Key Insights
The robotic vision market is experiencing robust growth, driven by the increasing automation needs across diverse industries. The market's Compound Annual Growth Rate (CAGR) of 9.86% from 2019 to 2024 indicates significant expansion, projected to continue in the forecast period (2025-2033). Key factors fueling this growth include the rising demand for enhanced precision and efficiency in manufacturing processes, the increasing adoption of Industry 4.0 technologies, and the expanding application of robotic vision in various sectors like automotive, electronics, and healthcare. The integration of advanced technologies such as 3D vision systems, deep learning algorithms, and AI-powered image processing is further accelerating market expansion. While the availability of skilled labor and the high initial investment costs pose challenges, the long-term benefits of improved quality control, reduced operational costs, and increased productivity are outweighing these concerns. The market segmentation reveals a strong preference for 2D vision systems currently, although 3D vision is rapidly gaining traction due to its superior capabilities in depth perception and object recognition. Geographically, North America and Asia-Pacific currently dominate the market, driven by strong technological advancements and a high concentration of key players. However, Europe and other regions are expected to witness significant growth in the coming years as automation technologies become more accessible and affordable.
The competitive landscape is highly dynamic, with major players such as Keyence Corporation, FANUC Corporation, and Cognex Corporation leading the market with their extensive product portfolios and established market presence. However, several emerging companies are also challenging the established players through innovative product offerings and strategic partnerships. The continued advancement of AI and machine learning algorithms will be a crucial factor shaping the future of the robotic vision market. Future growth will likely depend on the development of more robust and adaptable systems capable of handling increasingly complex tasks in diverse environments. Furthermore, the increasing focus on data security and the integration of cybersecurity measures into robotic vision systems will be vital considerations for market players. We estimate the 2025 market size to be around $15 Billion based on extrapolated CAGR and industry reports, anticipating further significant growth through 2033.
This comprehensive report provides a detailed analysis of the Robotic Vision Industry, encompassing market dynamics, growth trends, key players, and future outlook. With a study period spanning 2019-2033, a base year of 2025, and a forecast period of 2025-2033, this report offers invaluable insights for industry professionals, investors, and strategic decision-makers. The report segments the market by technology (2D Vision, 3D Vision) and end-user industry (Automotive, Electronics, Aerospace, Food and Beverage, Pharmaceutical, Other). The market is valued at xx Million units in 2025 and is projected to reach xx Million units by 2033.

Robotic Vision Industry Market Dynamics & Structure
The Robotic Vision Industry is characterized by a moderately concentrated market structure, with key players like Keyence Corporation, FANUC Corporation, and Cognex Corporation holding significant market share. Technological innovation, particularly in 3D vision and AI-powered image processing, is a primary growth driver. Regulatory frameworks concerning data privacy and safety standards influence market development. Competitive pressures arise from alternative technologies, such as advanced sensor systems. The industry witnesses frequent mergers and acquisitions (M&A) activities, reflecting consolidation and expansion strategies.
- Market Concentration: Moderately concentrated, with top 5 players holding approximately xx% market share in 2025.
- Technological Innovation: Rapid advancements in 3D vision, AI, and deep learning are driving market expansion.
- Regulatory Landscape: Data privacy regulations and safety standards impact product development and adoption.
- Competitive Substitutes: Advanced sensor technologies and alternative automation methods pose competitive threats.
- M&A Activity: Significant M&A activity observed in the historical period (2019-2024), with an estimated xx deals annually, indicating industry consolidation.
- End-User Demographics: Growth is fueled by increasing automation across various industries, particularly automotive, electronics, and logistics.
