Air Conditioning Systems Market [2021-2031] - Size and Share
The Air Conditioning Systems Market is expected to register a CAGR of 6.3% 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 Product (Room air conditioners, Packaged air conditioners, Split air conditioners, Mini split air conditioners, Ductless air conditioners, Terminal air conditioners, Central air conditioners, Portable air conditioners, and Packaged central air conditioners); Sales Channel (B2B Sales, Authorized Retail Stores, Electronic stores, and Online); and End-Use (Industrial, Residential, and Commercial). 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 Air Conditioning Systems 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.
Air Conditioning Systems Market Segmentation
Product- Room air conditioners
- Packaged air conditioners
- Split air conditioners
- Mini split air conditioners
- Ductless air conditioners
- Terminal air conditioners
- Central air conditioners
- Portable air conditioners
- Packaged central air conditioners
- B2B Sales
- Authorized Retail Stores
- Electronic stores
- Online
- Industrial
- Residential
- Commercial
- North America
- Europe
- Asia-Pacific
- South and Central America
- Middle East and Africa
- North America
- Europe
- Asia-Pacific
- South and Central America
- Middle East and Africa
Strategic Insights
Air Conditioning Systems Market Growth Drivers- Rising Global Temperatures: The increasing global temperatures, driven by climate change, are a key driver for the air conditioning (AC) market. As summers become hotter and heatwaves more frequent, demand for reliable cooling solutions has surged. This is particularly evident in regions experiencing extreme temperature fluctuations, leading to greater adoption of air conditioning systems for residential, commercial, and industrial use.
- Urbanization and Infrastructure Development: Rapid urbanization and infrastructure development in emerging economies are fueling the growth of the air conditioning market. As cities expand and the demand for modern, comfortable living and working environments rises, AC systems have become essential in residential buildings, commercial spaces, and large-scale developments, driving market growth.
- Increasing Adoption of Energy-Efficient AC Systems: A growing trend in the air conditioning market is the shift towards energy-efficient systems. With rising energy costs and environmental concerns, consumers and businesses are opting for AC units with higher energy efficiency ratings. The development of inverter technology and the introduction of energy-efficient refrigerants are helping reduce power consumption, thus lowering operational costs and environmental impact.
- Smart and Connected Air Conditioning Systems: The integration of IoT (Internet of Things) and smart technology in air conditioning systems is a significant trend. Smart AC systems allow users to control temperature, monitor energy consumption, and schedule operations via smartphones or voice assistants. These features provide enhanced comfort, convenience, and efficiency, making them increasingly popular among consumers seeking more control over their indoor environments.
- Commercial and Industrial Market Expansion: The demand for air conditioning systems in commercial and industrial sectors presents a significant opportunity. As industries such as retail, hospitality, and healthcare expand globally, there is an increased need for advanced HVAC (Heating, Ventilation, and Air Conditioning) systems for large-scale buildings, office spaces, and factories, where climate control is crucial for both comfort and equipment performance.
- Innovation in Eco-Friendly AC Systems: The growing emphasis on sustainability offers opportunities for innovation in eco-friendly air conditioning systems. Consumers are increasingly interested in systems that use environmentally friendly refrigerants, reduce energy consumption, and have a smaller carbon footprint. Manufacturers focusing on developing green technologies, such as solar-powered AC units or systems that use natural refrigerants, are well-positioned to capture this growing market segment.
Market Report Scope
Key Selling Points
- Comprehensive Coverage: The report comprehensively covers the analysis of products, services, types, and end users of the Air Conditioning Systems 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 Air Conditioning Systems 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
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
Key players in the air conditioning systems market include Samsung Electronics Co. Ltd., Mitsubishi Corporation, Daikin Industries Ltd., Siemens AG, Panasonic Corporation, Midea Group Cc Ltd, Denso Corporation, Hitachi Ltd., LG Electronics Inc., and Electrolux AB
Integration with Smart Grids and Automation Systems is likely to remain a key trend in the market.
