Swarm Intelligence Market Size and Forecasts (2021 - 2031), Global and Regional Share, Trends, and Growth Opportunity Analysis
Swarm intelligence is an emerging concept employed in artificial intelligence for designing solutions motivated by the collective behavior of social colonies such as a swarm of bees or ants in decentralized and self-organized systems. The conclusion of the concept states that intelligent-looking behavior can be the result of complex systems consisting of non-intelligent agents.
MARKET DYNAMICS
The swarm intelligence market is anticipated to grow in the forecast period owing to driving factors such as increasing applicability of the technology for solving big data problems. Moreover, adoption of the technology in transportation and military is further expected to augment the market growth. However, market growth is likely to be influenced owing to the reluctance of key industries in adopting newer technologies. On the other hand, applicability in areas such as warehouses and telecommunication industry showcase promising growth opportunities for the swarm intelligence market in the coming years.
MARKET SCOPE
The "Global Swarm Intelligence Market Analysis to 2028" is a specialized and in-depth study of the technology, media and telecommunications industry with a special focus on the global market trend analysis. The report aims to provide an overview of swarm intelligence market with detailed market segmentation by model, capability, application, and geography. The global swarm intelligence market is expected to witness high growth during the forecast period. The report provides key statistics on the market status of the leading swarm intelligence market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
The global swarm intelligence market is segmented on the basis of model, capability, and application. Based on model, the market is segmented as ant colony optimization, particle swarm optimization, and others. On the basis of the capability the market is segmented as scheduling/load balancing, clustering, optimization, and routing. The market on the basis of the application is classified as human swarming, robotics, and drones.
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The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global swarm intelligence market based on various segments. It also provides market size and forecast estimates from the year 2020 to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South & Central America. The swarm intelligence market by each region is later sub-segmented by respective countries and segments. The report covers the analysis and forecast of 18 countries globally along with the current trend and opportunities prevailing in the region.
The report analyzes factors affecting swarm intelligence market from both demand and supply side and further evaluates market dynamics affecting the market during the forecast period, i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis for all five regions namely; North America, Europe, APAC, MEA, and South & Central America after evaluating political, economic, social and technological factors affecting the swarm intelligence market in these regions.
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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
The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global swarm intelligence market based on various segments. It also provides market size and forecast estimates from the year 2020 to 2028 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South & Central America. The swarm intelligence market by each region is later sub-segmented by respective countries and segments. The report covers the analysis and forecast of 18 countries globally along with the current trend and opportunities prevailing in the region.
The report analyzes factors affecting swarm intelligence market from both demand and supply side and further evaluates market dynamics affecting the market during the forecast period, i.e., drivers, restraints, opportunities, and future trend. The report also provides exhaustive PEST analysis for all five regions namely; North America, Europe, APAC, MEA, and South & Central America after evaluating political, economic, social and technological factors affecting the swarm intelligence market in these regions.
MARKET PLAYERS
The reports cover key developments in the swarm intelligence market as organic and inorganic growth strategies. Various companies are focusing on organic growth strategies such as product launches, product approvals and others such as patents and events. Inorganic growth strategies activities witnessed in the market were acquisitions, and partnership & collaborations. These activities have paved the way for the expansion of business and customer base of market players. The market players from swarm intelligence market are anticipated to lucrative growth opportunities in the future with the rising demand for swarm intelligence in the global market. Below mentioned is the list of few companies engaged in the swarm intelligence market.
The report also includes the profiles of key swarm intelligence companies along with their SWOT analysis and market strategies. In addition, the report focuses on leading industry players with information such as company profiles, components and services offered, financial information of the last three years, key developments in the past five years.
- Apium Swarm Robotics
- Continental AG
- ConvergentAI, Inc.