Robotic Vision Industry Growth Trends & Insights
The Robotic Vision Industry exhibits robust growth, driven by increasing automation demands across diverse sectors. The market size experienced significant expansion during the historical period (2019-2024), with a CAGR of xx%. This upward trend is projected to continue throughout the forecast period (2025-2033), achieving a CAGR of xx%. This growth is fueled by factors such as the increasing adoption of automation technologies across various industries, growing demand for improved product quality and efficiency, and advancements in artificial intelligence (AI) and machine learning (ML) algorithms which enhance the capabilities of robotic vision systems. The automotive industry remains a significant driver, representing approximately xx% of the market in 2025, followed by electronics at xx%. Consumer behavior shifts towards improved product quality and efficiency also contribute to market expansion. Technological disruptions, such as the rise of 3D vision and improved computational capabilities, further accelerate market growth. The market penetration rate in the automotive industry was xx% in 2024 and is projected to reach xx% by 2033.

Dominant Regions, Countries, or Segments in Robotic Vision Industry
North America and Asia-Pacific dominate the Robotic Vision Industry, driven by robust industrial automation adoption and technological advancements. Within these regions, countries like the United States, Japan, China, and Germany are key growth markets. The automotive and electronics sectors are the leading end-user industries, showcasing strong growth potential. 3D vision technology is gaining significant traction compared to 2D vision, reflecting the increasing need for sophisticated spatial perception in robotic applications.
- Leading Regions: North America and Asia-Pacific hold the largest market share.
- Key Countries: United States, Japan, China, Germany.
- Dominant Segments: Automotive and Electronics end-user industries; 3D Vision technology.
- Growth Drivers: Strong industrial automation adoption, technological innovation, favorable government policies (e.g., tax incentives for automation in certain sectors).
- Market Share: North America holds approximately xx% of the market share in 2025, followed by Asia-Pacific at xx%.
Robotic Vision Industry Product Landscape
The Robotic Vision Industry offers a diverse range of products, including 2D and 3D vision systems, cameras, sensors, software, and related peripherals. These products cater to diverse applications, ranging from automated inspection and quality control to robotic guidance and navigation. Recent product innovations include AI-powered image processing algorithms, high-resolution cameras, and enhanced depth-sensing technologies. These advancements enable improved accuracy, speed, and reliability in robotic vision applications, providing unique selling propositions for market participants.
Key Drivers, Barriers & Challenges in Robotic Vision Industry
Key Drivers:
- Increasing demand for automation across industries.
- Advancements in AI, machine learning, and computer vision.
- Growing need for improved product quality and efficiency.
- Rising adoption of Industry 4.0 technologies.
Challenges:
- High initial investment costs.
- Complexity of integration with existing systems.
- Skill gaps in operating and maintaining robotic vision systems.
- Supply chain disruptions impacting component availability (estimated xx% impact on production in 2024).
Emerging Opportunities in Robotic Vision Industry
- Expansion into untapped markets, such as agriculture and healthcare.
- Development of advanced applications, such as autonomous vehicles and surgical robots.
- Integration of robotic vision with other technologies, such as IoT and cloud computing.
- Growth in demand for customized robotic vision solutions.
Growth Accelerators in the Robotic Vision Industry
Technological breakthroughs in 3D vision, AI, and machine learning are key growth catalysts. Strategic partnerships between technology providers and end-user industries further accelerate market expansion. Government initiatives promoting automation and digital transformation foster industry growth.
Key Players Shaping the Robotic Vision Industry Market
- Keyence Corporation
- FANUC Corporation
- National Instruments Corporation
- Cognex Corporation
- Teledyne Dalsa Inc
- Sick AG
- ABB Group
- Qualcomm Technologies Inc
- Hexagon A
- Omron Adept Technology Inc
Notable Milestones in Robotic Vision Industry Sector
- September 2022: ABB launches its first line of branded Autonomous Mobile Robots (AMRs) following its 2021 acquisition of ASTI Mobile Robotics. This signifies significant expansion into the AMR market and integrated automation solutions.
- August 2022: Visionary.ai and Innoviz partner to combine imaging technology with LiDAR sensors, improving 3D machine vision performance for robots and drones. This collaboration enhances the capabilities of 3D vision systems.
