US$ 1,603.8 Million in 2017 |
| Market Size Value by | US$ 2,280.6 Million by 2025 |
| Growth rate | CAGR of 4.6% from 2018-2025 |
| Forecast Period | 2018-2025 |
| Base Year | 2017 |
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According to the International Diabetes Federation (IDF) Europe, in 2017, there were 7.476.800 cases of diabetes in Germany. Moreover, approximately 270,000 new cases are recorded in Germany each year. This is expected to drive the market for overall pen needles in this country. On the other hand, Asia Pacific is expected to witness significant growth in the market owing to factors such as increasing focus of market players developing novel products at affordable prices, developing healthcare infrastructure and massive pool of diabetic prevalent population.
The major players operating in the market of pen needles include BD, Novo Nordisk A/S, YPSOMED AG, B. Braun Melsungen AG, Owen Mumford, Ltd., HTL-Strefa S.A., Ultimed, Inc., Terumo Corporation, Allison Medical, Inc., and Artsana S.p.A. among others. The global pen needles market is highly competitive and driven by large number of novel product launches and approvals. For instance, in May 2018, Hindustan Syringes and Medical Devices (HMD), one of the leading manufacturers of disposable syringes introduced “Dispovan” insulin pen needle which is the first made-in-India disposable pen needle that is technologically efficient and affordable than that of the currently available products in the market.
Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
Segment Covered
Type, Therapy, Length, and Geography
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
US, Canada, Mexico, UK, Germany, Spain, Italy, France, India, China, Japan, South Korea, Australia, UAE, Saudi Arabia, South Africa, Brazil, Argentina
Table of Contents
1 Introduction
1.1 Scope of Study
1.2 The Insight Partners Research Report Guidance
2 Key Takeaways
3 Pen Needles Market Landscape
3.1 Market Overview
3.2 Market Segmentation
3.2.1 Pen Needles Market – By Type
3.2.2 Pen Needles Market – By Therapy
3.2.3 Pen Needles Market – By Length
3.2.4 Pen Needles Market – By Region
3.2.4.1 By Countries
3.3 PEST Analysis
3.3.1 North America – PEST Analysis
3.3.2 Europe – PEST Analysis
3.3.3 Asia Pacific – PEST Analysis
3.3.4 Middle East and Africa – PEST Analysis
3.3.5 South and Central America – PEST Analysis
4 Pen Needles Market – Key Industry Dynamics
4.1 Key Market Drivers
4.2 Key Market Restraints
4.3 Key Market Opportunities
4.4 Future Trends
4.5 Impact Analysis
5 Pen Needles Market Analysis- Global
5.1 Global Pen Needles Market Overview
5.2 Global Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
5.3 Global Pen Needles Market Volume Forecasts and Analysis (‘000 units)
5.4 Market Positioning/Market Share
5.5 Performance of Key Players
5.6 Expert Opinions
6 Pen Needles Market –Global Regulatory Scenario
6.1 Overview
6.2 North America
6.2.1 US
6.2.2 Canada
6.2.3 Mexico
6.3 Europe
6.3.1 UK
6.3.2 Germany
6.3.3 France
6.4 Asia Pacific
6.4.1 Japan
6.4.2 China
6.4.3 India
6.5 Middle East & Africa
6.5.1 UAE
6.5.2 Saudi Arabia
6.5.3 South Africa
6.6 South and Central America
6.6.1 Brazil
7 Pen Needles Market Revenue and Forecasts to 2025 – Type (US$ Mn)
7.1 Overview
7.2 Type Market Forecasts and Analysis
7.3 Standard Pen Needles Market
7.3.1 Overview
7.3.2 Standard Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
7.3.3 Standard Pen Needles Market Volume Forecasts and Analysis (‘000 units)
7.4 Safety Pen Needles Market
7.4.1 Overview
7.4.2 Safety Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
7.4.3 Safety Pen Needles Market Volume Forecasts and Analysis (‘000 units)
8 Pen Needles Market Revenue and Forecasts to 2025 – Therapy (US$ Mn)
8.1 Overview
8.2 Therapy Market Forecasts and Analysis
8.3 Insulin Therapy Market
8.3.1 Overview
8.3.2 Insulin Therapy Market Revenue Forecasts and Analysis (US$ Mn)
8.4 GLP-1 Therapy Market
8.4.1 Overview
8.4.2 GLP-1 Therapy Market Revenue Forecasts and Analysis (US$ Mn)
8.5 Growth Hormone Therapy Market
8.5.1 Overview
8.5.2 Growth Hormone Therapy Market Revenue Forecasts and Analysis (US$ Mn)
9 Pen Needles Market Revenue and Forecasts to 2025 – Length (US$ Mn)
9.1 Overview
9.2 Length Market Forecasts and Analysis
9.3 4mm Market
9.3.1 Overview
9.3.2 4 mm Market Revenue Forecasts and Analysis (US$ Mn)
9.4 5mm Market
9.4.1 Overview
9.4.2 5mm Market Revenue Forecasts and Analysis (US$ Mn)
9.5 6mm Market
9.5.1 Overview
9.5.2 6mm Market Revenue Forecasts and Analysis (US$ Mn)
9.6 8mm Market
9.6.1 Overview
9.6.2 8mm Market Revenue Forecasts and Analysis (US$ Mn)
9.7 10mm Market
9.7.1 Overview
9.7.2 10mm Market Revenue Forecasts and Analysis (US$ Mn)
9.8 12mm Market
9.8.1 Overview
9.8.2 12mm Market Revenue Forecasts and Analysis (US$ Mn)
10 North America Pen Needles Market Revenue and Forecasts to 2025 – Country Analysis
10.1 North America Pen Needles Market Overview
10.2 North America Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
10.3 North America Pen Needles Market Volume Forecasts and Analysis (‘000 units)
10.4 North America Market Forecasts and Analysis – By Type
10.5 North America Market Forecasts and Analysis – By Therapy
10.6 North America Market Forecasts and Analysis – By Length
10.7 North America Market Forecasts and Analysis – By Countries
10.8 US Market Overview
10.8.1 US Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
10.8.2 US Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
10.8.3 US Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
10.8.4 US Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
10.9 Canada Market Overview
10.9.1 Canada Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
10.9.2 Canada Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
10.9.3 Canada Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
10.9.4 Canada Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
10.10 Mexico Market Overview
10.10.1 Mexico Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
10.10.2 Mexico Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
10.10.3 Mexico Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
10.10.4 Mexico Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
11 Europe Pen Needles Market Revenue and Forecasts to 2025 – Country Analysis
11.1 Europe Pen Needles Market Overview
11.2 Europe Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
11.3 Europe Pen Needles Market Volume Forecasts and Analysis (‘000 units)
11.4 Europe Market Forecasts and Analysis – By Type
11.5 Europe Market Forecasts and Analysis – By Therapy
11.6 Europe Market Forecasts and Analysis – By Length
11.7 Europe Market Forecasts and Analysis – By Countries
11.8 UK Market Overview
11.8.1 UK Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
11.8.2 UK Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
11.8.3 UK Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
11.8.4 UK Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
11.9 Germany Market Overview
11.9.1 Germany Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
11.9.2 Germany Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
11.9.3 Germany Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
11.9.4 Germany Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
11.10 France Market Overview
11.10.1 France Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
11.10.2 France Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
11.10.3 France Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
11.10.4 France Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
12 Asia Pacific Pen Needles Market Revenue and Forecasts to 2025 – Country Analysis
12.1 Asia pacific (APAC)
12.2 Asia Pacific Pen Needles Market Overview
12.3 Asia Pacific Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
12.4 Asia Pacific Pen Needles Market Volume Forecasts and Analysis (‘000 units)
12.5 Asia Pacific Market Forecasts and Analysis – By Type
12.6 Asia Pacific Market Forecasts and Analysis – By Therapy
12.7 Asia Pacific Market Forecasts and Analysis – By Length
12.8 Asia Pacific Market Forecasts and Analysis – By Countries
12.9 Japan Market Overview
12.9.1 Japan Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
12.9.2 Japan Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
12.9.3 Japan Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
12.9.4 Japan Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
12.10 China Market Overview
12.10.1 China Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
12.10.2 China Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
12.10.3 China Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
12.10.4 China Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
12.11 India Market Overview
12.11.1 India Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
12.11.2 India Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
12.11.3 India Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
12.11.4 India Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
13 Middle East and Africa (MEA) Pen Needles Market Revenue and Forecasts to 2025 – Geographical Analysis
13.1 Middle East and Africa (MEA) Pen Needles Market Overview
13.2 Middle East & Africa (MEA) Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
13.3 Middle East and Africa (MEA) Pen Needles Market Volume Forecasts and Analysis (‘000 units)
13.4 Middle East and Africa (MEA) Market Forecasts and Analysis – By Type
13.5 Middle East and Africa (MEA) Market Forecasts and Analysis – By Therapy
13.6 Middle East and Africa (MEA) Market Forecasts and Analysis – By Length
13.7 Middle East and Africa (MEA) Market Forecasts and Analysis – By Countries
13.8 South Africa Market Overview
13.8.1 South Africa Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
13.8.2 South Africa Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
13.8.3 South Africa Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
13.8.4 South Africa Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
13.9 Saudi Arabia Market Overview
13.9.1 Saudi Arabia Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
13.9.2 Saudi Arabia Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
13.9.3 Saudi Arabia Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
13.9.4 Saudi Arabia Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
13.10 UAE Market Overview
13.10.1 UAE Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
13.10.2 UAE Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
13.10.3 UAE Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
13.10.4 UAE Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
14 South and Central America Pen Needles Market Revenue and Forecasts to 2025 – Geographical Analysis
14.1 South and Central America Pen Needles Market Overview
14.2 South and Central America Pen Needles Market Revenue Forecasts and Analysis (US$ Mn)
14.3 South and Central America Pen Needles Market Volume Forecasts and Analysis (‘000 units)
14.4 South and Central America Market Forecasts and Analysis – By Type
14.5 South and Central America Market Forecasts and Analysis – By Therapy
14.6 South and Central America Market Forecasts and Analysis – By Length
14.7 South and Central America Market Forecasts and Analysis – By Countries
14.8 Brazil Market Overview
14.8.1 Brazil Pen Needles Market Revenue Forecasts and Analysis-By Type (US$ Mn)
14.8.2 Brazil Pen Needles Market Volume Forecasts and Analysis-By Type (‘000 units)
14.8.3 Brazil Pen Needles Market Revenue Forecasts and Analysis-By Therapy (US$ Mn)
14.8.4 Brazil Pen Needles Market Revenue Forecasts and Analysis-By Length (US$ Mn)
15 Industry Landscape
15.1 Organic Growth Strategies
15.1.1 New Type Launches
15.1.2 Marketing & Promotional Activities
15.2 Inorganic Growth Strategies
15.2.1 Partnerships, Collaborations, and Joint Ventures
15.2.2 Mergers & Acquisitions
15.2.3 Geographic Expansions
16 Pen Needles Market, Key Company Profiles
16.1 Novo Nordisk A/S
16.1.1 Key Facts
16.1.2 Business Description
16.1.3 Financial Overview
16.1.4 Product Portfolio
16.1.5 Product Pipeline
16.1.6 SWOT Analysis
16.1.7 Key Developments
16.2 Becton, Dickinson and Company
16.2.1 Key Facts
16.2.2 Business Description
16.2.3 Financial Overview
16.2.4 Product Portfolio
16.2.5 Product Pipeline
16.2.6 SWOT Analysis
16.2.7 Key Developments
16.3 Ypsomed Holding AG
16.3.1 Key Facts
16.3.2 Business Description
16.3.3 Financial Overview
16.3.4 Product Portfolio
16.3.5 Product Pipeline
16.3.6 SWOT Analysis
16.3.7 Key Developments
16.4 Owen Mumford, Ltd.
16.4.1 Key Facts
16.4.2 Business Description
16.4.3 Financial Overview
16.4.4 Product Portfolio
16.4.5 Product Pipeline
16.4.6 SWOT Analysis
16.4.7 Key Developments
16.5 HTL-Strefa S.A.
16.5.1 Key Facts
16.5.2 Business Description
16.5.3 Financial Overview
16.5.4 Product Portfolio
16.5.5 Product Pipeline
16.5.6 SWOT Analysis
16.5.7 Key Developments
16.6 B. Braun Melsungen
16.6.1 Key Facts
16.6.2 Business Description
16.6.3 Financial Overview
16.6.4 Product Portfolio
16.6.5 Product Pipeline
16.6.6 SWOT Analysis
16.6.7 Key Developments
16.7 Ultimed, Inc. (LDI, Ltd.)
16.7.1 Key Facts
16.7.2 Business Description
16.7.3 Financial Overview
16.7.4 Product Portfolio
16.7.5 Product Pipeline
16.7.6 SWOT Analysis
16.7.7 Key Developments
16.8 Terumo Corporation
16.8.1 Key Facts
16.8.2 Business Description
16.8.3 Financial Overview
16.8.4 Product Portfolio
16.8.5 Product Pipeline
16.8.6 SWOT Analysis
16.8.7 Key Developments
16.9 Allison Medical, Inc.
16.9.1 Key Facts
16.9.2 Business Description
16.9.3 Financial Overview
16.9.4 Product Portfolio
16.9.5 Product Pipeline
16.9.6 SWOT Analysis
16.9.7 Key Developments
16.10 Artsana S.P.A.
16.10.1 Key Facts
16.10.2 Business Description
16.10.3 Financial Overview
16.10.4 Product Portfolio
16.10.5 Product Pipeline
16.10.6 SWOT Analysis
16.10.7 Key Developments
17 Appendix
17.1 About The Insight Partners
17.2 Glossary of Terms
17.3 Research Methodology
The List of Companies
1. BD
2. Novo Nordisk A/S
3. YPSOMED AG
4. Braun Melsungen AG
5. Owen Mumford, Ltd.
6. HTL-Strefa S.A.
7. Ultimed, Inc.
8. Terumo Corporation
9. Allison Medical, Inc.
10. Artsana S.p.A.
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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