Asia Pacific industrial automation market is expected to reach US$ 98.67 billion by 2028 from US$ 54.73 billion in 2021; it is expected to grow at a CAGR of 8.8% from 2021 to 2028.
Machine vision users and systems integrators have had access to better imaging, optics, and illumination software for nearly the last 40 years. Although machine vision is a relatively mature technology, lower component, software, and engineering costs; greater simplicity of use; and the expanded range of applications continue to drive its acceptance across various industries.
In 2021, amid the adversities posed by the COVID-19 pandemic, manufacturers accelerated the deployment of machine vision technology for the automation of industrial processes to keep operations running as effectively as possible and keep up with the increasing demand as businesses scrambled to bolster digital infrastructure, supporting remote workers. Additionally, the demand for logistics-related apps increased due to the surge in online purchases from 2020. Imaging systems in retail distribution centers, and automated warehouse storage and retrieval systems, and manufacturers of PPE-related items, such as face masks, face shields, protective garments, and respirators were among them. In the industrial sector in Asia Pacific, machine vision systems are also adopted in automated predictive maintenance, packaging inspection, automated barcode reading, product and component assembly, defect reduction, and 3D vision inspection.
With new features and technologies, vendors can attract new customers and expand their footprints in emerging markets. This factor is likely to drive the Asia Pacific industrial automation market at a good CAGR during the forecast period.
Asia Pacific Industrial Automation Market Revenue and Forecast to 2028 (US$ Billion)
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Asia Pacific Industrial Automation Market Segmentation
The market for Asia Pacific industrial automation market is segmented into component, system and end user. Based on component, the Asia Pacific industrial automation market is segmented into hardware and software. Based on system the Asia Pacific industrial automation market is segmented into supervisory control and data acquisition, distributed control system, programmable logic control and others. Based on End User the Asia Pacific industrial automation market is segmented into oil & gas, automotive, food & beverage, chemical & material, aerospace & dense and others. Geographically, the Asia Pacific industrial automation market is segmented into Asia Pacific (China, India, Japan, South Korea and Rest of APAC).
Asia Pacific Industrial Automation Market Companies
ABB Ltd, Hitachi, Ltd., Mitsubishi Electric Corporation, OMRON Corporation Rockwell Automation, Inc. , Siemens , Yokogawa Electric Corporation ,Koyo Electronic Industries Co., Ltd. , Industrial Automation (M) Sdn Bhd , and Emerson Electric Co. are among the leading companies in the Asia Pacific industrial automation market.
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
2. Asia Pacific Industrial Automation Market- Key Takeaways
3. Research Methodology
3.1 Coverage
3.2 Secondary Research
3.3 Primary Research
4. Asia Pacific Industrial Automation Market Landscape
4.1 Market Overview
4.2 PEST Analysis
4.2.1 Asia Pacific – PEST Analysis
4.3 Ecosystem Analysis
4.4 Expert Opinion
5. Asia Pacific Industrial Automation Market – Key Industry Dynamics
5.1 Market Drivers
5.1.1 Rising Uptake of Automation across Food & Beverage Industry
5.1.2 Increase in Machine Vision Systems Adoption for Industrial Automation
5.2 Key Market Restraints
5.2.1 Requirement of High Initial Investment
5.3 Key Market Opportunities
5.3.1 Integration of Robotics in the Construction Industry
5.4 Future Trends
5.4.1 Surging Demand for Automation in the E-commerce Industry
5.5 Impact Analysis of Drivers and Restraints
6. Asia Pacific Industrial Automation Market – Key Market Dynamics
6.1 Industrial Automation Market Overview
6.2 Asia Pacific Industrial Automation Market Forecast And Analysis
7. Asia Pacific Industrial Automation Market Analysis – By Component
7.1 Overview
7.2 Asia Pacific Industrial Automation Market, By Component (2020 and 2028)
7.3 Hardware
7.3.1 Overview
7.3.2 Hardware: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
7.3.3 Motors and Drives
7.3.3.1 Overview
7.3.3.2 Motors and Drives: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
7.3.4 Robots
7.3.4.1 Overview
7.3.4.2 Robots: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
7.3.5 Sensor
7.3.5.1 Overview
7.3.5.2 Sensor: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