In-Depth Robotic Vision Industry Market Outlook
The Robotic Vision Industry is poised for sustained growth, driven by technological advancements, increasing automation adoption, and expansion into new applications. Strategic partnerships, investments in R&D, and government support will further fuel market expansion. The market's future potential is significant, with substantial opportunities for innovation and market penetration across various sectors.
Robotic Vision Industry Segmentation
-
1. Technology
- 1.1. 2D Vision
- 1.2. 3D Vision
-
2. End User Industry
- 2.1. Automotive
- 2.2. Electronics
- 2.3. Aerospace
- 2.4. Food and Beverage
- 2.5. Pharmaceutical
- 2.6. Other End User Industries
Robotic Vision Industry Segmentation By Geography
- 1. North America
- 2. Europe
- 3. Asia Pacific
- 4. Rest of the World

Robotic Vision Industry REPORT HIGHLIGHTS
Aspects | Details |
---|---|
Study Period | 2019-2033 |
Base Year | 2024 |
Estimated Year | 2025 |
Forecast Period | 2025-2033 |
Historical Period | 2019-2024 |
Growth Rate | CAGR of 9.86% from 2019-2033 |
Segmentation |
|
Table of Contents
- 1. Introduction
- 1.1. Research Scope
- 1.2. Market Segmentation
- 1.3. Research Methodology
- 1.4. Definitions and Assumptions
- 2. Executive Summary
- 2.1. Introduction
- 3. Market Dynamics
- 3.1. Introduction
- 3.2. Market Drivers
- 3.2.1. Increased Adoption of Cognitive Humanoid Robots; Growing Demand from End - User Segments like Automotive Industry
- 3.3. Market Restrains
- 3.3.1. High Investments
- 3.4. Market Trends
- 3.4.1. Growing Demand from End-User Segments like Automotive Industry Drives the Market Growth
- 4. Market Factor Analysis
- 4.1. Porters Five Forces
- 4.2. Supply/Value Chain
- 4.3. PESTEL analysis
- 4.4. Market Entropy
- 4.5. Patent/Trademark Analysis
- 5. Global Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Technology
- 5.1.1. 2D Vision
- 5.1.2. 3D Vision
- 5.2. Market Analysis, Insights and Forecast - by End User Industry
- 5.2.1. Automotive
- 5.2.2. Electronics
- 5.2.3. Aerospace
- 5.2.4. Food and Beverage
- 5.2.5. Pharmaceutical
- 5.2.6. Other End User Industries
- 5.3. Market Analysis, Insights and Forecast - by Region
- 5.3.1. North America
- 5.3.2. Europe
- 5.3.3. Asia Pacific
- 5.3.4. Rest of the World
- 5.1. Market Analysis, Insights and Forecast - by Technology
- 6. North America Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Technology
- 6.1.1. 2D Vision
- 6.1.2. 3D Vision
- 6.2. Market Analysis, Insights and Forecast - by End User Industry
- 6.2.1. Automotive
- 6.2.2. Electronics
- 6.2.3. Aerospace
- 6.2.4. Food and Beverage
- 6.2.5. Pharmaceutical
- 6.2.6. Other End User Industries
- 6.1. Market Analysis, Insights and Forecast - by Technology
- 7. Europe Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Technology
- 7.1.1. 2D Vision
- 7.1.2. 3D Vision
- 7.2. Market Analysis, Insights and Forecast - by End User Industry
- 7.2.1. Automotive
- 7.2.2. Electronics
- 7.2.3. Aerospace
- 7.2.4. Food and Beverage
- 7.2.5. Pharmaceutical
- 7.2.6. Other End User Industries
- 7.1. Market Analysis, Insights and Forecast - by Technology
- 8. Asia Pacific Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Technology
- 8.1.1. 2D Vision
- 8.1.2. 3D Vision
- 8.2. Market Analysis, Insights and Forecast - by End User Industry
- 8.2.1. Automotive
- 8.2.2. Electronics
- 8.2.3. Aerospace
- 8.2.4. Food and Beverage
- 8.2.5. Pharmaceutical
- 8.2.6. Other End User Industries
- 8.1. Market Analysis, Insights and Forecast - by Technology
- 9. Rest of the World Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Technology
- 9.1.1. 2D Vision
- 9.1.2. 3D Vision
- 9.2. Market Analysis, Insights and Forecast - by End User Industry
- 9.2.1. Automotive
- 9.2.2. Electronics
- 9.2.3. Aerospace
- 9.2.4. Food and Beverage
- 9.2.5. Pharmaceutical
- 9.2.6. Other End User Industries
- 9.1. Market Analysis, Insights and Forecast - by Technology
- 10. North America Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 10.1.1.
