Key Insights
The North American specialty coffee market, valued at approximately $20 billion in 2025, is projected to experience robust growth, driven by several key factors. The rising popularity of gourmet coffee, fueled by increasing consumer disposable incomes and a growing preference for premium experiences, is a significant driver. Furthermore, the expanding café culture, coupled with the proliferation of independent coffee shops and artisanal roasters, contributes significantly to market expansion. Innovation in coffee product formats, such as single-serve pods and cold-brew concentrates, caters to evolving consumer preferences and lifestyles, boosting market demand. While fluctuations in coffee bean prices can present a challenge, the market's resilience is underscored by consistent consumer demand for high-quality coffee. The segment encompassing whole bean and ground coffee holds the largest market share, owing to the traditional preference for freshly brewed coffee. However, the rapid growth of convenient options like coffee pods and capsules is progressively eating into this dominance, especially within the busy lifestyles of urban consumers. The off-trade channel (supermarkets, online retailers) dominates distribution, although the on-trade sector (cafes, restaurants) continues to be a crucial driver of premium coffee consumption and brand discovery. Major players like Starbucks, Keurig Dr Pepper, and JAB Holding Company leverage brand recognition and extensive distribution networks to maintain their market positions. The competitive landscape is dynamic, however, with smaller, specialized roasters increasingly attracting discerning consumers seeking unique flavor profiles and ethical sourcing practices. This market’s future success hinges on sustaining product innovation, adapting to shifting consumer preferences, and successfully navigating fluctuations in commodity prices.
Looking ahead to 2033, the North American specialty coffee market is forecast to maintain a healthy growth trajectory, propelled by continued consumer spending on premium goods and services, and the expanding reach of the specialty coffee experience beyond traditional metropolitan areas. The increasing accessibility of high-quality coffee through diverse distribution channels, including e-commerce, further fuels growth projections. The market’s segmentation is likely to evolve further, with a stronger emphasis on sustainable and ethically sourced products in response to growing consumer awareness. The rise of plant-based milk alternatives and innovative brewing methods will also continue to influence product development and market dynamics. Companies will need to focus on brand differentiation, consumer engagement strategies, and operational efficiency to thrive in this increasingly competitive and evolving landscape. Strategic acquisitions, mergers, and the development of strategic partnerships are likely to continue playing a significant role in shaping the competitive structure of the North American specialty coffee market.

North America Specialty Coffee Market Report: 2019-2033
This comprehensive report provides an in-depth analysis of the North America specialty coffee market, 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 is an indispensable resource for industry professionals seeking to understand and capitalize on opportunities within this dynamic sector. The market is segmented by product type (whole bean, ground coffee, instant coffee, coffee pods and capsules) and distribution channel (on-trade, off-trade). The total market size is projected to reach xx Million by 2033.
North America Specialty Coffee Market Dynamics & Structure
The North American specialty coffee market is characterized by a moderately consolidated structure, with key players such as JAB Holding Company, Starbucks Corporation, and Nestlé S.A. holding significant market share. However, smaller, independent roasters and cafes also contribute significantly to the market's vibrancy. Technological innovation, particularly in brewing methods and sustainable farming practices, is a key driver of growth. Stringent regulatory frameworks concerning labeling, food safety, and fair trade practices also shape market dynamics. The market faces competition from substitute beverages, such as tea and energy drinks, but the enduring appeal of specialty coffee continues to drive growth. M&A activity has been moderate in recent years, with larger companies acquiring smaller players to expand their market presence and product portfolios. The market's end-user demographics are diverse, encompassing various age groups, income levels, and lifestyle preferences, driving demand for a wide range of products and experiences.
- Market Concentration: Moderately consolidated, with top players holding xx% market share in 2024.
- Technological Innovation: Focus on sustainable farming, brewing technology, and single-origin offerings.
- Regulatory Framework: Stringent regulations on labeling, food safety, and fair trade practices.