- Mobileye (Intel)
- Power-Blox AG
- Robert Bosch GmbH
- Sentien Robotics, LLC
- Swarm Technology
- Unanimous AI
- Valutico
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Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends
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Segment Covered
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Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
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1. INTRODUCTION
1.1. SCOPE OF THE STUDY
1.2. THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3. MARKET SEGMENTATION
1.3.1 Swarm Intelligence Market - By Model
1.3.2 Swarm Intelligence Market - By Capability
1.3.3 Swarm Intelligence Market - By Application
1.3.4 Swarm Intelligence Market - By Region
1.3.4.1 By Country
2. KEY TAKEAWAYS
3. RESEARCH METHODOLOGY
4. SWARM INTELLIGENCE 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. SWARM INTELLIGENCE 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. SWARM INTELLIGENCE MARKET - GLOBAL MARKET ANALYSIS
6.1. SWARM INTELLIGENCE - GLOBAL MARKET OVERVIEW
6.2. SWARM INTELLIGENCE - GLOBAL MARKET AND FORECAST TO 2028
6.3. MARKET POSITIONING/MARKET SHARE
7. SWARM INTELLIGENCE MARKET - REVENUE AND FORECASTS TO 2028 - MODEL
7.1. OVERVIEW
7.2. MODEL MARKET FORECASTS AND ANALYSIS
7.3. ANT COLONY OPTIMIZATION
7.3.1. Overview
7.3.2. Ant Colony Optimization Market Forecast and Analysis
7.4. PARTICLE SWARM OPTIMIZATION
7.4.1. Overview
7.4.2. Particle Swarm Optimization Market Forecast and Analysis
7.5. OTHERS
7.5.1. Overview
7.5.2. Others Market Forecast and Analysis
8. SWARM INTELLIGENCE MARKET - REVENUE AND FORECASTS TO 2028 - CAPABILITY
8.1. OVERVIEW
8.2. CAPABILITY MARKET FORECASTS AND ANALYSIS
8.3. SCHEDULING/LOAD BALANCING
8.3.1. Overview
8.3.2. Scheduling/Load Balancing Market Forecast and Analysis
8.4. CLUSTERING
8.4.1. Overview
8.4.2. Clustering Market Forecast and Analysis
8.5. OPTIMIZATION
8.5.1. Overview
8.5.2. Optimization Market Forecast and Analysis
8.6. ROUTING
8.6.1. Overview
8.6.2. Routing Market Forecast and Analysis
9. SWARM INTELLIGENCE MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
9.1. OVERVIEW
9.2. APPLICATION MARKET FORECASTS AND ANALYSIS
9.3. HUMAN SWARMING
9.3.1. Overview
9.3.2. Human Swarming Market Forecast and Analysis
9.4. ROBOTICS
9.4.1. Overview
9.4.2. Robotics Market Forecast and Analysis
9.5. DRONES
9.5.1. Overview
9.5.2. Drones Market Forecast and Analysis
10. SWARM INTELLIGENCE MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
10.1. NORTH AMERICA
10.1.1 North America Swarm Intelligence Market Overview
10.1.2 North America Swarm Intelligence Market Forecasts and Analysis
10.1.3 North America Swarm Intelligence Market Forecasts and Analysis - By Model
10.1.4 North America Swarm Intelligence Market Forecasts and Analysis - By Capability
10.1.5 North America Swarm Intelligence Market Forecasts and Analysis - By Application
10.1.6 North America Swarm Intelligence Market Forecasts and Analysis - By Countries
10.1.6.1 United States Swarm Intelligence Market
10.1.6.1.1 United States Swarm Intelligence Market by Model
10.1.6.1.2 United States Swarm Intelligence Market by Capability
10.1.6.1.3 United States Swarm Intelligence Market by Application
10.1.6.2 Canada Swarm Intelligence Market
10.1.6.2.1 Canada Swarm Intelligence Market by Model
10.1.6.2.2 Canada Swarm Intelligence Market by Capability
10.1.6.2.3 Canada Swarm Intelligence Market by Application
10.1.6.3 Mexico Swarm Intelligence Market
10.1.6.3.1 Mexico Swarm Intelligence Market by Model
10.1.6.3.2 Mexico Swarm Intelligence Market by Capability
10.1.6.3.3 Mexico Swarm Intelligence Market by Application
10.2. EUROPE
10.2.1 Europe Swarm Intelligence Market Overview
10.2.2 Europe Swarm Intelligence Market Forecasts and Analysis
10.2.3 Europe Swarm Intelligence Market Forecasts and Analysis - By Model
10.2.4 Europe Swarm Intelligence Market Forecasts and Analysis - By Capability
10.2.5 Europe Swarm Intelligence Market Forecasts and Analysis - By Application
10.2.6 Europe Swarm Intelligence Market Forecasts and Analysis - By Countries
10.2.6.1 Germany Swarm Intelligence Market
10.2.6.1.1 Germany Swarm Intelligence Market by Model
10.2.6.1.2 Germany Swarm Intelligence Market by Capability
10.2.6.1.3 Germany Swarm Intelligence Market by Application
10.2.6.2 France Swarm Intelligence Market
10.2.6.2.1 France Swarm Intelligence Market by Model
10.2.6.2.2 France Swarm Intelligence Market by Capability
10.2.6.2.3 France Swarm Intelligence Market by Application
10.2.6.3 Italy Swarm Intelligence Market
10.2.6.3.1 Italy Swarm Intelligence Market by Model
10.2.6.3.2 Italy Swarm Intelligence Market by Capability
10.2.6.3.3 Italy Swarm Intelligence Market by Application
10.2.6.4 United Kingdom Swarm Intelligence Market
10.2.6.4.1 United Kingdom Swarm Intelligence Market by Model
10.2.6.4.2 United Kingdom Swarm Intelligence Market by Capability
10.2.6.4.3 United Kingdom Swarm Intelligence Market by Application
10.2.6.5 Russia Swarm Intelligence Market
10.2.6.5.1 Russia Swarm Intelligence Market by Model
10.2.6.5.2 Russia Swarm Intelligence Market by Capability
10.2.6.5.3 Russia Swarm Intelligence Market by Application
10.2.6.6 Rest of Europe Swarm Intelligence Market
10.2.6.6.1 Rest of Europe Swarm Intelligence Market by Model
10.2.6.6.2 Rest of Europe Swarm Intelligence Market by Capability
10.2.6.6.3 Rest of Europe Swarm Intelligence Market by Application
10.3. ASIA-PACIFIC
10.3.1 Asia-Pacific Swarm Intelligence Market Overview
10.3.2 Asia-Pacific Swarm Intelligence Market Forecasts and Analysis
10.3.3 Asia-Pacific Swarm Intelligence Market Forecasts and Analysis - By Model
10.3.4 Asia-Pacific Swarm Intelligence Market Forecasts and Analysis - By Capability
10.3.5 Asia-Pacific Swarm Intelligence Market Forecasts and Analysis - By Application
10.3.6 Asia-Pacific Swarm Intelligence Market Forecasts and Analysis - By Countries
10.3.6.1 Australia Swarm Intelligence Market
10.3.6.1.1 Australia Swarm Intelligence Market by Model
10.3.6.1.2 Australia Swarm Intelligence Market by Capability
10.3.6.1.3 Australia Swarm Intelligence Market by Application
10.3.6.2 China Swarm Intelligence Market
10.3.6.2.1 China Swarm Intelligence Market by Model
10.3.6.2.2 China Swarm Intelligence Market by Capability
10.3.6.2.3 China Swarm Intelligence Market by Application
10.3.6.3 India Swarm Intelligence Market
10.3.6.3.1 India Swarm Intelligence Market by Model
10.3.6.3.2 India Swarm Intelligence Market by Capability
10.3.6.3.3 India Swarm Intelligence Market by Application
10.3.6.4 Japan Swarm Intelligence Market
10.3.6.4.1 Japan Swarm Intelligence Market by Model
10.3.6.4.2 Japan Swarm Intelligence Market by Capability
10.3.6.4.3 Japan Swarm Intelligence Market by Application
10.3.6.5 South Korea Swarm Intelligence Market
10.3.6.5.1 South Korea Swarm Intelligence Market by Model
10.3.6.5.2 South Korea Swarm Intelligence Market by Capability
10.3.6.5.3 South Korea Swarm Intelligence Market by Application
10.3.6.6 Rest of Asia-Pacific Swarm Intelligence Market
10.3.6.6.1 Rest of Asia-Pacific Swarm Intelligence Market by Model
10.3.6.6.2 Rest of Asia-Pacific Swarm Intelligence Market by Capability
10.3.6.6.3 Rest of Asia-Pacific Swarm Intelligence Market by Application
10.4. MIDDLE EAST AND AFRICA
10.4.1 Middle East and Africa Swarm Intelligence Market Overview
10.4.2 Middle East and Africa Swarm Intelligence Market Forecasts and Analysis
