The Virtual Sensors Market is expected to register a CAGR of 29% from 2025 to 2031, with a market size expanding from US$ XX million in 2024 to US$ XX Million by 2031.
The Virtual Sensors Market report delivers a comprehensive analysis segmented by Sensor Type, Application, and Region. It includes a regional breakdown highlighting key markets and countries, providing a global perspective. Market evaluations are expressed in US dollars (US$), offering insights into market dynamics, growth trends, and competitive landscapes across various segments. This information empowers stakeholders to identify opportunities and make informed decisions within the evolving landscape of virtual sensor technology.
Purpose of the ReportThe report Virtual Sensors 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.
Virtual Sensors Market Segmentation
Deployment- Solutions
- Services
- Cloud
- On-premises
- oil and gas automotive and transportation
- Processe Industry- Manufacturing and Utilities
- Electrical Electronics and Consumer Technology
- Healthcare
- Chemical
- Aeronautics and Defence
- North America
- Europe
- Asia-Pacific
- South and Central America
- Middle East and Africa
Strategic Insights
Virtual Sensors Market Growth Drivers- Increasing demand from various industries: These increasing demand drives the adoption of virtual sensors, including growth in demand for smart technologies across different vertical industries such as automotive, healthcare, and discrete manufacturing. Virtual sensors improve the efficiency of data collection and analysis in making processes efficient.
- Better decision-making and efficiency: Virtual sensors are of utmost importance when organizations use better decisions and improve operational efficiency. Besides, the focus on sustainability and resource management increases demand for virtual sensors monitoring energy consumption and emissions, thus allowing optimization.
- Regulatory Pressures: Virtual sensors will definitely be one of the most key players as industries start to embark on adapting to regulatory pressures and consumer demands for greener practices.
- Data Fusion Technology: The other trend that will gain momentum shortly is an increased emphasis on data fusion techniques, which integrate multiple sensors to give very high accuracy and reliable output. Specific areas where this applies include autonomous vehicles and smart cities; detailed data analysis forms the backbone of operational success in these cases.
- IoT-enabled interconnectivity: This also plays a significant role in the growth of virtual sensors: as devices become more and more connected, sharing data between organizations will be smoother and thus contribute to operational efficiency, attracting more organizations towards the adoption of virtual sensor solutions.
- Cybersecurity: More emphasis has been laid on cybersecurity since organizations want to ensure sensitive data collected by virtual sensors is secure. This makes companies increase investments in strong solutions for secure data transmission and storage.
- Innovation and Proliferation: Some of the opportunities that have been availed to participants interested in innovating and proliferating their offerings within the virtual sensors market include, but are not limited to, customized solution development across different industries such as healthcare, automotive, and manufacturing.
- Integration of AI and ML: Several opportunities open up with more significant integration of AI and machine learning. It means that companies can enhance the functionality of virtual sensors, making them learn patterns of data and continuously improve.
- Data Sharing Due to IoT: With the development of the Internet of Things, even more connected virtual sensor networks will be possible, which means increased sharing of data between systems, thereby offering better collaboration for the benefit of organizations with comprehensive insights.
Market Report Scope
Key Selling Points
- Comprehensive Coverage: The report comprehensively covers the analysis of products, services, types, and end users of the Virtual Sensors 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 Virtual Sensors 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.
REGIONAL FRAMEWORK
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- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
- Request discounts available for Start-Ups & Universities

Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends

Segment Covered
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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 request are 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 companies in Virtual sensors market are -
Aspen Technology Inc, Cisco Systems Inc, Elliptic Laboratories A S, EXPUTEC, Honeywell International Inc, IntelliDynamics, LMI TECHNOLOGIES INC, Modelway S r l, OSIsoft LLC
The market is expected to register a CAGR of 29% during 2023-2031
The virtual sensors market is set for rapid growth, driven by government infrastructure investments and a diverse participant landscape. Key players like Siemens and GE focus on innovation and product expansion, leveraging IoT for improved data collection and operational efficiency.
The virtual sensor market is driven by advanced technologies, data fusion techniques, and IoT interconnectivity, enhancing real-time insights and operational efficiency. Increased emphasis on cybersecurity and sustainability further supports organizations' commitments, shaping a promising future for virtual sensors.
The report can be delivered in PDF/PPT format; we can also share excel dataset based on the request.