- Competitive Substitutes: Tea, energy drinks, and other hot beverages.
- M&A Activity: Moderate activity in recent years, with a focus on expanding product lines and market reach. xx deals were recorded between 2019-2024.
- End-User Demographics: Diverse, encompassing various age groups, income levels, and lifestyle preferences.
North America Specialty Coffee Market Growth Trends & Insights
The North American specialty coffee market experienced robust growth between 2019 and 2024, driven by increasing consumer demand for premium coffee experiences, rising disposable incomes, and the expanding café culture. The market size is estimated to be xx Million in 2025, with a projected Compound Annual Growth Rate (CAGR) of xx% from 2025 to 2033. Technological disruptions, such as the introduction of innovative brewing systems and single-serve coffee pods, have further fueled growth. Consumer behavior shifts, including a preference for ethically sourced and sustainably produced coffee, have also influenced market dynamics. Market penetration of specialty coffee is expected to increase significantly during the forecast period, driven by continued consumer demand and product diversification.

Dominant Regions, Countries, or Segments in North America Specialty Coffee Market
The West Coast of the United States, particularly California, remains a dominant region for specialty coffee consumption and production. Urban centers with high concentrations of young professionals and affluent consumers also exhibit robust growth. Among product types, coffee pods and capsules have witnessed the fastest growth, driven by convenience and consistency. The off-trade channel (grocery stores, supermarkets, online retailers) holds a larger market share than the on-trade (coffee shops, restaurants).
- Key Drivers:
- Growing consumer preference for premium coffee experiences.
- Rising disposable incomes.
- Expansion of café culture.
- Innovation in brewing technology.
- Growing demand for ethically sourced and sustainably produced coffee.
- Dominant Segments: Coffee pods and capsules, Off-trade channel, West Coast US.
North America Specialty Coffee Market Product Landscape
The specialty coffee product landscape is diverse, encompassing whole bean, ground, instant, and pod/capsule formats. Innovations focus on enhancing convenience, taste, and sustainability, with a growing emphasis on single-origin coffees, unique flavor profiles, and organic options. Technological advancements in brewing systems, such as those offered by Keurig Dr Pepper, aim to improve ease of use and consistent quality. The key selling points for specialty coffee are its superior taste, aroma, and ethical sourcing.
Key Drivers, Barriers & Challenges in North America Specialty Coffee Market
Key Drivers:
- Rising disposable incomes and increased consumer spending on premium products.
- Expanding café culture and the popularity of specialty coffee shops.
- Growing awareness of ethical sourcing and sustainability.
- Innovation in brewing technology and coffee varieties.
Key Challenges:
- Fluctuations in coffee bean prices due to global supply chain issues. These fluctuations impacted profit margins by an estimated xx% in 2022.
- Increasing competition from substitute beverages.
- Regulatory hurdles concerning labeling, food safety, and sustainability certifications.
- Maintaining consistent product quality across diverse sourcing and supply chains.
Emerging Opportunities in North America Specialty Coffee Market
- Growing demand for functional coffees (e.g., infused with adaptogens or functional mushrooms).
- Increased interest in plant-based and vegan coffee options.
- Expanding opportunities in niche markets, such as ready-to-drink (RTD) specialty coffees and cold brew.
- Growing use of online platforms and subscription services for coffee delivery.
Growth Accelerators in the North America Specialty Coffee Market Industry
The North American specialty coffee market's long-term growth will be fueled by continued innovation in brewing technology, sustainable sourcing practices, and expansion into new consumer segments. Strategic partnerships between coffee roasters and technology companies, and marketing initiatives highlighting the health and wellness benefits of specialty coffee, will further drive growth.