7.3.6 Machine Vision System
7.3.6.1 Overview
7.3.6.2 Machine Vision System: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
7.3.7 Others
7.3.7.1 Overview
7.3.7.2 Others: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
7.4 Software
7.4.1 Overview
7.4.2 Software: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
8. Asia Pacific Industrial Automation Market Analysis – By System
8.1 Overview
8.2 Asia Pacific Industrial Automation Market, By System (2020 and 2028)
8.3 Supervisory Control and Data Acquisition
8.3.1 Overview
8.3.2 Supervisory Control and Data Acquisition: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
8.4 Distributed Control System
8.4.1 Overview
8.4.2 Distributed Control System: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
8.5 Programmable Logic Control
8.5.1 Overview
8.5.2 Programmable Logic Control: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
8.6 Others
8.6.1 Overview
8.6.2 Others: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
9. Asia Pacific Industrial Automation Market Analysis – By End User
9.1 Overview
9.2 Asia Pacific Industrial Automation Market, By End User (2020 and 2028)
9.3 Oil & Gas
9.3.1 Overview
9.3.2 Oil & Gas: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
9.4 Automotive
9.4.1 Overview
9.4.2 Automotive: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
9.5 Food & Beverage
9.5.1 Overview
9.5.2 Food & Beverage: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
9.6 Chemical & Materials
9.6.1 Overview
9.6.2 Chemical & Materials: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
9.7 Aerospace & Defense
9.7.1 Overview
9.7.2 Aerospace & Defense: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
9.8 Others
9.8.1 Overview
9.8.2 Others: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10. Asia Pacific Industrial Automation Market – Country Analysis
10.1 Overview
10.2 APAC: Asia Pacific Industrial Automation Market
10.2.1 APAC: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10.2.1.1 China: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10.2.1.1.1 China: Asia Pacific Industrial Automation Market, by Component
10.2.1.1.2 China: Asia Pacific Industrial Automation Market, by Hardware
10.2.1.1.3 China: Asia Pacific Industrial Automation Market, by System
10.2.1.1.4 China: Asia Pacific Industrial Automation Market, by End User
10.2.1.2 India: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10.2.1.2.1 India: Asia Pacific Industrial Automation Market, by Component
10.2.1.2.2 India: Asia Pacific Industrial Automation Market, by Hardware
10.2.1.2.3 India: Asia Pacific Industrial Automation Market, by System
10.2.1.2.4 India: Asia Pacific Industrial Automation Market, by End User
10.2.1.3 Japan: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10.2.1.3.1 Japan: Asia Pacific Industrial Automation Market, by Component
10.2.1.3.2 Japan: Asia Pacific Industrial Automation Market, by Hardware
10.2.1.3.3 Japan: Asia Pacific Industrial Automation Market, by System
10.2.1.3.4 Japan: Asia Pacific Industrial Automation Market, by End User
10.2.1.4 South Korea: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10.2.1.4.1 South Korea: Asia Pacific Industrial Automation Market, by Component
10.2.1.4.2 South Korea: Asia Pacific Industrial Automation Market, by Hardware
10.2.1.4.3 South Korea: Asia Pacific Industrial Automation Market, by System
10.2.1.4.4 South Korea: Asia Pacific Industrial Automation Market, by End User
10.2.1.5 Rest of APAC: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
10.2.1.5.1 Rest of APAC: Asia Pacific Industrial Automation Market, by Component
10.2.1.5.2 Rest of APAC: Asia Pacific Industrial Automation Market, by Hardware
10.2.1.5.3 Rest of APAC: Asia Pacific Industrial Automation Market, by System
10.2.1.5.4 Rest of APAC: Asia Pacific Industrial Automation Market, by End User
11. Industry Landscape
11.1 Overview
11.2 Market Initiative
11.3 New Product Development
12. 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 Hitachi, Ltd.
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 Mitsubishi Electric 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 OMRON Corporation
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 Rockwell Automation, 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 Siemens
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 Yokogawa Electric 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 Koyo Electronic Industries Co., Ltd.
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 Industrial Automation (M) Sdn Bhd
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 Emerson Electric Co.