1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Virtual Sensors Market - By Deployment Mode
1.3.2 Virtual Sensors Market - By Component
1.3.3 Virtual Sensors Market - By End User
1.3.4 Virtual Sensors Market - By Region
1.3.4.1 By Country
2. KEY TAKEWAYS
3. RESEARCH METHODOLOGY
4. VIRTUAL SENSORS MARKET LANDSCAPE
4.1. OVERVIEW
4.2. PEST ANALYSIS
4.2.1 North America - Pest Analysis
4.2.2 Europe - Pest Analysis
4.2.3 Asia-Pacific - Pest Analysis
4.2.4 Middle East and Africa - Pest Analysis
4.2.5 South and Central America - Pest Analysis
4.3. ECOSYSTEM ANALYSIS
4.4. EXPERT OPINIONS
5. VIRTUAL SENSORS MARKET - KEY MARKET DYNAMICS
5.1. KEY MARKET DRIVERS
5.2. KEY MARKET RESTRAINTS
5.3. KEY MARKET OPPORTUNITIES
5.4. FUTURE TRENDS
5.5. IMPACT ANALYSIS OF DRIVERS, RESTRAINTS & EXPECTED INFLUENCE OF COVID-19 PANDEMIC
6. VIRTUAL SENSORS MARKET - GLOBAL MARKET ANALYSIS
6.1. VIRTUAL SENSORS - GLOBAL MARKET OVERVIEW
6.2. VIRTUAL SENSORS - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. VIRTUAL SENSORS MARKET - REVENUE AND FORECASTS TO 2028 - DEPLOYMENT MODE
7.1. OVERVIEW
7.2. DEPLOYMENT MODE MARKET FORECASTS AND ANALYSIS
7.3. SOLUTIONS
7.3.1. Overview
7.3.2. Solutions Market Forecast and Analysis
7.4. SERVICES
7.4.1. Overview
7.4.2. Services Market Forecast and Analysis
8. VIRTUAL SENSORS MARKET - REVENUE AND FORECASTS TO 2028 - COMPONENT
8.1. OVERVIEW
8.2. COMPONENT MARKET FORECASTS AND ANALYSIS
8.3. CLOUD
8.3.1. Overview
8.3.2. Cloud Market Forecast and Analysis
8.4. ON-PREMISES
8.4.1. Overview
8.4.2. On-Premises Market Forecast and Analysis
9. VIRTUAL SENSORS MARKET - REVENUE AND FORECASTS TO 2028 - END USER
9.1. OVERVIEW
9.2. END USER MARKET FORECASTS AND ANALYSIS
9.3. OIL AND GAS AUTOMOTIVE AND TRANSPORTATION
9.3.1. Overview
9.3.2. Oil and Gas Automotive and Transportation Market Forecast and Analysis
9.4. PROCESS INDUSTRY - MANUFACTURING AND UTILITIES
9.4.1. Overview
9.4.2. Process Industry - Manufacturing and Utilities Market Forecast and Analysis
9.5. ELECTRICAL ELECTRONICS AND CONSUMER TECHNOLOGY
9.5.1. Overview
9.5.2. Electrical Electronics and Consumer Technology Market Forecast and Analysis
9.6. HEALTHCARE
9.6.1. Overview
9.6.2. Healthcare Market Forecast and Analysis
9.7. CHEMICAL
9.7.1. Overview
9.7.2. Chemical Market Forecast and Analysis
9.8. AERONAUTICS AND DEFENSE
9.8.1. Overview
9.8.2. Aeronautics and Defense Market Forecast and Analysis
10. VIRTUAL SENSORS MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
10.1. NORTH AMERICA
10.1.1 North America Virtual Sensors Market Overview
10.1.2 North America Virtual Sensors Market Forecasts and Analysis
10.1.3 North America Virtual Sensors Market Forecasts and Analysis - By Deployment Mode
10.1.4 North America Virtual Sensors Market Forecasts and Analysis - By Component
10.1.5 North America Virtual Sensors Market Forecasts and Analysis - By End User
10.1.6 North America Virtual Sensors Market Forecasts and Analysis - By Countries
10.1.6.1 United States Virtual Sensors Market
10.1.6.1.1 United States Virtual Sensors Market by Deployment Mode
10.1.6.1.2 United States Virtual Sensors Market by Component
10.1.6.1.3 United States Virtual Sensors Market by End User
10.1.6.2 Canada Virtual Sensors Market
10.1.6.2.1 Canada Virtual Sensors Market by Deployment Mode
10.1.6.2.2 Canada Virtual Sensors Market by Component
10.1.6.2.3 Canada Virtual Sensors Market by End User
10.1.6.3 Mexico Virtual Sensors Market
10.1.6.3.1 Mexico Virtual Sensors Market by Deployment Mode
10.1.6.3.2 Mexico Virtual Sensors Market by Component
10.1.6.3.3 Mexico Virtual Sensors Market by End User
10.2. EUROPE
10.2.1 Europe Virtual Sensors Market Overview
10.2.2 Europe Virtual Sensors Market Forecasts and Analysis
10.2.3 Europe Virtual Sensors Market Forecasts and Analysis - By Deployment Mode
10.2.4 Europe Virtual Sensors Market Forecasts and Analysis - By Component
10.2.5 Europe Virtual Sensors Market Forecasts and Analysis - By End User
10.2.6 Europe Virtual Sensors Market Forecasts and Analysis - By Countries
10.2.6.1 Germany Virtual Sensors Market
10.2.6.1.1 Germany Virtual Sensors Market by Deployment Mode
10.2.6.1.2 Germany Virtual Sensors Market by Component
10.2.6.1.3 Germany Virtual Sensors Market by End User
10.2.6.2 France Virtual Sensors Market
10.2.6.2.1 France Virtual Sensors Market by Deployment Mode
10.2.6.2.2 France Virtual Sensors Market by Component
10.2.6.2.3 France Virtual Sensors Market by End User
10.2.6.3 Italy Virtual Sensors Market
10.2.6.3.1 Italy Virtual Sensors Market by Deployment Mode
10.2.6.3.2 Italy Virtual Sensors Market by Component
10.2.6.3.3 Italy Virtual Sensors Market by End User
10.2.6.4 United Kingdom Virtual Sensors Market
10.2.6.4.1 United Kingdom Virtual Sensors Market by Deployment Mode
10.2.6.4.2 United Kingdom Virtual Sensors Market by Component
10.2.6.4.3 United Kingdom Virtual Sensors Market by End User
10.2.6.5 Russia Virtual Sensors Market
10.2.6.5.1 Russia Virtual Sensors Market by Deployment Mode
10.2.6.5.2 Russia Virtual Sensors Market by Component
10.2.6.5.3 Russia Virtual Sensors Market by End User
10.2.6.6 Rest of Europe Virtual Sensors Market
10.2.6.6.1 Rest of Europe Virtual Sensors Market by Deployment Mode
10.2.6.6.2 Rest of Europe Virtual Sensors Market by Component
10.2.6.6.3 Rest of Europe Virtual Sensors Market by End User
10.3. ASIA-PACIFIC
10.3.1 Asia-Pacific Virtual Sensors Market Overview
10.3.2 Asia-Pacific Virtual Sensors Market Forecasts and Analysis
10.3.3 Asia-Pacific Virtual Sensors Market Forecasts and Analysis - By Deployment Mode
10.3.4 Asia-Pacific Virtual Sensors Market Forecasts and Analysis - By Component
10.3.5 Asia-Pacific Virtual Sensors Market Forecasts and Analysis - By End User
10.3.6 Asia-Pacific Virtual Sensors Market Forecasts and Analysis - By Countries
10.3.6.1 Australia Virtual Sensors Market
10.3.6.1.1 Australia Virtual Sensors Market by Deployment Mode
10.3.6.1.2 Australia Virtual Sensors Market by Component
10.3.6.1.3 Australia Virtual Sensors Market by End User
10.3.6.2 China Virtual Sensors Market
10.3.6.2.1 China Virtual Sensors Market by Deployment Mode
10.3.6.2.2 China Virtual Sensors Market by Component
10.3.6.2.3 China Virtual Sensors Market by End User
10.3.6.3 India Virtual Sensors Market
10.3.6.3.1 India Virtual Sensors Market by Deployment Mode
10.3.6.3.2 India Virtual Sensors Market by Component
10.3.6.3.3 India Virtual Sensors Market by End User
10.3.6.4 Japan Virtual Sensors Market
10.3.6.4.1 Japan Virtual Sensors Market by Deployment Mode
10.3.6.4.2 Japan Virtual Sensors Market by Component
10.3.6.4.3 Japan Virtual Sensors Market by End User
10.3.6.5 South Korea Virtual Sensors Market
10.3.6.5.1 South Korea Virtual Sensors Market by Deployment Mode
10.3.6.5.2 South Korea Virtual Sensors Market by Component
10.3.6.5.3 South Korea Virtual Sensors Market by End User
10.3.6.6 Rest of Asia-Pacific Virtual Sensors Market
10.3.6.6.1 Rest of Asia-Pacific Virtual Sensors Market by Deployment Mode
10.3.6.6.2 Rest of Asia-Pacific Virtual Sensors Market by Component
10.3.6.6.3 Rest of Asia-Pacific Virtual Sensors Market by End User
10.4. MIDDLE EAST AND AFRICA
10.4.1 Middle East and Africa Virtual Sensors Market Overview
10.4.2 Middle East and Africa Virtual Sensors Market Forecasts and Analysis
10.4.3 Middle East and Africa Virtual Sensors Market Forecasts and Analysis - By Deployment Mode
10.4.4 Middle East and Africa Virtual Sensors Market Forecasts and Analysis - By Component
10.4.5 Middle East and Africa Virtual Sensors Market Forecasts and Analysis - By End User
10.4.6 Middle East and Africa Virtual Sensors Market Forecasts and Analysis - By Countries
10.4.6.1 South Africa Virtual Sensors Market
10.4.6.1.1 South Africa Virtual Sensors Market by Deployment Mode
10.4.6.1.2 South Africa Virtual Sensors Market by Component
10.4.6.1.3 South Africa Virtual Sensors Market by End User
10.4.6.2 Saudi Arabia Virtual Sensors Market
10.4.6.2.1 Saudi Arabia Virtual Sensors Market by Deployment Mode
10.4.6.2.2 Saudi Arabia Virtual Sensors Market by Component
10.4.6.2.3 Saudi Arabia Virtual Sensors Market by End User
10.4.6.3 U.A.E Virtual Sensors Market
10.4.6.3.1 U.A.E Virtual Sensors Market by Deployment Mode
10.4.6.3.2 U.A.E Virtual Sensors Market by Component
10.4.6.3.3 U.A.E Virtual Sensors Market by End User
10.4.6.4 Rest of Middle East and Africa Virtual Sensors Market
10.4.6.4.1 Rest of Middle East and Africa Virtual Sensors Market by Deployment Mode
10.4.6.4.2 Rest of Middle East and Africa Virtual Sensors Market by Component
10.4.6.4.3 Rest of Middle East and Africa Virtual Sensors Market by End User
10.5. SOUTH AND CENTRAL AMERICA
10.5.1 South and Central America Virtual Sensors Market Overview
10.5.2 South and Central America Virtual Sensors Market Forecasts and Analysis
10.5.3 South and Central America Virtual Sensors Market Forecasts and Analysis - By Deployment Mode
10.5.4 South and Central America Virtual Sensors Market Forecasts and Analysis - By Component
10.5.5 South and Central America Virtual Sensors Market Forecasts and Analysis - By End User
10.5.6 South and Central America Virtual Sensors Market Forecasts and Analysis - By Countries
10.5.6.1 Brazil Virtual Sensors Market
10.5.6.1.1 Brazil Virtual Sensors Market by Deployment Mode
10.5.6.1.2 Brazil Virtual Sensors Market by Component
10.5.6.1.3 Brazil Virtual Sensors Market by End User
10.5.6.2 Argentina Virtual Sensors Market
10.5.6.2.1 Argentina Virtual Sensors Market by Deployment Mode
10.5.6.2.2 Argentina Virtual Sensors Market by Component
10.5.6.2.3 Argentina Virtual Sensors Market by End User
10.5.6.3 Rest of South and Central America Virtual Sensors Market
10.5.6.3.1 Rest of South and Central America Virtual Sensors Market by Deployment Mode
10.5.6.3.2 Rest of South and Central America Virtual Sensors Market by Component
10.5.6.3.3 Rest of South and Central America Virtual Sensors Market by End User
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. VIRTUAL SENSORS MARKET, KEY COMPANY PROFILES
12.1. ASPEN TECHNOLOGY, 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. CISCO SYSTEMS, INC.
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. ELLIPTIC LABORATORIES A/S
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. EXPUTEC
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. HONEYWELL INTERNATIONAL INC.
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. INTELLIDYNAMICS
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. LMI TECHNOLOGIES INC.
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. MODELWAY S.R.L.
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. OSISOFT, LLC
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. SIEMENS
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. Aspen Technology, Inc.
2. Cisco Systems, Inc.
3. Elliptic Laboratories A/S
4. EXPUTEC
5. Honeywell International Inc.
6. IntelliDynamics
7. LMI TECHNOLOGIES INC.
8. Modelway S.r.l.
9. OSIsoft, LLC
10. Siemens
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.