Key Insights
The North American solar photovoltaic (PV) market is experiencing robust growth, driven by increasing demand for renewable energy, supportive government policies (like tax incentives and renewable portfolio standards), and decreasing PV system costs. The market, valued at approximately $25 billion in 2025, is projected to witness a Compound Annual Growth Rate (CAGR) exceeding 20% from 2025 to 2033, reaching an estimated market size of over $100 billion by 2033. This expansion is fueled by a confluence of factors. Residential installations are growing steadily due to increasing homeowner awareness of environmental concerns and energy independence. The commercial and utility sectors are also significant contributors, driven by the pursuit of cost savings through long-term energy price predictability and corporate sustainability initiatives. Technological advancements, particularly in crystalline silicon solar technology which currently dominates the market, further enhance efficiency and reduce the overall cost per kilowatt-hour, making solar energy a more competitive alternative to traditional fossil fuels. However, challenges remain, including land availability for large-scale ground-mounted projects, permitting complexities, and the intermittent nature of solar energy requiring robust energy storage solutions.
Segment-wise, crystalline silicon technology continues to hold a dominant market share due to its cost-effectiveness and established manufacturing infrastructure. Ground-mounted systems are expected to maintain a significant share, particularly in the utility-scale segment, though rooftop solar is witnessing strong growth, especially in residential and commercial sectors. The United States remains the largest market within North America, followed by Canada and Mexico. Key players, including First Solar, SunPower, Canadian Solar, and others are actively investing in research and development, expansion of manufacturing capabilities, and strategic partnerships to capitalize on this market opportunity. The increasing focus on grid modernization and smart grid technologies is also expected to positively impact market growth by facilitating the seamless integration of solar power into the existing electricity infrastructure. The continued decline in solar PV system costs and the rising awareness of the urgent need for decarbonization will be key drivers shaping the future landscape of the North American solar PV market.
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North America Solar Photovoltaic (PV) Market: A Comprehensive Report (2019-2033)
This in-depth report provides a comprehensive analysis of the North America solar photovoltaic (PV) market, covering the period 2019-2033. It delves into market dynamics, growth trends, dominant segments, key players, and emerging opportunities within the residential, commercial, and utility sectors. The report is an essential resource for industry professionals, investors, and stakeholders seeking to understand and capitalize on the burgeoning solar energy landscape in North America. The market is segmented by deployment (ground-mounted, rooftop), technology (crystalline solar, thin-film), and application (residential, commercial, utility). This granular analysis enables informed decision-making and strategic planning.
North America Solar Photovoltaic (PV) Market Dynamics & Structure
This section analyzes the North American solar PV market's structure, encompassing market concentration, technological innovation, regulatory influences, competitive dynamics, end-user demographics, and merger & acquisition (M&A) activity. We examine the competitive landscape, identifying key players and assessing their market share. The report also explores the role of government policies, incentives, and regulations in shaping market growth.
- Market Concentration: The North American solar PV market exhibits a moderately concentrated structure, with a few major players holding significant market share. However, the market also features a large number of smaller companies and installers. The xx% market share held by the top 5 players indicates a competitive but not overly dominated market.
- Technological Innovation: Continuous innovation in PV technology drives efficiency improvements and cost reductions. The shift towards higher-efficiency crystalline silicon cells and the development of more cost-effective thin-film technologies are shaping market dynamics.
- Regulatory Framework: Government policies, including tax incentives, renewable portfolio standards (RPS), and net metering programs, significantly influence solar PV adoption. Variations in these policies across different states and provinces create diverse market conditions.
- Competitive Product Substitutes: While solar PV competes with other renewable energy sources (e.g., wind power), its affordability and distributed generation capabilities provide a significant competitive advantage. Fossil fuel alternatives face increasing pressure due to environmental concerns and rising carbon taxes.
- End-User Demographics: The residential sector is a significant driver of growth, fueled by increasing environmental awareness and falling PV system costs. Commercial and utility-scale projects also contribute substantially to market expansion.
