Key Insights
The Augmented Analytics market is experiencing robust growth, projected to reach \$23.27 billion in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 28.09% from 2025 to 2033. This expansion is fueled by several key drivers. The increasing volume and complexity of data generated by businesses across diverse sectors necessitate efficient and intuitive analytical tools. Augmented analytics, with its capabilities in automated data preparation, insightful visualisations, and natural language processing, directly addresses this need. Furthermore, the rising adoption of cloud-based solutions and the growing demand for data-driven decision-making across industries like BFSI (Banking, Financial Services, and Insurance), Telecom & IT, and Healthcare are significant contributors to market growth. The user-friendly nature of augmented analytics solutions enables a wider range of professionals, not just data scientists, to leverage data insights, further driving market expansion. However, challenges such as data security concerns, the need for robust data integration capabilities, and the initial investment costs associated with implementation can act as restraints on market growth. The market is segmented by deployment (on-premise and cloud) and end-user industry, with the cloud segment anticipated to dominate due to its scalability and cost-effectiveness.
Competition in the augmented analytics market is intense, with established players like SAS Institute Inc., IBM Corporation, Microsoft Corporation, and SAP SE, alongside emerging companies like ThoughtSpot Inc. and Sisense Inc., vying for market share. The North American market currently holds a significant portion of the global market share due to early adoption and the presence of major technology companies. However, the Asia-Pacific region is projected to witness the fastest growth, driven by increasing digitalization and the expanding adoption of advanced analytical tools. Companies are focusing on strategic partnerships, mergers and acquisitions, and continuous innovation in AI and machine learning capabilities to strengthen their market positions and capitalize on the growth opportunities presented by this rapidly evolving landscape. The overall outlook for the augmented analytics market remains positive, with continued growth anticipated over the forecast period driven by technological advancements and growing enterprise demand.

Augmented Analytics Market Report: 2019-2033
This comprehensive report provides a detailed analysis of the Augmented Analytics market, covering market dynamics, growth trends, regional dominance, product landscape, key players, and future outlook. The study period spans 2019-2033, with a base year of 2025 and a forecast period of 2025-2033. The report segments the market by deployment (on-premise, cloud) and end-user industry (BFSI, Telecom & IT, Retail, Healthcare, Manufacturing, Media & Entertainment, Other). The market size is projected to reach xx Million by 2033.
Augmented Analytics Market Dynamics & Structure
The Augmented Analytics market is characterized by a moderately concentrated landscape, with key players continuously innovating to maintain their competitive edge. Technological advancements in artificial intelligence (AI), machine learning (ML), and natural language processing (NLP) are driving significant growth. Regulatory frameworks surrounding data privacy and security are shaping market practices, while competitive pressures from traditional business intelligence (BI) tools necessitate continuous improvement. The market is witnessing increased mergers and acquisitions (M&A) activity, indicating consolidation and expansion strategies among major players.
- Market Concentration: Moderately concentrated, with top 5 players holding approximately xx% market share in 2025.
- Technological Innovation: Rapid advancements in AI, ML, and NLP are key drivers.
- Regulatory Frameworks: GDPR, CCPA, and other data privacy regulations are influencing market strategies.
- Competitive Substitutes: Traditional BI tools and self-service analytics platforms pose competition.
- M&A Activity: xx major M&A deals recorded between 2019 and 2024, with an expected increase in the forecast period.
- Innovation Barriers: High initial investment costs and the need for skilled data scientists can hinder wider adoption.
Augmented Analytics Market Growth Trends & Insights
The Augmented Analytics market has experienced substantial growth over the past few years, driven by increasing demand for data-driven decision-making across various industries. The market size, valued at xx Million in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of xx% during the forecast period (2025-2033). This growth is fuelled by rising adoption rates, particularly in cloud-based deployments, and technological disruptions leading to more user-friendly and accessible analytics solutions. Consumer behavior is shifting towards more automated and insightful data analysis, further propelling market expansion.

Dominant Regions, Countries, or Segments in Augmented Analytics Market
North America currently dominates the Augmented Analytics market, driven by early adoption of advanced technologies, robust IT infrastructure, and the presence of major market players. However, the Asia-Pacific region is projected to show the highest growth rate over the forecast period due to rising digitalization and increasing investment in data analytics initiatives. Within the segments, the cloud deployment model is experiencing faster growth compared to on-premise solutions due to its scalability and cost-effectiveness. The BFSI and Healthcare sectors are key end-user industries driving significant demand.