Key Players Shaping the North America Specialty Coffee Market Market
- JAB Holding Company
- Massimo Zanetti Industries S A
- Luigi Lavazza S p A
- The J M Smucker Company
- Keurig Dr Pepper Inc
- The Kraft Heinz Company
- Starbucks Corporation
- Tata Group (Eight O'Clock Coffee Company)
- Maxingvest AG (Tchibo)
- Nestlé S A
Notable Milestones in North America Specialty Coffee Market Sector
- July 2022: Keurig Dr. Pepper launched Intelligentsia K-Cup pods, capitalizing on growing specialty coffee demand. This move broadened their product line and targeted the increasingly popular specialty coffee segment.
- January 2022: Peet's Coffee transitioned to water-based decaffeination, addressing consumer concerns regarding chemical processing and enhancing brand image. This improved their environmental profile and appeal to health-conscious consumers.
- April 2021: Nestlé developed low-carbon coffee varieties, improving sustainability and reducing the environmental impact of coffee production. This enhanced their sustainability credentials and addressed growing consumer demand for environmentally friendly products.
In-Depth North America Specialty Coffee Market Market Outlook
The future of the North American specialty coffee market is bright. Continued innovation, a focus on sustainability, and the expanding consumer preference for premium coffee experiences will drive significant growth in the coming years. Strategic partnerships, market expansion into new channels, and the development of innovative product offerings will be key to success in this competitive yet dynamic market. The market's potential for growth is substantial, with untapped opportunities in various segments and demographics promising to enrich its future landscape.
North America Specialty Coffee Market Segmentation
-
1. Product Type
- 1.1. Whole Bean
- 1.2. Ground Coffee
- 1.3. Instant Coffee
- 1.4. Coffee Pods and Capsules
-
2. Distribution Channel
- 2.1. On-Trade
-
2.2. Off-Trade
- 2.2.1. Supermarkets/Hypermarkets
- 2.2.2. Convenience Stores
- 2.2.3. Specialist Retailers
- 2.2.4. Online Retail Stores
- 2.2.5. Other Off-Trade Channels
-
3. Geography
- 3.1. United States
- 3.2. Canada
- 3.3. Mexico
- 3.4. Rest of North America
North America Specialty Coffee Market Segmentation By Geography
- 1. United States
- 2. Canada
- 3. Mexico
- 4. Rest of North America

North America Specialty Coffee 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 5.90% 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 Incidences of Food Allergies; Favorable Government Initiatives and Regulations for Food Safety
- 3.3. Market Restrains
- 3.3.1. Inconsistencies Involved in Food Allergen Declarations
- 3.4. Market Trends
- 3.4.1. Increase in Coffee Consumption Among Working Population
- 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. North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Product Type
- 5.1.1. Whole Bean
- 5.1.2. Ground Coffee
- 5.1.3. Instant Coffee
- 5.1.4. Coffee Pods and Capsules
- 5.2. Market Analysis, Insights and Forecast - by Distribution Channel
- 5.2.1. On-Trade
- 5.2.2. Off-Trade
- 5.2.2.1. Supermarkets/Hypermarkets
- 5.2.2.2. Convenience Stores
- 5.2.2.3. Specialist Retailers
- 5.2.2.4. Online Retail Stores
- 5.2.2.5. Other Off-Trade Channels
- 5.3. Market Analysis, Insights and Forecast - by Geography
- 5.3.1. United States
- 5.3.2. Canada
- 5.3.3. Mexico
- 5.3.4. Rest of North America
- 5.4. Market Analysis, Insights and Forecast - by Region
- 5.4.1. United States
- 5.4.2. Canada
- 5.4.3. Mexico
- 5.4.4. Rest of North America
- 5.1. Market Analysis, Insights and Forecast - by Product Type
- 6. United States North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Product Type
- 6.1.1. Whole Bean
- 6.1.2. Ground Coffee
- 6.1.3. Instant Coffee
- 6.1.4. Coffee Pods and Capsules
- 6.2. Market Analysis, Insights and Forecast - by Distribution Channel
- 6.2.1. On-Trade
- 6.2.2. Off-Trade
- 6.2.2.1. Supermarkets/Hypermarkets
- 6.2.2.2. Convenience Stores
- 6.2.2.3. Specialist Retailers
- 6.2.2.4. Online Retail Stores
- 6.2.2.5. Other Off-Trade Channels