- M&A Trends: The industry has witnessed an increasing number of M&A deals, reflecting consolidation and the pursuit of economies of scale. The volume of M&A transactions in the period 2019-2024 totalled approximately xx deals, with an average deal size of xx Million.
North America Solar Photovoltaic (PV) Market Growth Trends & Insights
This section presents a comprehensive analysis of the North American solar PV market's growth trajectory, examining market size evolution, adoption rates, technological advancements, and consumer behavior shifts. Historical data from 2019-2024 are used to establish trends, which are then projected through 2033.
The North American solar PV market experienced substantial growth during the historical period (2019-2024), with a Compound Annual Growth Rate (CAGR) of xx%. The market size in 2024 reached approximately xx Million units. This expansion is driven by a confluence of factors, including declining system costs, increasing electricity prices, rising environmental concerns, and supportive government policies. The market is expected to maintain a robust growth trajectory in the forecast period (2025-2033), with a projected CAGR of xx%, reaching a market size of xx Million units by 2033. Key drivers include continued technological improvements, decreasing installation costs, and growing awareness of the environmental benefits of solar energy. Consumer behavior is shifting towards greater adoption of solar PV systems, driven by both economic and environmental considerations.
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Dominant Regions, Countries, or Segments in North America Solar Photovoltaic (PV) Market
This section identifies the leading regions, countries, and segments within the North American solar PV market, analyzing factors that contribute to their dominance.
Leading Regions/Countries: California, Texas, and New York are leading markets due to favorable regulatory environments, high electricity prices, and significant renewable energy targets. Canada's Ontario and British Columbia provinces also showcase strong growth.
Deployment: Ground-mounted solar projects dominate the market due to higher system capacity and economies of scale, particularly in utility-scale applications. Rooftop solar installations are also expanding rapidly, fueled by residential and commercial adoption. Ground mounted currently accounts for xx% of the market, compared to xx% for rooftop.
Technology: Crystalline silicon technology maintains market dominance due to its maturity, high efficiency, and relatively low cost. However, thin-film technologies are gaining traction in specific niche applications, offering advantages in flexibility and potential cost reduction in the long term. Crystalline silicon holds a xx% market share, while thin-film accounts for xx%.
Application: The utility-scale sector accounts for a significant share of the market due to large-scale projects and favorable economic conditions. However, residential and commercial segments are also showing robust growth, driven by increasing affordability and consumer demand. Utility scale represents xx% of the market, residential at xx%, and commercial at xx%.
Key Drivers: Strong government support, including tax credits, subsidies, and renewable energy mandates, is a primary driver. Furthermore, declining solar PV system costs, increasing electricity prices, and growing awareness of climate change contribute to market expansion. The decreasing cost of solar panels is a major driver of market expansion.
North America Solar Photovoltaic (PV) Market Product Landscape
The North American solar PV market is characterized by continuous innovation in product design and performance. High-efficiency crystalline silicon modules remain the dominant product category, but advancements in thin-film technologies and the integration of energy storage systems are creating new market opportunities. Manufacturers are focusing on increasing module power output, improving durability and reliability, and enhancing aesthetics to meet diverse consumer needs. The integration of smart sensors and digital monitoring systems also enhances the value proposition of solar PV systems.
Key Drivers, Barriers & Challenges in North America Solar Photovoltaic (PV) Market
Key Drivers:
- Decreasing Costs: Technological advancements and economies of scale have led to significant cost reductions in solar PV systems.
- Government Incentives: Favorable policies, including tax credits and renewable portfolio standards, incentivize solar adoption.
- Environmental Concerns: Growing awareness of climate change and the need for clean energy sources drives demand for solar PV.
- Energy Security: Solar PV enhances energy independence and reduces reliance on fossil fuels.
Key Challenges:
- Intermittency: Solar PV generation is intermittent, requiring energy storage solutions or grid integration strategies.
- Land Use: Large-scale solar projects require significant land areas, which can raise environmental and land-use concerns.
- Supply Chain Constraints: The solar PV industry faces potential supply chain disruptions, impacting project timelines and costs. This has resulted in xx% project delays in recent years.