- 11. Europe Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 11.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 11.1.1.
- 12. Asia Pacific Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 12.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 12.1.1.
- 13. Rest of the World Robotic Vision Industry Analysis, Insights and Forecast, 2019-2031
- 13.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 13.1.1.
- 14. Competitive Analysis
- 14.1. Global Market Share Analysis 2024
- 14.2. Company Profiles
- 14.2.1 Keyence Corporation
- 14.2.1.1. Overview
- 14.2.1.2. Products
- 14.2.1.3. SWOT Analysis
- 14.2.1.4. Recent Developments
- 14.2.1.5. Financials (Based on Availability)
- 14.2.2 FANUC Corporation
- 14.2.2.1. Overview
- 14.2.2.2. Products
- 14.2.2.3. SWOT Analysis
- 14.2.2.4. Recent Developments
- 14.2.2.5. Financials (Based on Availability)
- 14.2.3 National Instruments Corporation
- 14.2.3.1. Overview
- 14.2.3.2. Products
- 14.2.3.3. SWOT Analysis
- 14.2.3.4. Recent Developments
- 14.2.3.5. Financials (Based on Availability)
- 14.2.4 Cognex Corporation
- 14.2.4.1. Overview
- 14.2.4.2. Products
- 14.2.4.3. SWOT Analysis
- 14.2.4.4. Recent Developments
- 14.2.4.5. Financials (Based on Availability)
- 14.2.5 Teledyne Dalsa Inc
- 14.2.5.1. Overview
- 14.2.5.2. Products
- 14.2.5.3. SWOT Analysis
- 14.2.5.4. Recent Developments
- 14.2.5.5. Financials (Based on Availability)
- 14.2.6 Sick AG
- 14.2.6.1. Overview
- 14.2.6.2. Products
- 14.2.6.3. SWOT Analysis
- 14.2.6.4. Recent Developments
- 14.2.6.5. Financials (Based on Availability)
- 14.2.7 ABB Group
- 14.2.7.1. Overview
- 14.2.7.2. Products
- 14.2.7.3. SWOT Analysis
- 14.2.7.4. Recent Developments
- 14.2.7.5. Financials (Based on Availability)
- 14.2.8 Qualcomm Technologies Inc
- 14.2.8.1. Overview
- 14.2.8.2. Products
- 14.2.8.3. SWOT Analysis
- 14.2.8.4. Recent Developments
- 14.2.8.5. Financials (Based on Availability)
- 14.2.9 Hexagon A
- 14.2.9.1. Overview
- 14.2.9.2. Products
- 14.2.9.3. SWOT Analysis
- 14.2.9.4. Recent Developments
- 14.2.9.5. Financials (Based on Availability)
- 14.2.10 Omron Adept Technology Inc
- 14.2.10.1. Overview
- 14.2.10.2. Products
- 14.2.10.3. SWOT Analysis
- 14.2.10.4. Recent Developments
- 14.2.10.5. Financials (Based on Availability)
- 14.2.1 Keyence Corporation
List of Figures
- Figure 1: Global Robotic Vision Industry Revenue Breakdown (Million, %) by Region 2024 & 2032
- Figure 2: North America Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 3: North America Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 4: Europe Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 5: Europe Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 6: Asia Pacific Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 7: Asia Pacific Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 8: Rest of the World Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 9: Rest of the World Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 10: North America Robotic Vision Industry Revenue (Million), by Technology 2024 & 2032
- Figure 11: North America Robotic Vision Industry Revenue Share (%), by Technology 2024 & 2032
- Figure 12: North America Robotic Vision Industry Revenue (Million), by End User Industry 2024 & 2032
- Figure 13: North America Robotic Vision Industry Revenue Share (%), by End User Industry 2024 & 2032
- Figure 14: North America Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 15: North America Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 16: Europe Robotic Vision Industry Revenue (Million), by Technology 2024 & 2032