- 6.3. Market Analysis, Insights and Forecast - by Geography
- 6.3.1. United States
- 6.3.2. Canada
- 6.3.3. Mexico
- 6.3.4. Rest of North America
- 6.1. Market Analysis, Insights and Forecast - by Product Type
- 7. Canada North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Product Type
- 7.1.1. Whole Bean
- 7.1.2. Ground Coffee
- 7.1.3. Instant Coffee
- 7.1.4. Coffee Pods and Capsules
- 7.2. Market Analysis, Insights and Forecast - by Distribution Channel
- 7.2.1. On-Trade
- 7.2.2. Off-Trade
- 7.2.2.1. Supermarkets/Hypermarkets
- 7.2.2.2. Convenience Stores
- 7.2.2.3. Specialist Retailers
- 7.2.2.4. Online Retail Stores
- 7.2.2.5. Other Off-Trade Channels
- 7.3. Market Analysis, Insights and Forecast - by Geography
- 7.3.1. United States
- 7.3.2. Canada
- 7.3.3. Mexico
- 7.3.4. Rest of North America
- 7.1. Market Analysis, Insights and Forecast - by Product Type
- 8. Mexico North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Product Type
- 8.1.1. Whole Bean
- 8.1.2. Ground Coffee
- 8.1.3. Instant Coffee
- 8.1.4. Coffee Pods and Capsules
- 8.2. Market Analysis, Insights and Forecast - by Distribution Channel
- 8.2.1. On-Trade
- 8.2.2. Off-Trade
- 8.2.2.1. Supermarkets/Hypermarkets
- 8.2.2.2. Convenience Stores
- 8.2.2.3. Specialist Retailers
- 8.2.2.4. Online Retail Stores
- 8.2.2.5. Other Off-Trade Channels
- 8.3. Market Analysis, Insights and Forecast - by Geography
- 8.3.1. United States
- 8.3.2. Canada
- 8.3.3. Mexico
- 8.3.4. Rest of North America
- 8.1. Market Analysis, Insights and Forecast - by Product Type
- 9. Rest of North America North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Product Type
- 9.1.1. Whole Bean
- 9.1.2. Ground Coffee
- 9.1.3. Instant Coffee
- 9.1.4. Coffee Pods and Capsules
- 9.2. Market Analysis, Insights and Forecast - by Distribution Channel
- 9.2.1. On-Trade
- 9.2.2. Off-Trade
- 9.2.2.1. Supermarkets/Hypermarkets
- 9.2.2.2. Convenience Stores
- 9.2.2.3. Specialist Retailers
- 9.2.2.4. Online Retail Stores
- 9.2.2.5. Other Off-Trade Channels
- 9.3. Market Analysis, Insights and Forecast - by Geography
- 9.3.1. United States
- 9.3.2. Canada
- 9.3.3. Mexico
- 9.3.4. Rest of North America
- 9.1. Market Analysis, Insights and Forecast - by Product Type
- 10. United States North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 11. Canada North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 12. Mexico North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 13. Rest of North America North America Specialty Coffee Market Analysis, Insights and Forecast, 2019-2031
- 14. Competitive Analysis
- 14.1. Market Share Analysis 2024
- 14.2. Company Profiles
- 14.2.1 JAB Holding Company
- 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 Massimo Zanetti Industries S A
- 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 Luigi Lavazza S p A
- 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 The J M Smucker Company
- 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 Keurig Dr Pepper 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 The Kraft Heinz Company
- 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 Starbucks Corporation
- 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 Tata Group (Eight O'Clock Coffee Company)*List Not Exhaustive
- 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 Maxingvest AG (Tchibo)
- 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 Nestlé S A
- 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 JAB Holding Company
List of Figures
- Figure 1: North America Specialty Coffee Market Revenue Breakdown (Million, %) by Product 2024 & 2032
- Figure 2: North America Specialty Coffee Market Share (%) by Company 2024
List of Tables
- Table 1: North America Specialty Coffee Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: North America Specialty Coffee Market Revenue Million Forecast, by Product Type 2019 & 2032
- Table 3: North America Specialty Coffee Market Revenue Million Forecast, by Distribution Channel 2019 & 2032