- North America: Strong market presence, high adoption rates, and established technology infrastructure.
- Asia-Pacific: Fastest-growing region, driven by increasing digitalization and government initiatives.
- Cloud Deployment: Highest growth rate due to scalability, accessibility, and cost-effectiveness.
- BFSI & Healthcare: Key end-user industries with high demand for data-driven insights.
Augmented Analytics Market Product Landscape
Augmented analytics solutions are increasingly incorporating advanced AI and ML capabilities, such as automated data preparation, visual data discovery, and predictive modeling. These advancements are enhancing the accuracy, efficiency, and ease of use of these platforms. Key features include natural language processing for query generation, automated insights generation, and self-service dashboards for improved user experience. This is leading to faster time-to-insight and better decision-making across businesses.
Key Drivers, Barriers & Challenges in Augmented Analytics Market
Key Drivers:
- Increasing demand for data-driven decision-making.
- Growing adoption of cloud-based analytics solutions.
- Advancements in AI, ML, and NLP technologies.
- Rising investments in data analytics infrastructure.
Challenges:
- High initial investment costs and implementation complexity.
- Data security and privacy concerns.
- Lack of skilled professionals to implement and manage solutions.
- Competition from traditional BI tools.
Emerging Opportunities in Augmented Analytics Market
- Expansion into untapped markets in developing economies.
- Development of industry-specific augmented analytics solutions.
- Integration of augmented analytics with other enterprise software applications.
- Focus on enhancing user experience and accessibility of the platforms.
Growth Accelerators in the Augmented Analytics Market Industry
Strategic partnerships between technology providers and industry-specific organizations are accelerating market growth. Furthermore, technological advancements, particularly in the field of AI, are continuously enhancing the capabilities of augmented analytics solutions. This is attracting new users and driving broader adoption. The focus on improving the user experience also boosts accessibility.
Key Players Shaping the Augmented Analytics Market Market
- SAS Institute Inc
- TIBCO Software Inc
- IBM Corporation
- ThoughtSpot Inc
- GoodData Corporation
- Microsoft Corporation
- QlikTech International AB
- Sisense Inc
- SAP SE
- MicroStrategy Inc
- Salesforce com inc
Notable Milestones in Augmented Analytics Market Sector
- May 2023: TrinityLife Sciences and WhizAI announced a strategic partnership to integrate AI-driven insights into life sciences commercialization solutions.
- January 2023: Seerist Inc. announced new capabilities for its augmented analytics solution, enhancing contextual intelligence and customization for threat and security professionals.
In-Depth Augmented Analytics Market Market Outlook
The Augmented Analytics market is poised for continued robust growth, driven by technological innovation, increasing data volumes, and the growing demand for data-driven decision-making. Strategic partnerships, expansion into new markets, and continuous product development will shape future market dynamics. Opportunities exist for companies to develop specialized solutions targeting specific industry needs and to further enhance the user experience and accessibility of augmented analytics platforms.