- Figure 17: Europe Robotic Vision Industry Revenue Share (%), by Technology 2024 & 2032
- Figure 18: Europe Robotic Vision Industry Revenue (Million), by End User Industry 2024 & 2032
- Figure 19: Europe Robotic Vision Industry Revenue Share (%), by End User Industry 2024 & 2032
- Figure 20: Europe Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 21: Europe Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 22: Asia Pacific Robotic Vision Industry Revenue (Million), by Technology 2024 & 2032
- Figure 23: Asia Pacific Robotic Vision Industry Revenue Share (%), by Technology 2024 & 2032
- Figure 24: Asia Pacific Robotic Vision Industry Revenue (Million), by End User Industry 2024 & 2032
- Figure 25: Asia Pacific Robotic Vision Industry Revenue Share (%), by End User Industry 2024 & 2032
- Figure 26: Asia Pacific Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 27: Asia Pacific Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
- Figure 28: Rest of the World Robotic Vision Industry Revenue (Million), by Technology 2024 & 2032
- Figure 29: Rest of the World Robotic Vision Industry Revenue Share (%), by Technology 2024 & 2032
- Figure 30: Rest of the World Robotic Vision Industry Revenue (Million), by End User Industry 2024 & 2032
- Figure 31: Rest of the World Robotic Vision Industry Revenue Share (%), by End User Industry 2024 & 2032
- Figure 32: Rest of the World Robotic Vision Industry Revenue (Million), by Country 2024 & 2032
- Figure 33: Rest of the World Robotic Vision Industry Revenue Share (%), by Country 2024 & 2032
List of Tables
- Table 1: Global Robotic Vision Industry Revenue Million Forecast, by Region 2019 & 2032
- Table 2: Global Robotic Vision Industry Revenue Million Forecast, by Technology 2019 & 2032
- Table 3: Global Robotic Vision Industry Revenue Million Forecast, by End User Industry 2019 & 2032
- Table 4: Global Robotic Vision Industry Revenue Million Forecast, by Region 2019 & 2032
- Table 5: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 6: Robotic Vision Industry Revenue (Million) Forecast, by Application 2019 & 2032
- Table 7: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 8: Robotic Vision Industry Revenue (Million) Forecast, by Application 2019 & 2032
- Table 9: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 10: Robotic Vision Industry Revenue (Million) Forecast, by Application 2019 & 2032
- Table 11: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 12: Robotic Vision Industry Revenue (Million) Forecast, by Application 2019 & 2032
- Table 13: Global Robotic Vision Industry Revenue Million Forecast, by Technology 2019 & 2032
- Table 14: Global Robotic Vision Industry Revenue Million Forecast, by End User Industry 2019 & 2032
- Table 15: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 16: Global Robotic Vision Industry Revenue Million Forecast, by Technology 2019 & 2032
- Table 17: Global Robotic Vision Industry Revenue Million Forecast, by End User Industry 2019 & 2032
- Table 18: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 19: Global Robotic Vision Industry Revenue Million Forecast, by Technology 2019 & 2032
- Table 20: Global Robotic Vision Industry Revenue Million Forecast, by End User Industry 2019 & 2032
- Table 21: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
- Table 22: Global Robotic Vision Industry Revenue Million Forecast, by Technology 2019 & 2032
- Table 23: Global Robotic Vision Industry Revenue Million Forecast, by End User Industry 2019 & 2032
- Table 24: Global Robotic Vision Industry Revenue Million Forecast, by Country 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the Robotic Vision Industry?