- Table 4: North America Specialty Coffee Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 5: North America Specialty Coffee Market Revenue Million Forecast, by Region 2019 & 2032
- Table 6: North America Specialty Coffee Market Revenue Million Forecast, by Country 2019 & 2032
- Table 7: United States North America Specialty Coffee Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 8: Canada North America Specialty Coffee Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 9: Mexico North America Specialty Coffee Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 10: Rest of North America North America Specialty Coffee Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 11: North America Specialty Coffee Market Revenue Million Forecast, by Product Type 2019 & 2032
- Table 12: North America Specialty Coffee Market Revenue Million Forecast, by Distribution Channel 2019 & 2032
- Table 13: North America Specialty Coffee Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 14: North America Specialty Coffee Market Revenue Million Forecast, by Country 2019 & 2032
- Table 15: North America Specialty Coffee Market Revenue Million Forecast, by Product Type 2019 & 2032
- Table 16: North America Specialty Coffee Market Revenue Million Forecast, by Distribution Channel 2019 & 2032
- Table 17: North America Specialty Coffee Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 18: North America Specialty Coffee Market Revenue Million Forecast, by Country 2019 & 2032
- Table 19: North America Specialty Coffee Market Revenue Million Forecast, by Product Type 2019 & 2032
- Table 20: North America Specialty Coffee Market Revenue Million Forecast, by Distribution Channel 2019 & 2032
- Table 21: North America Specialty Coffee Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 22: North America Specialty Coffee Market Revenue Million Forecast, by Country 2019 & 2032
- Table 23: North America Specialty Coffee Market Revenue Million Forecast, by Product Type 2019 & 2032
- Table 24: North America Specialty Coffee Market Revenue Million Forecast, by Distribution Channel 2019 & 2032
- Table 25: North America Specialty Coffee Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 26: North America Specialty Coffee Market Revenue Million Forecast, by Country 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the North America Specialty Coffee Market?
The projected CAGR is approximately 5.90%.
2. Which companies are prominent players in the North America Specialty Coffee Market?
Key companies in the market include JAB Holding Company, Massimo Zanetti Industries S A, Luigi Lavazza S p A, The J M Smucker Company, Keurig Dr Pepper Inc, The Kraft Heinz Company, Starbucks Corporation, Tata Group (Eight O'Clock Coffee Company)*List Not Exhaustive, Maxingvest AG (Tchibo), Nestlé S A.
3. What are the main segments of the North America Specialty Coffee Market?
The market segments include Product Type, Distribution Channel, Geography.
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?
Increasing Incidences of Food Allergies; Favorable Government Initiatives and Regulations for Food Safety.
6. What are the notable trends driving market growth?
Increase in Coffee Consumption Among Working Population.
7. Are there any restraints impacting market growth?
Inconsistencies Involved in Food Allergen Declarations.
8. Can you provide examples of recent developments in the market?
July 2022: Keurig Dr. Pepper announced the launch of Intelligentsia K-Cup pods for its Keurig brewing system to capitalize on the growing demand for specialty coffee in the United States. Intelligentsia K-Cups are available in two flavors: House and Organic El Gallo, and can be purchased for 90 cents per pod in a 60-count box from Keurig.com.
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 "North America Specialty Coffee 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 North America Specialty Coffee 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 North America Specialty Coffee Market?
To stay informed about further developments, trends, and reports in the North America Specialty Coffee 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