Key Insights
The North American portable generator market, currently valued at approximately $X billion (estimated based on provided CAGR and market size information, and assuming a global market context), is experiencing robust growth, projected to exceed a CAGR of 3% from 2025 to 2033. This expansion is fueled by several key factors. Increasing frequency and intensity of natural disasters, such as hurricanes and wildfires, are driving demand for backup power solutions in residential and commercial sectors. Furthermore, the growing adoption of renewable energy sources, particularly solar power, is creating a need for reliable portable generators to address intermittent power supply issues. The rise of construction activities across North America, particularly in the commercial and industrial sectors, further boosts demand, with larger-capacity generators being increasingly sought after. This market segmentation is crucial to understand, as smaller generators (below 5 kW) dominate the residential sector, while the commercial and industrial sectors are increasingly adopting higher-power units (5-10 kW and above 10 kW). The prevalence of gas-powered generators currently leads the fuel-type segment, although increasing environmental concerns might catalyze the adoption of alternative, cleaner fuel options in the future.
While growth is positive, several restraints need consideration. Fluctuating fuel prices directly impact the affordability and desirability of portable generators. Stringent emission regulations imposed by governmental bodies are also shaping technological advancements and impacting the manufacturing landscape. The competitive intensity, with key players like Yamaha, Briggs & Stratton, and Generac vying for market share, also necessitates strategic innovations and efficient production methods. Therefore, manufacturers need to actively address these challenges and adapt their strategies to remain competitive within this evolving market landscape. Future growth is expected to be propelled by technological improvements leading to quieter, more fuel-efficient, and environmentally-friendly generators. The focus on improving grid resilience and preparing for climate change effects will continue to support market growth.
North America Portable Generator Market: A Comprehensive Report (2019-2033)
This comprehensive report provides an in-depth analysis of the North America portable generator market, encompassing market dynamics, growth trends, regional dominance, product landscape, key players, and future outlook. The study period spans from 2019 to 2033, with 2025 serving as the base and estimated year. This report is an indispensable resource for industry professionals, investors, and strategic decision-makers seeking to navigate this dynamic market. The market is segmented by power rating (Below 5 kW, 5-10 kW, Above 10 kW), fuel type (Gas, Diesel, Other Fuel Types), and end-user (Residential, Commercial, Industrial). The report projects a market size of xx Million units by 2033, exhibiting a significant CAGR.

North America Portable Generator Market Dynamics & Structure
The North America portable generator market is characterized by a moderately concentrated landscape, with key players like Generac Holdings Inc, Kohler Power Systems, and Caterpillar Inc holding significant market share. Technological innovation, driven by increasing demand for cleaner and more efficient power sources, is a major driver. Stringent emission regulations and safety standards form the regulatory framework. Competitors face challenges from product substitutes, such as UPS systems and solar panels, particularly in the residential segment. The end-user demographics are diversifying, with a growing demand from both residential and commercial sectors. Mergers and acquisitions (M&A) activity in the sector has been moderate in recent years, with xx M&A deals recorded between 2019-2024.
- Market Concentration: Moderately concentrated, with top 5 players holding approximately xx% market share in 2024.
- Technological Innovation: Focus on fuel efficiency, noise reduction, and alternative fuel sources (hydrogen, etc.).
- Regulatory Landscape: Stringent emission standards and safety regulations.
- Competitive Substitutes: UPS systems, solar power solutions.
- End-User Demographics: Increasing demand from both residential and commercial sectors, driven by power outages and off-grid needs.
- M&A Activity: Moderate activity (xx deals between 2019-2024).
North America Portable Generator Market Growth Trends & Insights
The North America portable generator market experienced steady growth during the historical period (2019-2024), primarily driven by increasing frequency of power outages, rising demand for backup power in remote areas, and growth in construction and industrial activities. The market size reached approximately xx Million units in 2024. The adoption rate is expected to increase further due to technological advancements in fuel efficiency, portability, and quiet operation. Technological disruptions, such as the introduction of hydrogen fuel generators, are likely to significantly impact market dynamics in the coming years. Consumer behavior is shifting towards generators with enhanced features, such as remote monitoring capabilities and smart integration. The market is projected to experience a CAGR of xx% during the forecast period (2025-2033), reaching xx Million units by 2033. Market penetration in the residential sector is expected to reach xx% by 2033.