The projected CAGR is approximately 9.86%.
2. Which companies are prominent players in the Robotic Vision Industry?
Key companies in the market include Keyence Corporation, FANUC Corporation, National Instruments Corporation, Cognex Corporation, Teledyne Dalsa Inc, Sick AG, ABB Group, Qualcomm Technologies Inc, Hexagon A, Omron Adept Technology Inc.
3. What are the main segments of the Robotic Vision Industry?
The market segments include Technology, End User Industry.
4. Can you provide details about the market size?
The market size is estimated to be USD XX Million as of 2022.
5. What are some drivers contributing to market growth?
Increased Adoption of Cognitive Humanoid Robots; Growing Demand from End - User Segments like Automotive Industry.
6. What are the notable trends driving market growth?
Growing Demand from End-User Segments like Automotive Industry Drives the Market Growth.
7. Are there any restraints impacting market growth?
High Investments.
8. Can you provide examples of recent developments in the market?
September 2022 - Following the 2021 acquisition of mobile robot company ASTI Mobile Robotics, ABB has launched its first line of branded Autonomous Mobile Robots (AMRs). ABB has a fully integrated offering of robots, AMRs, and machine automation solutions. ABB, which already provides AMR solutions for client projects, has collaborated with crucial partner Expert Technology Group in the UK to develop a complete assembly line based on AMRs for a technology startup creating breakthrough parts for EV vehicle drive trains. ABB's automation system uses ABB robots, vision function packages, and AMRs to transport products between robotic automation cells and human assembly stations.
9. What pricing options are available for accessing the report?
Pricing options include single-user, multi-user, and enterprise licenses priced at USD 4750, USD 5250, and USD 8750 respectively.
10. Is the market size provided in terms of value or volume?
The market size is provided in terms of value, measured in Million.
11. Are there any specific market keywords associated with the report?
Yes, the market keyword associated with the report is "Robotic Vision Industry," which aids in identifying and referencing the specific market segment covered.
12. How do I determine which pricing option suits my needs best?
The pricing options vary based on user requirements and access needs. Individual users may opt for single-user licenses, while businesses requiring broader access may choose multi-user or enterprise licenses for cost-effective access to the report.
13. Are there any additional resources or data provided in the Robotic Vision Industry report?
While the report offers comprehensive insights, it's advisable to review the specific contents or supplementary materials provided to ascertain if additional resources or data are available.
14. How can I stay updated on further developments or reports in the Robotic Vision Industry?
To stay informed about further developments, trends, and reports in the Robotic Vision Industry, consider subscribing to industry newsletters, following relevant companies and organizations, or regularly checking reputable industry news sources and publications.
Methodology
Step 1 - Identification of Relevant Samples Size from Population Database



Step 2 - Approaches for Defining Global Market Size (Value, Volume* & Price*)

Note*: In applicable scenarios
Step 3 - Data Sources
Primary Research
- Web Analytics
- Survey Reports
- Research Institute
- Latest Research Reports
- Opinion Leaders
Secondary Research
- Annual Reports
- White Paper
- Latest Press Release
- Industry Association
- Paid Database
- Investor Presentations

Step 4 - Data Triangulation
Involves using different sources of information in order to increase the validity of a study
These sources are likely to be stakeholders in a program - participants, other researchers, program staff, other community members, and so on.
Then we put all data in single framework & apply various statistical tools to find out the dynamic on the market.
During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence