Robotics Technology Market Opportunities 2031
Robotics technology is the intersection of science, technology, and engineering for producing machines known as robots, which are widely utilized to replicate human actions. The major objective of the robotics technology is to improve the performance of the organization and thereby produce better outcome. Robotics technology finds its broad range of applications in several industries, which comprise healthcare, agriculture, domestic, manufacturing, and others.
MARKET DYNAMICS
The major drivers boosting the growth of robotics technology market are the rise in requirement of automation and safety in the organization and availability of energy efficient, affordable robots. Moreover, rise in adoption of robotics technology in emerging countries and increased usage in adverse applications is expected to boost the market growth in coming years. However, high initial cost of the robots hinder the growth of the robotics technology market.
MARKET SCOPE
The "Global Robotics Technology Market Analysis to 2031" is a specialized and in-depth study of the robotics technology industry with a special focus on the global market trend analysis. The report aims to provide an overview of robotics technology market with detailed market segmentation by component, type of robots, application, and geography. The global robotics technology market is expected to witness high growth during the forecast period. The report provides key statistics on the market status of the leading robotics technology market players and offers key trends and opportunities in the market.
MARKET SEGMENTATION
The global robotics technology market is segmented on the basis of component, type of robots, and application. Based on component, the robotics technology market is segmented as hardware, software, and service. On the basis of type of robots, the market is segmented as industrial robots, cobots, professional service robots, and others. Further, based on application, the market is segment as manufacturing, healthcare, aerospace and defense, media and entertainment, logistics, and others.
REGIONAL FRAMEWORK
The report provides a detailed overview of the industry including both qualitative and quantitative information. It provides an overview and forecast of the global robotics technology market based on various segments. it also provides market size and forecast estimates from the year 2021 to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South & Central America. The robotics technology market by each region is later sub-segmented by respective countries and segments. The report covers the analysis and forecast of various countries globally along with the current trend and opportunities prevailing in the region.
The report analyzes factors affecting robotics technology 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 the robotics technology market for each region.
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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 robotics technology market based on various segments. it also provides market size and forecast estimates from the year 2021 to 2031 with respect to five major regions, namely; North America, Europe, Asia-Pacific (APAC), Middle East and Africa (MEA) and South & Central America. The robotics technology market by each region is later sub-segmented by respective countries and segments. The report covers the analysis and forecast of various countries globally along with the current trend and opportunities prevailing in the region.
The report analyzes factors affecting robotics technology 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 the robotics technology market for each region.
MARKET PLAYERS
The reports cover key developments in the robotics technology 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 payers from robotics technology market are anticipated to lucrative growth opportunities in the future with the rising demand for robotics technology in the global market. Below mentioned is the list of few companies engaged in the robotics technology market.
The report also includes the profiles of key 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 development in the past five years.
- ABB Ltd
- Denso Corporation
- Fanuc Corporation
- Kawasaki Robotics (Kawasaki Heavy Industries, Ltd.)
- KUKA AG
- Mitsubishi Electric Corporation
- OMRON Corporation
- Seiko Epson Corporation
- Stubli International AG
- Yaskawa Electric Corporation
The Insight Partner's dedicated research and analysis team consist of experienced professionals with advanced statistical expertise and offer various customization options in the existing study.
- 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
This text is related
to segments covered.
Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America
Country Scope
This text is related
to country scope.