Augmented Analytics Market Segmentation
-
1. Deployment
- 1.1. On-premise
- 1.2. Cloud
-
2. End-user Industry
- 2.1. BFSI
- 2.2. Telecom & IT
- 2.3. Retail
- 2.4. Healthcare
- 2.5. Manufacturing
- 2.6. Media & Entertainment
- 2.7. Other End-user Industries
Augmented Analytics Market Segmentation By Geography
- 1. North America
- 2. Europe
- 3. Asia Pacific
- 4. Rest of the World

Augmented Analytics Market 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 28.09% 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. Increasing Demand to Cater Complex Business Data; Huge Adoption of Business Intelligence Tools
- 3.3. Market Restrains
- 3.3.1. Resistance Due to Replacement of Human Intelligence
- 3.4. Market Trends
- 3.4.1. Retail Sector is Expected to Have a Significant Growth During the Forecast Period
- 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 Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Deployment
- 5.1.1. On-premise
- 5.1.2. Cloud
- 5.2. Market Analysis, Insights and Forecast - by End-user Industry
- 5.2.1. BFSI
- 5.2.2. Telecom & IT
- 5.2.3. Retail
- 5.2.4. Healthcare
- 5.2.5. Manufacturing
- 5.2.6. Media & Entertainment
- 5.2.7. 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 Deployment
- 6. North America Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Deployment
- 6.1.1. On-premise
- 6.1.2. Cloud
- 6.2. Market Analysis, Insights and Forecast - by End-user Industry
- 6.2.1. BFSI
- 6.2.2. Telecom & IT
- 6.2.3. Retail
- 6.2.4. Healthcare
- 6.2.5. Manufacturing
- 6.2.6. Media & Entertainment
- 6.2.7. Other End-user Industries
- 6.1. Market Analysis, Insights and Forecast - by Deployment
- 7. Europe Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Deployment
- 7.1.1. On-premise
- 7.1.2. Cloud
- 7.2. Market Analysis, Insights and Forecast - by End-user Industry
- 7.2.1. BFSI
- 7.2.2. Telecom & IT
- 7.2.3. Retail
- 7.2.4. Healthcare
- 7.2.5. Manufacturing
- 7.2.6. Media & Entertainment
- 7.2.7. Other End-user Industries
- 7.1. Market Analysis, Insights and Forecast - by Deployment
- 8. Asia Pacific Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Deployment
- 8.1.1. On-premise
- 8.1.2. Cloud
- 8.2. Market Analysis, Insights and Forecast - by End-user Industry
- 8.2.1. BFSI
- 8.2.2. Telecom & IT
- 8.2.3. Retail
- 8.2.4. Healthcare
- 8.2.5. Manufacturing
- 8.2.6. Media & Entertainment
- 8.2.7. Other End-user Industries
- 8.1. Market Analysis, Insights and Forecast - by Deployment
- 9. Rest of the World Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Deployment
- 9.1.1. On-premise
- 9.1.2. Cloud
- 9.2. Market Analysis, Insights and Forecast - by End-user Industry
- 9.2.1. BFSI
- 9.2.2. Telecom & IT
- 9.2.3. Retail
- 9.2.4. Healthcare
- 9.2.5. Manufacturing
- 9.2.6. Media & Entertainment
- 9.2.7. Other End-user Industries
- 9.1. Market Analysis, Insights and Forecast - by Deployment
- 10. North America Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 10.1.1.
- 11. Europe Augmented Analytics Market Analysis, Insights and Forecast, 2019-2031
- 11.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 11.1.1.
- 12. Asia Pacific Augmented Analytics Market 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 Augmented Analytics Market 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 SAS Institute Inc
- 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 TIBCO Software Inc
- 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 IBM 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 ThoughtSpot Inc
- 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 GoodData Corporation*List Not Exhaustive
- 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 Microsoft Corporation
- 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 QlikTech International AB
- 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 Sisense 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 SAP SE
- 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 MicroStrategy 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)
- 14.2.11 Salesforce com inc
- 14.2.11.1. Overview
- 14.2.11.2. Products
- 14.2.11.3. SWOT Analysis
- 14.2.11.4. Recent Developments
- 14.2.11.5. Financials (Based on Availability)
- 14.2.1 SAS Institute Inc
List of Figures
- Figure 1: Global Augmented Analytics Market Revenue Breakdown (Million, %) by Region 2024 & 2032
- Figure 2: North America Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 3: North America Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 4: Europe Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 5: Europe Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 6: Asia Pacific Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 7: Asia Pacific Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 8: Rest of the World Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 9: Rest of the World Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 10: North America Augmented Analytics Market Revenue (Million), by Deployment 2024 & 2032
- Figure 11: North America Augmented Analytics Market Revenue Share (%), by Deployment 2024 & 2032
- Figure 12: North America Augmented Analytics Market Revenue (Million), by End-user Industry 2024 & 2032
- Figure 13: North America Augmented Analytics Market Revenue Share (%), by End-user Industry 2024 & 2032
- Figure 14: North America Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 15: North America Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 16: Europe Augmented Analytics Market Revenue (Million), by Deployment 2024 & 2032