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 Word Index
LIST OF TABLES
Table 1. APAC: Asia Pacific Industrial Automation Market, by Component – Revenue and Forecast to 2028 (US$ Billion)
Table 2. APAC: Asia Pacific Industrial Automation Market, by Hardware – Revenue and Forecast to 2028 (US$ Billion)
Table 3. APAC: Asia Pacific Industrial Automation Market, by System – Revenue and Forecast to 2028 (US$ Billion)
Table 4. APAC: Asia Pacific Industrial Automation Market, by End User – Revenue and Forecast to 2028 (US$ Billion)
Table 5. China: Asia Pacific Industrial Automation Market, by Component – Revenue and Forecast to 2028 (US$ Billion)
Table 6. China: Asia Pacific Industrial Automation Market, by Hardware – Revenue and Forecast to 2028 (US$ Billion)
Table 7. China: Asia Pacific Industrial Automation Market, by System – Revenue and Forecast to 2028 (US$ Billion)
Table 8. China: Asia Pacific Industrial Automation Market, by End User – Revenue and Forecast to 2028 (US$ Billion)
Table 9. India: Asia Pacific Industrial Automation Market, by Component – Revenue and Forecast to 2028 (US$ Billion)
Table 10. India: Asia Pacific Industrial Automation Market, by Hardware – Revenue and Forecast to 2028 (US$ Billion)
Table 11. India: Asia Pacific Industrial Automation Market, by System – Revenue and Forecast to 2028 (US$ Billion)
Table 12. India: Asia Pacific Industrial Automation Market, by End User – Revenue and Forecast to 2028 (US$ Billion)
Table 13. Japan: Asia Pacific Industrial Automation Market, by Component – Revenue and Forecast to 2028 (US$ Billion)
Table 14. Japan: Asia Pacific Industrial Automation Market, by Hardware – Revenue and Forecast to 2028 (US$ Billion)
Table 15. Japan: Asia Pacific Industrial Automation Market, by System – Revenue and Forecast to 2028 (US$ Billion)
Table 16. Japan: Asia Pacific Industrial Automation Market, by End User – Revenue and Forecast to 2028 (US$ Billion)
Table 17. South Korea: Asia Pacific Industrial Automation Market, by Component – Revenue and Forecast to 2028 (US$ Billion)
Table 18. South Korea: Asia Pacific Industrial Automation Market, by Hardware – Revenue and Forecast to 2028 (US$ Billion)
Table 19. South Korea: Asia Pacific Industrial Automation Market, by System – Revenue and Forecast to 2028 (US$ Billion)
Table 20. South Korea: Asia Pacific Industrial Automation Market, by End User – Revenue and Forecast to 2028 (US$ Billion)
Table 21. Rest of APAC: Asia Pacific Industrial Automation Market, by Component – Revenue and Forecast to 2028 (US$ Billion)
Table 22. Rest of APAC: Asia Pacific Industrial Automation Market, by Hardware – Revenue and Forecast to 2028 (US$ Billion)
Table 23. Rest of APAC: Asia Pacific Industrial Automation Market, by System – Revenue and Forecast to 2028 (US$ Billion)
Table 24. Rest of APAC: Asia Pacific Industrial Automation Market, by End User – Revenue and Forecast to 2028 (US$ Billion)
Table 25. List of Abbreviation
LIST OF FIGURES
Figure 1. Asia Pacific Industrial Automation Market Segmentation
Figure 2. Asia Pacific Industrial Automation Market Overview
Figure 3. Hardware Held the Highest Share in Asia Pacific Industrial Automation Market in 2020
Figure 4. Asia Pacific Industrial Automation Market, by Country
Figure 5. Asia Pacific – PEST Analysis
Figure 6. Expert Opinion
Figure 7. Asia Pacific Industrial Automation Market Impact Analysis of Drivers and Restraints
Figure 8. Industrial Automation Market - Country Analysis
Figure 9. Asia Pacific Industrial Automation Market Forecast and Analysis, (US$ Bn)
Figure 10. Asia Pacific Industrial Automation Market Revenue Share, by Component (2020 and 2028)
Figure 11. Hardware: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 12. Motors and Drives: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 13. Robots: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 14. Sensor: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 15. Machine Vision System: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 16. Others: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 17. Software: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 18. Asia Pacific Industrial Automation Market Revenue Share, by System (2020 and 2028)
Figure 19. Supervisory Control and Data Acquisition: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 20. Distributed Control System: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 21. Programmable Logic Control: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 22. Others: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 23. Asia Pacific Industrial Automation Market Revenue Share, by End User (2020 and 2028)
Figure 24. Oil & Gas: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 25. Automotive: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 26. Food & Beverage: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 27. Chemical & Materials: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 28. Aerospace & Defense: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 29. Others: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 30. Asia Pacific Industrial Automation Market Revenue Share, by Region (2021 and 2028)
Figure 31. APAC: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 32. China: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 33. India: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 34. Japan: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 35. South Korea: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
Figure 36. Rest of APAC: Asia Pacific Industrial Automation Market – Revenue and Forecast to 2028 (US$ Billion)
- ABB Ltd
- Hitachi, Ltd.
- Mitsubishi Electric Corporation
- OMRON Corporation
- Rockwell Automation, Inc.
- Siemens
- Yokogawa Electric Corporation
- Koyo Electronic Industries Co., Ltd.
- Industrial Automation (M) Sdn Bhd
- Emerson Electric Co.
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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