1.INTRODUCTION
1.1.SCOPE OF THE STUDY
1.2.THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3.MARKET SEGMENTATION
1.3.1Robotics Technology Market - By Component
1.3.2Robotics Technology Market - By Type of Robots
1.3.3Robotics Technology Market - By Application
1.3.4Robotics Technology Market - By Region
1.3.4.1By Country
2.KEY TAKEAWAYS
3.RESEARCH METHODOLOGY
4.ROBOTICS TECHNOLOGY MARKET LANDSCAPE
4.1.OVERVIEW
4.2.PEST ANALYSIS
4.2.1North America - Pest Analysis
4.2.2Europe - Pest Analysis
4.2.3Asia-Pacific - Pest Analysis
4.2.4Middle East and Africa - Pest Analysis
4.2.5South and Central America - Pest Analysis
4.3.ECOSYSTEM ANALYSIS
4.4.EXPERT OPINIONS
5.ROBOTICS TECHNOLOGY MARKET - KEY MARKET DYNAMICS
5.1.KEY MARKET DRIVERS
5.2.KEY MARKET RESTRAINTS
5.3.KEY MARKET OPPORTUNITIES
5.4.FUTURE TRENDS
5.5.IMPACT ANALYSIS OF DRIVERS AND RESTRAINTS
6.ROBOTICS TECHNOLOGY MARKET - GLOBAL MARKET ANALYSIS
6.1.ROBOTICS TECHNOLOGY - GLOBAL MARKET OVERVIEW
6.2.ROBOTICS TECHNOLOGY - GLOBAL MARKET AND FORECAST TO 2028
6.3.MARKET POSITIONING/MARKET SHARE
7.ROBOTICS TECHNOLOGY MARKET - REVENUE AND FORECASTS TO 2028 - COMPONENT
7.1.OVERVIEW
7.2.COMPONENT MARKET FORECASTS AND ANALYSIS
7.3.HARDWARE
7.3.1.Overview
7.3.2.Hardware Market Forecast and Analysis
7.4.SOFTWARE
7.4.1.Overview
7.4.2.Software Market Forecast and Analysis
7.5.SERVICE
7.5.1.Overview
7.5.2.Service Market Forecast and Analysis
8.ROBOTICS TECHNOLOGY MARKET - REVENUE AND FORECASTS TO 2028 - TYPE OF ROBOTS
8.1.OVERVIEW
8.2.TYPE OF ROBOTS MARKET FORECASTS AND ANALYSIS
8.3.INDUSTRIAL ROBOTS
8.3.1.Overview
8.3.2.Industrial Robots Market Forecast and Analysis
8.4.COBOTS
8.4.1.Overview
8.4.2.Cobots Market Forecast and Analysis
8.5.PROFESSIONAL SERVICE ROBOTS
8.5.1.Overview
8.5.2.Professional Service Robots Market Forecast and Analysis
8.6.OTHERS
8.6.1.Overview
8.6.2.Others Market Forecast and Analysis
9.ROBOTICS TECHNOLOGY MARKET - REVENUE AND FORECASTS TO 2028 - APPLICATION
9.1.OVERVIEW
9.2.APPLICATION MARKET FORECASTS AND ANALYSIS
9.3.MANUFACTURING
9.3.1.Overview
9.3.2.Manufacturing Market Forecast and Analysis
9.4.HEALTHCARE
9.4.1.Overview
9.4.2.Healthcare Market Forecast and Analysis
9.5.AEROSPACE AND DEFENSE
9.5.1.Overview
9.5.2.Aerospace and Defense Market Forecast and Analysis
9.6.MEDIA AND ENTERTAINMENT
9.6.1.Overview
9.6.2.Media and Entertainment Market Forecast and Analysis
9.7.LOGISTICS
9.7.1.Overview
9.7.2.Logistics Market Forecast and Analysis
9.8.OTHERS
9.8.1.Overview
9.8.2.Others Market Forecast and Analysis
10.ROBOTICS TECHNOLOGY MARKET REVENUE AND FORECASTS TO 2028 - GEOGRAPHICAL ANALYSIS
10.1.NORTH AMERICA
10.1.1North America Robotics Technology Market Overview
10.1.2North America Robotics Technology Market Forecasts and Analysis
10.1.3North America Robotics Technology Market Forecasts and Analysis - By Component
10.1.4North America Robotics Technology Market Forecasts and Analysis - By Type of Robots
10.1.5North America Robotics Technology Market Forecasts and Analysis - By Application
10.1.6North America Robotics Technology Market Forecasts and Analysis - By Countries
10.1.6.1United States Robotics Technology Market
10.1.6.1.1United States Robotics Technology Market by Component
10.1.6.1.2United States Robotics Technology Market by Type of Robots
10.1.6.1.3United States Robotics Technology Market by Application
10.1.6.2Canada Robotics Technology Market
10.1.6.2.1Canada Robotics Technology Market by Component
10.1.6.2.2Canada Robotics Technology Market by Type of Robots
10.1.6.2.3Canada Robotics Technology Market by Application
10.1.6.3Mexico Robotics Technology Market
10.1.6.3.1Mexico Robotics Technology Market by Component
10.1.6.3.2Mexico Robotics Technology Market by Type of Robots
10.1.6.3.3Mexico Robotics Technology Market by Application
10.2.EUROPE
10.2.1Europe Robotics Technology Market Overview
10.2.2Europe Robotics Technology Market Forecasts and Analysis
10.2.3Europe Robotics Technology Market Forecasts and Analysis - By Component