- Figure 17: Europe Augmented Analytics Market Revenue Share (%), by Deployment 2024 & 2032
- Figure 18: Europe Augmented Analytics Market Revenue (Million), by End-user Industry 2024 & 2032
- Figure 19: Europe Augmented Analytics Market Revenue Share (%), by End-user Industry 2024 & 2032
- Figure 20: Europe Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 21: Europe Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 22: Asia Pacific Augmented Analytics Market Revenue (Million), by Deployment 2024 & 2032
- Figure 23: Asia Pacific Augmented Analytics Market Revenue Share (%), by Deployment 2024 & 2032
- Figure 24: Asia Pacific Augmented Analytics Market Revenue (Million), by End-user Industry 2024 & 2032
- Figure 25: Asia Pacific Augmented Analytics Market Revenue Share (%), by End-user Industry 2024 & 2032
- Figure 26: Asia Pacific Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 27: Asia Pacific Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
- Figure 28: Rest of the World Augmented Analytics Market Revenue (Million), by Deployment 2024 & 2032
- Figure 29: Rest of the World Augmented Analytics Market Revenue Share (%), by Deployment 2024 & 2032
- Figure 30: Rest of the World Augmented Analytics Market Revenue (Million), by End-user Industry 2024 & 2032
- Figure 31: Rest of the World Augmented Analytics Market Revenue Share (%), by End-user Industry 2024 & 2032
- Figure 32: Rest of the World Augmented Analytics Market Revenue (Million), by Country 2024 & 2032
- Figure 33: Rest of the World Augmented Analytics Market Revenue Share (%), by Country 2024 & 2032
List of Tables
- Table 1: Global Augmented Analytics Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: Global Augmented Analytics Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 3: Global Augmented Analytics Market Revenue Million Forecast, by End-user Industry 2019 & 2032
- Table 4: Global Augmented Analytics Market Revenue Million Forecast, by Region 2019 & 2032
- Table 5: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 6: Augmented Analytics Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 7: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 8: Augmented Analytics Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 9: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 10: Augmented Analytics Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 11: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 12: Augmented Analytics Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 13: Global Augmented Analytics Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 14: Global Augmented Analytics Market Revenue Million Forecast, by End-user Industry 2019 & 2032
- Table 15: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 16: Global Augmented Analytics Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 17: Global Augmented Analytics Market Revenue Million Forecast, by End-user Industry 2019 & 2032
- Table 18: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 19: Global Augmented Analytics Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 20: Global Augmented Analytics Market Revenue Million Forecast, by End-user Industry 2019 & 2032
- Table 21: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
- Table 22: Global Augmented Analytics Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 23: Global Augmented Analytics Market Revenue Million Forecast, by End-user Industry 2019 & 2032
- Table 24: Global Augmented Analytics Market Revenue Million Forecast, by Country 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the Augmented Analytics Market?
The projected CAGR is approximately 28.09%.
2. Which companies are prominent players in the Augmented Analytics Market?
Key companies in the market include SAS Institute Inc, TIBCO Software Inc, IBM Corporation, ThoughtSpot Inc, GoodData Corporation*List Not Exhaustive, Microsoft Corporation, QlikTech International AB, Sisense Inc, SAP SE, MicroStrategy Inc, Salesforce com inc.
3. What are the main segments of the Augmented Analytics Market?
The market segments include Deployment, End-user Industry.
4. Can you provide details about the market size?
The market size is estimated to be USD 23.27 Million as of 2022.
5. What are some drivers contributing to market growth?
Increasing Demand to Cater Complex Business Data; Huge Adoption of Business Intelligence Tools.
6. What are the notable trends driving market growth?
Retail Sector is Expected to Have a Significant Growth During the Forecast Period.
7. Are there any restraints impacting market growth?
Resistance Due to Replacement of Human Intelligence.
8. Can you provide examples of recent developments in the market?
May 2023: TrinityLife Sciences, a leader in global life sciences commercialization solutions, and WhizAI, a leader in AI-powered analytics for life sciences and healthcare, announced a strategic partnership that allows life sciences companies to quickly and easily generate and share AI-driven insights. WhizAI’s augmented analytics can be layered on Trinity’s enterprise reporting platforms to bring insights to more organizational stakeholders.
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 "Augmented Analytics Market," 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 Augmented Analytics Market 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 Augmented Analytics Market?
To stay informed about further developments, trends, and reports in the Augmented Analytics Market, 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