The major factors driving the air conditioning systems market are:
1. Rising Global Temperatures.
2.Urbanization and Increasing Infrastructure Development
The Air Conditioning Systems Market is estimated to witness a CAGR of 6.3% from 2023 to 2031
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
- Air Conditioning Systems Market - By Product
- Air Conditioning Systems Market - By Sales Channel
- Air Conditioning Systems Market - By End-Use
- Air Conditioning Systems Market - By Region
o By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. AIR CONDITIONING SYSTEMS MARKET LANDSCAPE
4.1. OVERVIEW
4.2. ECOSYSTEM ANALYSIS
4.3. PEST ANALYSIS
4.3.1. North America - PEST Analysis
4.3.2. Europe - PEST Analysis
4.3.3. Asia Pacific (APAC) - PEST Analysis
4.3.4. Middle East & Africa (MEA) - PEST Analysis
4.3.5. South America (SAM)- PEST Analysis
5. AIR CONDITIONING SYSTEMS MARKET - KEY INDUSTRY 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. AIR CONDITIONING SYSTEMS MARKET - GLOBAL MARKET ANALYSIS
6.1. AIR CONDITIONING SYSTEMS - GLOBAL MARKET OVERVIEW
6.2. AIR CONDITIONING SYSTEMS - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/ MARKET SHARE
7. AIR CONDITIONING SYSTEMS MARKET REVENUE AND FORECASTS TO 2028 - PRODUCT
7.1. OVERVIEW
7.2. PRODUCT MARKET FORECASTS AND ANALYSIS
7.3. ROOM AIR CONDITIONERS
7.3.1. Overview
7.3.2. Room air conditioners Market Forecast and Analysis
7.4. PACKAGED AIR CONDITIONERS
7.4.1. Overview
7.4.2. Packaged air conditioners Market Forecast and Analysis
7.5. SPLIT AIR CONDITIONERS
7.5.1. Overview
7.5.2. Split air conditioners Market Forecast and Analysis
7.6. MINI SPLIT AIR CONDITIONERS
7.6.1. Overview
7.6.2. Mini split air conditioners Market Forecast and Analysis
7.7. DUCTLESS AIR CONDITIONERS
7.7.1. Overview
7.7.2. Ductless air conditioners Market Forecast and Analysis
7.8. TERMINAL AIR CONDITIONERS
7.8.1. Overview
7.8.2. Terminal air conditioners Market Forecast and Analysis
7.9. CENTRAL AIR CONDITIONERS
7.9.1. Overview
7.9.2. Central air conditioners Market Forecast and Analysis
7.10. PORTABLE AIR CONDITIONERS
7.10.1. Overview
7.10.2. Portable air conditioners Market Forecast and Analysis
7.11. PACKAGED CENTRAL AIR CONDITIONERS
7.11.1. Overview
7.11.2. Packaged Central Air Conditioners Market Forecast and Analysis
8. AIR CONDITIONING SYSTEMS MARKET REVENUE AND FORECASTS TO 2028 - SALES CHANNEL
8.1. OVERVIEW
8.2. SALES CHANNEL MARKET FORECASTS AND ANALYSIS
8.3. B2B SALES
8.3.1. Overview
8.3.2. B2B Sales Market Forecast and Analysis
8.4. AUTHORIZED RETAIL STORES
8.4.1. Overview
8.4.2. Authorized Retail Stores Market Forecast and Analysis
8.5. ELECTRONIC STORES
8.5.1. Overview
8.5.2. Electronic stores Market Forecast and Analysis
8.6. ONLINE
8.6.1. Overview
8.6.2. Online Market Forecast and Analysis
9. AIR CONDITIONING SYSTEMS MARKET REVENUE AND FORECASTS TO 2028 - END-USE
9.1. OVERVIEW
9.2. END-USE MARKET FORECASTS AND ANALYSIS
9.3. INDUSTRIAL
9.3.1. Overview
9.3.2. Industrial Market Forecast and Analysis
9.4. RESIDENTIAL
9.4.1. Overview
9.4.2. Residential Market Forecast and Analysis
9.5. COMMERCIAL
9.5.1. Overview
9.5.2. Commercial Market Forecast and Analysis
10. AIR CONDITIONING SYSTEMS MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
10.1. NORTH AMERICA
10.1.1. North America Air Conditioning Systems Market Overview
10.1.2. North America Air Conditioning Systems Market Forecasts and Analysis
10.1.3. North America Market Forecasts and Analysis - By Product
10.1.4. North America Market Forecasts and Analysis - By Sales Channel
10.1.5. North America Market Forecasts and Analysis - By End-Use
10.1.6. North America Market Forecasts and Analysis - By Countries
10.1.6.1. US market
10.1.6.1.1. US Market by Product
10.1.6.1.2. US Market by Sales Channel
10.1.6.1.3. US Market by End-Use
10.1.6.2. Canada market
10.1.6.2.1. Canada Market by Product
10.1.6.2.2. Canada Market by Sales Channel
10.1.6.2.3. Canada Market by End-Use
10.1.6.3. Mexico market
10.1.6.3.1. Mexico Market by Product
10.1.6.3.2. Mexico Market by Sales Channel
10.1.6.3.3. Mexico Market by End-Use
10.2. EUROPE
10.2.1. Europe Air Conditioning Systems Market Overview
10.2.2. Europe Air Conditioning Systems Market Forecasts and Analysis
10.2.3. Europe Market Forecasts and Analysis - By Product
10.2.4. Europe Market Forecasts and Analysis - By Sales Channel
10.2.5. Europe Market Forecasts and Analysis - By End-Use
10.2.6. Europe Market Forecasts and Analysis - By Countries
10.2.6.1. France market
10.2.6.1.1. France Market by Product
10.2.6.1.2. France Market by Sales Channel
10.2.6.1.3. France Market by End-Use
10.2.6.2. Germany market
10.2.6.2.1. Germany Market by Product
10.2.6.2.2. Germany Market by Sales Channel
10.2.6.2.3. Germany Market by End-Use
10.2.6.3. Italy market
10.2.6.3.1. Italy Market by Product
10.2.6.3.2. Italy Market by Sales Channel
10.2.6.3.3. Italy Market by End-Use
10.2.6.4. Russia market
10.2.6.4.1. Russia Market by Product
10.2.6.4.2. Russia Market by Sales Channel
10.2.6.4.3. Russia Market by End-Use
10.2.6.5. UK market
10.2.6.5.1. UK Market by Product
10.2.6.5.2. UK Market by Sales Channel
10.2.6.5.3. UK Market by End-Use
10.2.6.6. Rest of Europe market
10.2.6.6.1. Rest of Europe Market by Product
10.2.6.6.2. Rest of Europe Market by Sales Channel
10.2.6.6.3. Rest of Europe Market by End-Use
10.3. ASIA PACIFIC (APAC)
10.3.1. Asia Pacific Air Conditioning Systems Market Overview
10.3.2. Asia Pacific Air Conditioning Systems Market Forecasts and Analysis
10.3.3. Asia Pacific Market Forecasts and Analysis - By Product
10.3.4. Asia Pacific Market Forecasts and Analysis - By Sales Channel
10.3.5. Asia Pacific Market Forecasts and Analysis - By End-Use
10.3.6. Asia Pacific Market Forecasts and Analysis - By Countries
10.3.6.1. South Korea
10.3.6.1.1. South Korea Market by Product
10.3.6.1.2. South Korea Market by Sales Channel
10.3.6.1.3. South Korea Market by End-Use
10.3.6.2. China market
10.3.6.2.1. China Market by Product
10.3.6.2.2. China Market by Sales Channel
10.3.6.2.3. China Market by End-Use
10.3.6.3. India market
10.3.6.3.1. India Market by Product
10.3.6.3.2. India Market by Sales Channel
10.3.6.3.3. India Market by End-Use
10.3.6.4. Japan market
10.3.6.4.1. Japan Market by Product
10.3.6.4.2. Japan Market by Sales Channel
10.3.6.4.3. Japan Market by End-Use
10.3.6.5. Australia market
10.3.6.5.1. Australia Market by Product
10.3.6.5.2. Australia Market by Sales Channel
10.3.6.5.3. Australia Market by End-Use
10.3.6.6. Rest of APAC market
10.3.6.6.1. Rest of APAC Market by Product
10.3.6.6.2. Rest of APAC Market by Sales Channel
10.3.6.6.3. Rest of APAC Market by End-Use
10.4. MIDDLE EAST AND AFRICA (MEA)
10.4.1. Middle East and Africa Air Conditioning Systems Market Overview
10.4.2. Middle East and Africa Air Conditioning Systems Market Forecasts and Analysis
10.4.3. Middle East and Africa Market Forecasts and Analysis - By Product
10.4.4. Middle East and Africa Market Forecasts and Analysis - By Sales Channel
10.4.5. Middle East and Africa Market Forecasts and Analysis - By End-Use
10.4.6. Middle East and Africa Market Forecasts and Analysis - By Countries
10.4.6.1. South Africa market
10.4.6.1.1. South Africa Market by Product
10.4.6.1.2. South Africa Market by Sales Channel
10.4.6.1.3. South Africa Market by End-Use
10.4.6.2. Saudi Arabia market
10.4.6.2.1. Saudi Arabia Market by Product
10.4.6.2.2. Saudi Arabia Market by Sales Channel
10.4.6.2.3. Saudi Arabia Market by End-Use
10.4.6.3. UAE market
10.4.6.3.1. UAE Market by Product
10.4.6.3.2. UAE Market by Sales Channel
10.4.6.3.3. UAE Market by End-Use
10.4.6.4. Rest of MEA market
10.4.6.4.1. Rest of MEA Market by Product
10.4.6.4.2. Rest of MEA Market by Sales Channel
10.4.6.4.3. Rest of MEA Market by End-Use
10.5. SOUTH AMERICA (SAM)
10.5.1. South America Air Conditioning Systems Market Overview
10.5.2. South America Air Conditioning Systems Market Forecasts and Analysis
10.5.3. South America Market Forecasts and Analysis - By Product
10.5.4. South America Market Forecasts and Analysis - By Sales Channel
10.5.5. South America Market Forecasts and Analysis - By End-Use
10.5.6. South America Market Forecasts and Analysis - By Countries
10.5.6.1. Brazil market
10.5.6.1.1. Brazil Market by Product
10.5.6.1.2. Brazil Market by Sales Channel
10.5.6.1.3. Brazil Market by End-Use
10.5.6.2. Argentina market
10.5.6.2.1. Argentina Market by Product
10.5.6.2.2. Argentina Market by Sales Channel
10.5.6.2.3. Argentina Market by End-Use
10.5.6.3. Rest of SAM market
10.5.6.3.1. Rest of SAM Market by Product
10.5.6.3.2. Rest of SAM Market by Sales Channel
10.5.6.3.3. Rest of SAM Market by End-Use
11. INDUSTRY LANDSCAPE
11.1. MERGERS & ACQUISITIONS
11.2. MARKET INITIATIVES
11.3. NEW DEVELOPMENTS
12. AIR CONDITIONING SYSTEMS MARKET, KEY COMPANY PROFILES
12.1. MITSUBISHI CORPORATION
12.1.1. Key Facts
12.1.2. Business Description
12.1.3. Products & Services
12.1.4. Financial Overview
12.1.5. SWOT Analysis
12.1.6. Key Developments
12.2. SAMSUNG ELECTRONICS CO. LTD.
12.2.1. Key Facts
12.2.2. Business Description
12.2.3. Products & Services
12.2.4. Financial Overview
12.2.5. SWOT Analysis
12.2.6. Key Developments
12.3. DAIKIN INDUSTRIES LTD.
12.3.1. Key Facts
12.3.2. Business Description
12.3.3. Products & Services
12.3.4. Financial Overview
12.3.5. SWOT Analysis
12.3.6. Key Developments
12.4. SIEMENS AG
12.4.1. Key Facts
12.4.2. Business Description
12.4.3. Products & Services
12.4.4. Financial Overview
12.4.5. SWOT Analysis
12.4.6. Key Developments
12.5. PANASONIC CORPORATION
12.5.1. Key Facts
12.5.2. Business Description
12.5.3. Products & Services
12.5.4. Financial Overview
12.5.5. SWOT Analysis
12.5.6. Key Developments
12.6. MIDEA GROUP CO. LTD
12.6.1. Key Facts
12.6.2. Business Description
12.6.3. Products & Services
12.6.4. Financial Overview
12.6.5. SWOT Analysis
12.6.6. Key Developments
12.7. DENSO CORPORATION
12.7.1. Key Facts
12.7.2. Business Description
12.7.3. Products & Services
12.7.4. Financial Overview
12.7.5. SWOT Analysis
12.7.6. Key Developments
12.8. HITACHI LTD.
12.8.1. Key Facts
12.8.2. Business Description
12.8.3. Products & Services
12.8.4. Financial Overview
12.8.5. SWOT Analysis
12.8.6. Key Developments
12.9. LG ELECTRONICS INC.
12.9.1. Key Facts
12.9.2. Business Description
12.9.3. Products & Services
12.9.4. Financial Overview
12.9.5. SWOT Analysis
12.9.6. Key Developments
12.10. ELECTROLUX AB
12.10.1. Key Facts
12.10.2. Business Description
12.10.3. Products & 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. Samsung Electronics Co. Ltd.
2. Mitsubishi Corporation
3. Daikin Industries Ltd.
4. Siemens AG
5. Panasonic Corporation
6. Midea Group Co. Ltd
7. Denso Corporation
8. Hitachi Ltd.
9. LG Electronics Inc.
10. Electrolux AB
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.