10.2.4Europe Robotics Technology Market Forecasts and Analysis - By Type of Robots
10.2.5Europe Robotics Technology Market Forecasts and Analysis - By Application
10.2.6Europe Robotics Technology Market Forecasts and Analysis - By Countries
10.2.6.1Germany Robotics Technology Market
10.2.6.1.1Germany Robotics Technology Market by Component
10.2.6.1.2Germany Robotics Technology Market by Type of Robots
10.2.6.1.3Germany Robotics Technology Market by Application
10.2.6.2France Robotics Technology Market
10.2.6.2.1France Robotics Technology Market by Component
10.2.6.2.2France Robotics Technology Market by Type of Robots
10.2.6.2.3France Robotics Technology Market by Application
10.2.6.3Italy Robotics Technology Market
10.2.6.3.1Italy Robotics Technology Market by Component
10.2.6.3.2Italy Robotics Technology Market by Type of Robots
10.2.6.3.3Italy Robotics Technology Market by Application
10.2.6.4United Kingdom Robotics Technology Market
10.2.6.4.1United Kingdom Robotics Technology Market by Component
10.2.6.4.2United Kingdom Robotics Technology Market by Type of Robots
10.2.6.4.3United Kingdom Robotics Technology Market by Application
10.2.6.5Russia Robotics Technology Market
10.2.6.5.1Russia Robotics Technology Market by Component
10.2.6.5.2Russia Robotics Technology Market by Type of Robots
10.2.6.5.3Russia Robotics Technology Market by Application
10.2.6.6Rest of Europe Robotics Technology Market
10.2.6.6.1Rest of Europe Robotics Technology Market by Component
10.2.6.6.2Rest of Europe Robotics Technology Market by Type of Robots
10.2.6.6.3Rest of Europe Robotics Technology Market by Application
10.3.ASIA-PACIFIC
10.3.1Asia-Pacific Robotics Technology Market Overview
10.3.2Asia-Pacific Robotics Technology Market Forecasts and Analysis
10.3.3Asia-Pacific Robotics Technology Market Forecasts and Analysis - By Component
10.3.4Asia-Pacific Robotics Technology Market Forecasts and Analysis - By Type of Robots
10.3.5Asia-Pacific Robotics Technology Market Forecasts and Analysis - By Application
10.3.6Asia-Pacific Robotics Technology Market Forecasts and Analysis - By Countries
10.3.6.1Australia Robotics Technology Market
10.3.6.1.1Australia Robotics Technology Market by Component
10.3.6.1.2Australia Robotics Technology Market by Type of Robots
10.3.6.1.3Australia Robotics Technology Market by Application
10.3.6.2China Robotics Technology Market
10.3.6.2.1China Robotics Technology Market by Component
10.3.6.2.2China Robotics Technology Market by Type of Robots
10.3.6.2.3China Robotics Technology Market by Application
10.3.6.3India Robotics Technology Market
10.3.6.3.1India Robotics Technology Market by Component
10.3.6.3.2India Robotics Technology Market by Type of Robots
10.3.6.3.3India Robotics Technology Market by Application
10.3.6.4Japan Robotics Technology Market
10.3.6.4.1Japan Robotics Technology Market by Component
10.3.6.4.2Japan Robotics Technology Market by Type of Robots
10.3.6.4.3Japan Robotics Technology Market by Application
10.3.6.5South Korea Robotics Technology Market
10.3.6.5.1South Korea Robotics Technology Market by Component
10.3.6.5.2South Korea Robotics Technology Market by Type of Robots
10.3.6.5.3South Korea Robotics Technology Market by Application
10.3.6.6Rest of Asia-Pacific Robotics Technology Market
10.3.6.6.1Rest of Asia-Pacific Robotics Technology Market by Component
10.3.6.6.2Rest of Asia-Pacific Robotics Technology Market by Type of Robots
10.3.6.6.3Rest of Asia-Pacific Robotics Technology Market by Application
10.4.MIDDLE EAST AND AFRICA
10.4.1Middle East and Africa Robotics Technology Market Overview
10.4.2Middle East and Africa Robotics Technology Market Forecasts and Analysis
10.4.3Middle East and Africa Robotics Technology Market Forecasts and Analysis - By Component
10.4.4Middle East and Africa Robotics Technology Market Forecasts and Analysis - By Type of Robots