10.4.3 Middle East and Africa Swarm Intelligence Market Forecasts and Analysis - By Model
10.4.4 Middle East and Africa Swarm Intelligence Market Forecasts and Analysis - By Capability
10.4.5 Middle East and Africa Swarm Intelligence Market Forecasts and Analysis - By Application
10.4.6 Middle East and Africa Swarm Intelligence Market Forecasts and Analysis - By Countries
10.4.6.1 South Africa Swarm Intelligence Market
10.4.6.1.1 South Africa Swarm Intelligence Market by Model
10.4.6.1.2 South Africa Swarm Intelligence Market by Capability
10.4.6.1.3 South Africa Swarm Intelligence Market by Application
10.4.6.2 Saudi Arabia Swarm Intelligence Market
10.4.6.2.1 Saudi Arabia Swarm Intelligence Market by Model
10.4.6.2.2 Saudi Arabia Swarm Intelligence Market by Capability
10.4.6.2.3 Saudi Arabia Swarm Intelligence Market by Application
10.4.6.3 U.A.E Swarm Intelligence Market
10.4.6.3.1 U.A.E Swarm Intelligence Market by Model
10.4.6.3.2 U.A.E Swarm Intelligence Market by Capability
10.4.6.3.3 U.A.E Swarm Intelligence Market by Application
10.4.6.4 Rest of Middle East and Africa Swarm Intelligence Market
10.4.6.4.1 Rest of Middle East and Africa Swarm Intelligence Market by Model
10.4.6.4.2 Rest of Middle East and Africa Swarm Intelligence Market by Capability
10.4.6.4.3 Rest of Middle East and Africa Swarm Intelligence Market by Application
10.5. SOUTH AND CENTRAL AMERICA
10.5.1 South and Central America Swarm Intelligence Market Overview
10.5.2 South and Central America Swarm Intelligence Market Forecasts and Analysis
10.5.3 South and Central America Swarm Intelligence Market Forecasts and Analysis - By Model
10.5.4 South and Central America Swarm Intelligence Market Forecasts and Analysis - By Capability
10.5.5 South and Central America Swarm Intelligence Market Forecasts and Analysis - By Application
10.5.6 South and Central America Swarm Intelligence Market Forecasts and Analysis - By Countries
10.5.6.1 Brazil Swarm Intelligence Market
10.5.6.1.1 Brazil Swarm Intelligence Market by Model
10.5.6.1.2 Brazil Swarm Intelligence Market by Capability
10.5.6.1.3 Brazil Swarm Intelligence Market by Application
10.5.6.2 Argentina Swarm Intelligence Market
10.5.6.2.1 Argentina Swarm Intelligence Market by Model
10.5.6.2.2 Argentina Swarm Intelligence Market by Capability
10.5.6.2.3 Argentina Swarm Intelligence Market by Application
10.5.6.3 Rest of South and Central America Swarm Intelligence Market
10.5.6.3.1 Rest of South and Central America Swarm Intelligence Market by Model
10.5.6.3.2 Rest of South and Central America Swarm Intelligence Market by Capability
10.5.6.3.3 Rest of South and Central America Swarm Intelligence Market by Application
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. SWARM INTELLIGENCE MARKET, KEY COMPANY PROFILES
12.1. APIUM SWARM ROBOTICS
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. CONTINENTAL AG
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. CONVERGENTAI, INC.
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. MOBILEYE (INTEL)
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. POWER-BLOX AG
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. ROBERT BOSCH GMBH
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. SENTIEN ROBOTICS, LLC
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. SWARM TECHNOLOGY
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. UNANIMOUS AI
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. VALUTICO
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.Apium Swarm Robotics2.Continental AG3.ConvergentAI, Inc.4.Mobileye (Intel)5.Power-Blox AG6.Robert Bosch GmbH7.Sentien Robotics, LLC8.Swarm Technology9.Unanimous AI10.Valutico
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.