- Regulatory Hurdles: Variability in permitting processes and interconnection standards across different regions can pose challenges.
Emerging Opportunities in North America Solar Photovoltaic (PV) Market
- Agrivoltaics: Integrating solar PV systems into agricultural land, improving land use efficiency.
- Floating Solar: Deploying PV systems on water bodies, minimizing land use conflicts.
- Building-Integrated Photovoltaics (BIPV): Integrating PV modules into building materials, enhancing aesthetics and energy efficiency.
- Energy Storage: Coupling solar PV with energy storage solutions, addressing intermittency challenges and enabling grid services.
Growth Accelerators in the North America Solar Photovoltaic (PV) Market Industry
Long-term growth will be fueled by technological breakthroughs in PV efficiency and cost reduction, strategic partnerships between solar developers and energy storage providers, and expansion into new market segments, including agrivoltaics and floating solar. Government policies supporting renewable energy adoption, coupled with increasing consumer demand for clean energy, will further accelerate market growth.
Key Players Shaping the North America Solar Photovoltaic (PV) Market Market
- First Solar Inc
- James Petersen Industries Inc
- JA SOLAR Co Ltd
- Sungevity Inc
- Soligent Solar Pvt
- Hanwha Q Cells Co Ltd
- Canadian Solar Inc
- Sunrun Inc
- Solar Five LLC
- Trina Solar Ltd
- Sun Power Corporation (List Not Exhaustive)
Notable Milestones in North America Solar Photovoltaic (PV) Market Sector
- December 2022: Completion of the 25.6 MW Mount Olive landfill solar project in New Jersey, highlighting the potential of repurposing underutilized land for renewable energy generation.
- November 2022: Partnership between EE North America and Elio Energy to develop a 2 GW solar power plant and energy storage project in Arizona, signifying the growing interest in large-scale renewable energy projects coupled with energy storage.
In-Depth North America Solar Photovoltaic (PV) Market Market Outlook
The North American solar PV market is poised for continued robust growth, driven by a confluence of factors including decreasing costs, supportive government policies, and increasing consumer demand for clean energy. Strategic opportunities exist in expanding into new market segments, integrating energy storage, and developing innovative PV technologies. The market's future potential is substantial, presenting significant opportunities for investors and industry players.
North America Solar Photovoltaic (PV) Market Segmentation
-
1. Application
- 1.1. Residential
- 1.2. Commercial
- 1.3. Utility
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2. Deployment
- 2.1. Ground Mounted
- 2.2. Rooftop Solar
-
3. Technology
- 3.1. Crystalline Solar
- 3.2. Thin Film
-
4. Geography
- 4.1. United States
- 4.2. Canada
- 4.3. Mexico
North America Solar Photovoltaic (PV) Market Segmentation By Geography
- 1. United States
- 2. Canada
- 3. Mexico
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North America Solar Photovoltaic (PV) 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 > 20.00% 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. 4.; Increased Government Investment in Establishing Water Treatment Infrastructure4.; Increase in Power Generation Using Steam
- 3.3. Market Restrains
- 3.3.1 4.; The Emissions Regulations
- 3.3.2 High Capital and Operations Costs
- 3.4. Market Trends
- 3.4.1. Utility Segment to Dominate the Market
- 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 Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Application
- 5.1.1. Residential
- 5.1.2. Commercial
- 5.1.3. Utility
- 5.2. Market Analysis, Insights and Forecast - by Deployment
- 5.2.1. Ground Mounted
- 5.2.2. Rooftop Solar
- 5.3. Market Analysis, Insights and Forecast - by Technology
- 5.3.1. Crystalline Solar
- 5.3.2. Thin Film
- 5.4. Market Analysis, Insights and Forecast - by Geography
- 5.4.1. United States
- 5.4.2. Canada
- 5.4.3. Mexico
- 5.5. Market Analysis, Insights and Forecast - by Region