10.4.5Middle East and Africa Robotics Technology Market Forecasts and Analysis - By Application
10.4.6Middle East and Africa Robotics Technology Market Forecasts and Analysis - By Countries
10.4.6.1South Africa Robotics Technology Market
10.4.6.1.1South Africa Robotics Technology Market by Component
10.4.6.1.2South Africa Robotics Technology Market by Type of Robots
10.4.6.1.3South Africa Robotics Technology Market by Application
10.4.6.2Saudi Arabia Robotics Technology Market
10.4.6.2.1Saudi Arabia Robotics Technology Market by Component
10.4.6.2.2Saudi Arabia Robotics Technology Market by Type of Robots
10.4.6.2.3Saudi Arabia Robotics Technology Market by Application
10.4.6.3U.A.E Robotics Technology Market
10.4.6.3.1U.A.E Robotics Technology Market by Component
10.4.6.3.2U.A.E Robotics Technology Market by Type of Robots
10.4.6.3.3U.A.E Robotics Technology Market by Application
10.4.6.4Rest of Middle East and Africa Robotics Technology Market
10.4.6.4.1Rest of Middle East and Africa Robotics Technology Market by Component
10.4.6.4.2Rest of Middle East and Africa Robotics Technology Market by Type of Robots
10.4.6.4.3Rest of Middle East and Africa Robotics Technology Market by Application
10.5.SOUTH AND CENTRAL AMERICA
10.5.1South and Central America Robotics Technology Market Overview
10.5.2South and Central America Robotics Technology Market Forecasts and Analysis
10.5.3South and Central America Robotics Technology Market Forecasts and Analysis - By Component
10.5.4South and Central America Robotics Technology Market Forecasts and Analysis - By Type of Robots
10.5.5South and Central America Robotics Technology Market Forecasts and Analysis - By Application
10.5.6South and Central America Robotics Technology Market Forecasts and Analysis - By Countries
10.5.6.1Brazil Robotics Technology Market
10.5.6.1.1Brazil Robotics Technology Market by Component
10.5.6.1.2Brazil Robotics Technology Market by Type of Robots
10.5.6.1.3Brazil Robotics Technology Market by Application
10.5.6.2Argentina Robotics Technology Market
10.5.6.2.1Argentina Robotics Technology Market by Component
10.5.6.2.2Argentina Robotics Technology Market by Type of Robots
10.5.6.2.3Argentina Robotics Technology Market by Application
10.5.6.3Rest of South and Central America Robotics Technology Market
10.5.6.3.1Rest of South and Central America Robotics Technology Market by Component
10.5.6.3.2Rest of South and Central America Robotics Technology Market by Type of Robots
10.5.6.3.3Rest of South and Central America Robotics Technology 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.ROBOTICS TECHNOLOGY MARKET, KEY COMPANY PROFILES
12.1.ABB LTD
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.DENSO CORPORATION
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.FANUC CORPORATION
12.3.1.Key Facts
12.3.2.Business Description
12.3.3.Products and Services
12.3.4.Financial Overview
12.3.5.SWOT Analysis
12.3.6.Key Developments
12.4.KAWASAKI ROBOTICS (KAWASAKI HEAVY INDUSTRIES, LTD.)
12.4.1.Key Facts
12.4.2.Business Description
12.4.3.Products and Services
12.4.4.Financial Overview
12.4.5.SWOT Analysis
12.4.6.Key Developments
12.5.KUKA 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.MITSUBISHI ELECTRIC CORPORATION
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.OMRON CORPORATION
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.SEIKO EPSON CORPORATION
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.STäUBLI INTERNATIONAL AG
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.YASKAWA ELECTRIC CORPORATION
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. ABB Ltd
2. Denso Corporation
3. Fanuc Corporation
4. Kawasaki Robotics (Kawasaki Heavy Industries, Ltd.)
5. KUKA AG
6. Mitsubishi Electric Corporation
7. OMRON Corporation
8. Seiko Epson Corporation
9. Stubli International AG
10. Yaskawa Electric Corporation
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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