- 5.5.1. United States
- 5.5.2. Canada
- 5.5.3. Mexico
- 5.1. Market Analysis, Insights and Forecast - by Application
- 6. United States North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Application
- 6.1.1. Residential
- 6.1.2. Commercial
- 6.1.3. Utility
- 6.2. Market Analysis, Insights and Forecast - by Deployment
- 6.2.1. Ground Mounted
- 6.2.2. Rooftop Solar
- 6.3. Market Analysis, Insights and Forecast - by Technology
- 6.3.1. Crystalline Solar
- 6.3.2. Thin Film
- 6.4. Market Analysis, Insights and Forecast - by Geography
- 6.4.1. United States
- 6.4.2. Canada
- 6.4.3. Mexico
- 6.1. Market Analysis, Insights and Forecast - by Application
- 7. Canada North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Application
- 7.1.1. Residential
- 7.1.2. Commercial
- 7.1.3. Utility
- 7.2. Market Analysis, Insights and Forecast - by Deployment
- 7.2.1. Ground Mounted
- 7.2.2. Rooftop Solar
- 7.3. Market Analysis, Insights and Forecast - by Technology
- 7.3.1. Crystalline Solar
- 7.3.2. Thin Film
- 7.4. Market Analysis, Insights and Forecast - by Geography
- 7.4.1. United States
- 7.4.2. Canada
- 7.4.3. Mexico
- 7.1. Market Analysis, Insights and Forecast - by Application
- 8. Mexico North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Application
- 8.1.1. Residential
- 8.1.2. Commercial
- 8.1.3. Utility
- 8.2. Market Analysis, Insights and Forecast - by Deployment
- 8.2.1. Ground Mounted
- 8.2.2. Rooftop Solar
- 8.3. Market Analysis, Insights and Forecast - by Technology
- 8.3.1. Crystalline Solar
- 8.3.2. Thin Film
- 8.4. Market Analysis, Insights and Forecast - by Geography
- 8.4.1. United States
- 8.4.2. Canada
- 8.4.3. Mexico
- 8.1. Market Analysis, Insights and Forecast - by Application
- 9. United States North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 10. Canada North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 11. Mexico North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 12. Rest of North America North America Solar Photovoltaic (PV) Market Analysis, Insights and Forecast, 2019-2031
- 13. Competitive Analysis
- 13.1. Market Share Analysis 2024
- 13.2. Company Profiles
- 13.2.1 First Solar Inc
- 13.2.1.1. Overview
- 13.2.1.2. Products
- 13.2.1.3. SWOT Analysis
- 13.2.1.4. Recent Developments
- 13.2.1.5. Financials (Based on Availability)
- 13.2.2 James Petersen Industries Inc
- 13.2.2.1. Overview
- 13.2.2.2. Products
- 13.2.2.3. SWOT Analysis
- 13.2.2.4. Recent Developments
- 13.2.2.5. Financials (Based on Availability)
- 13.2.3 JA SOLAR Co Ltd
- 13.2.3.1. Overview
- 13.2.3.2. Products
- 13.2.3.3. SWOT Analysis
- 13.2.3.4. Recent Developments
- 13.2.3.5. Financials (Based on Availability)
- 13.2.4 Sungevity Inc
- 13.2.4.1. Overview
- 13.2.4.2. Products
- 13.2.4.3. SWOT Analysis
- 13.2.4.4. Recent Developments
- 13.2.4.5. Financials (Based on Availability)
- 13.2.5 Soligent Solar Pvt
- 13.2.5.1. Overview
- 13.2.5.2. Products
- 13.2.5.3. SWOT Analysis
- 13.2.5.4. Recent Developments
- 13.2.5.5. Financials (Based on Availability)
- 13.2.6 Hanwha Q Cells Co Ltd
- 13.2.6.1. Overview
- 13.2.6.2. Products
- 13.2.6.3. SWOT Analysis
- 13.2.6.4. Recent Developments
- 13.2.6.5. Financials (Based on Availability)
- 13.2.7 Canadian Solar Inc
- 13.2.7.1. Overview
- 13.2.7.2. Products
- 13.2.7.3. SWOT Analysis
- 13.2.7.4. Recent Developments
- 13.2.7.5. Financials (Based on Availability)
- 13.2.8 Sunrun Inc
- 13.2.8.1. Overview
- 13.2.8.2. Products
- 13.2.8.3. SWOT Analysis
- 13.2.8.4. Recent Developments
- 13.2.8.5. Financials (Based on Availability)
- 13.2.9 Solar Five LLC
- 13.2.9.1. Overview
- 13.2.9.2. Products
- 13.2.9.3. SWOT Analysis
- 13.2.9.4. Recent Developments
- 13.2.9.5. Financials (Based on Availability)
- 13.2.10 Trina Solar Ltd*List Not Exhaustive
- 13.2.10.1. Overview
- 13.2.10.2. Products
- 13.2.10.3. SWOT Analysis
- 13.2.10.4. Recent Developments
- 13.2.10.5. Financials (Based on Availability)
- 13.2.11 Sun Power Corporation
- 13.2.11.1. Overview
- 13.2.11.2. Products
- 13.2.11.3. SWOT Analysis
- 13.2.11.4. Recent Developments
- 13.2.11.5. Financials (Based on Availability)
- 13.2.1 First Solar Inc
List of Figures
- Figure 1: North America Solar Photovoltaic (PV) Market Revenue Breakdown (Million, %) by Product 2024 & 2032
- Figure 2: North America Solar Photovoltaic (PV) Market Share (%) by Company 2024
List of Tables
- Table 1: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Application 2019 & 2032
- Table 3: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 4: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Technology 2019 & 2032
- Table 5: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 6: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Region 2019 & 2032
- Table 7: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Country 2019 & 2032
- Table 8: United States North America Solar Photovoltaic (PV) Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 9: Canada North America Solar Photovoltaic (PV) Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 10: Mexico North America Solar Photovoltaic (PV) Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 11: Rest of North America North America Solar Photovoltaic (PV) Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 12: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Application 2019 & 2032
- Table 13: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 14: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Technology 2019 & 2032
- Table 15: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 16: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Country 2019 & 2032
- Table 17: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Application 2019 & 2032
- Table 18: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 19: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Technology 2019 & 2032
- Table 20: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 21: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Country 2019 & 2032
- Table 22: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Application 2019 & 2032
- Table 23: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Deployment 2019 & 2032
- Table 24: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Technology 2019 & 2032
- Table 25: North America Solar Photovoltaic (PV) Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 26: North America Solar Photovoltaic (PV) 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 Solar Photovoltaic (PV) Market?
The projected CAGR is approximately > 20.00%.
2. Which companies are prominent players in the North America Solar Photovoltaic (PV) Market?
Key companies in the market include First Solar Inc, James Petersen Industries Inc, JA SOLAR Co Ltd, Sungevity Inc, Soligent Solar Pvt, Hanwha Q Cells Co Ltd, Canadian Solar Inc, Sunrun Inc, Solar Five LLC, Trina Solar Ltd*List Not Exhaustive, Sun Power Corporation.
3. What are the main segments of the North America Solar Photovoltaic (PV) Market?
The market segments include Application, Deployment, Technology, 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?
4.; Increased Government Investment in Establishing Water Treatment Infrastructure4.; Increase in Power Generation Using Steam.
6. What are the notable trends driving market growth?
Utility Segment to Dominate the Market.
7. Are there any restraints impacting market growth?
4.; The Emissions Regulations. High Capital and Operations Costs.
8. Can you provide examples of recent developments in the market?
December 2022: the construction of the largest landfill solar project of 25.6 MW in North America at Mount Olive, New Jersey, has been completed. The project was developed by CEP Renewables and CS Energy. The project is expected to light up 4,000 households with clean energy.
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 Solar Photovoltaic (PV) 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 Solar Photovoltaic (PV) 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 Solar Photovoltaic (PV) Market?
To stay informed about further developments, trends, and reports in the North America Solar Photovoltaic (PV) 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