Dominant Regions, Countries, or Segments in North America Portable Generator Market
The US dominates the North American portable generator market, accounting for the largest market share due to its extensive infrastructure, high demand for backup power, and robust industrial activity. Within the segments, the gas-powered generators (xx Million units in 2024) hold the largest market share due to their cost-effectiveness and widespread availability. The 5-10 kW power rating segment is projected to have the highest growth rate during the forecast period due to its suitability for a wide range of applications. The commercial and industrial end-user segments are expected to demonstrate strong growth, driven by the increasing need for reliable backup power in commercial establishments and industrial settings.
- Key Drivers: Strong economic growth in specific regions, increasing infrastructural development, and growing awareness of power outage risks.
- Dominance Factors: Large market size, high consumer demand, robust industrial activities, and supportive government policies in the US.
- Growth Potential: Significant growth potential in the commercial and industrial segments, particularly in regions with underdeveloped grids.
North America Portable Generator Market Product Landscape
The North American portable generator market offers a diverse range of products, varying in power output, fuel type, and features. Key product innovations include the incorporation of advanced noise reduction technologies, improved fuel efficiency, and remote monitoring capabilities. These advancements cater to specific user needs, enhancing both performance and convenience. Unique selling propositions focus on portability, quiet operation, and eco-friendly features. Technological advancements revolve around alternative fuel sources (hydrogen) and improved engine designs for enhanced efficiency.
Key Drivers, Barriers & Challenges in North America Portable Generator Market
Key Drivers: Increased frequency of power outages, rising demand for backup power in residential and commercial sectors, growth in construction and industrial activities, and the development of more efficient and eco-friendly generators.
Challenges & Restraints: High initial investment costs, concerns about environmental impact, competition from alternative power sources (solar, UPS), supply chain disruptions affecting component availability (impact estimated at xx% in 2024), and stringent regulatory requirements. These challenges limit the market penetration in certain segments.
Emerging Opportunities in North America Portable Generator Market
Emerging opportunities lie in the development and adoption of portable hydrogen fuel generators, offering a cleaner and more sustainable alternative. Further opportunities exist in integrating smart technologies to provide remote monitoring, advanced diagnostics, and predictive maintenance features. Untapped markets include remote areas with limited grid access and off-grid communities. Expanding into niche applications, such as recreational vehicles (RVs) and emergency response services, presents additional growth avenues.
Growth Accelerators in the North America Portable Generator Market Industry
Technological breakthroughs in fuel efficiency, noise reduction, and alternative fuel sources are key growth catalysts. Strategic partnerships between generator manufacturers and energy companies will facilitate market expansion. Government initiatives promoting renewable energy and grid modernization will indirectly contribute to market growth. Furthermore, expansion into international markets and the development of specialized generator models for specific applications will accelerate market growth.
Key Players Shaping the North America Portable Generator Market Market
- Yamaha Motor Co Ltd
- Briggs & Stratton Corporation
- Atlas Copco AB
- Eaton Corporation PLC
- Caterpillar Inc
- Cummins Inc
- Kohler Power Systems
- Wacker Neuson SE
- Generac Holdings Inc
- General Electric Company
- *List Not Exhaustive
Notable Milestones in North America Portable Generator Market Sector
- January 2022: Honda announces plans to sell its new EU32i portable generator in North America and Europe.
- February 2022: MIT Lincoln Laboratory demonstrates a portable hydrogen fuel generator for the US Marine Corps.
In-Depth North America Portable Generator Market Market Outlook
The North America portable generator market is poised for sustained growth, driven by ongoing technological advancements, increasing demand for backup power, and government support for renewable energy. Strategic partnerships, expansion into new markets, and diversification of product offerings will further accelerate market expansion. The focus on sustainability, through the adoption of alternative fuel sources and improved efficiency, will shape the future of the market. The market is expected to witness significant growth opportunities in the coming years.
North America Portable Generator Market Segmentation
-
1. Power Rating
- 1.1. Below 5 kW
- 1.2. 5-10 kW
- 1.3. Above 10 kW
-
2. Fuel Type
- 2.1. Gas
- 2.2. Diesel
- 2.3. Other Fuel Types
-
3. End User
- 3.1. Residential
- 3.2. Commercial
- 3.3. Industrial
-
4. Geography
- 4.1. United States
- 4.2. Canada
- 4.3. Rest of North America
North America Portable Generator Market Segmentation By Geography
- 1. United States
- 2. Canada
- 3. Rest of North America

North America Portable Generator 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 > 3.00% 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. Increasing Awareness Regarding Natural Gas as a Clean and Reliable Fuel4.; Increasing Concerns Over Diesel Maintenance and Refueling Issues
- 3.3. Market Restrains
- 3.3.1 Lack of Gas Grid Connectivity Via Pipeline
- 3.3.2 Resulting in Hindered Fuel Supply
- 3.4. Market Trends
- 3.4.1. Diesel Fuel Type Expected to Witness Significant 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. North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Power Rating
- 5.1.1. Below 5 kW
- 5.1.2. 5-10 kW
- 5.1.3. Above 10 kW
- 5.2. Market Analysis, Insights and Forecast - by Fuel Type
- 5.2.1. Gas
- 5.2.2. Diesel
- 5.2.3. Other Fuel Types
- 5.3. Market Analysis, Insights and Forecast - by End User
- 5.3.1. Residential
- 5.3.2. Commercial
- 5.3.3. Industrial
- 5.4. Market Analysis, Insights and Forecast - by Geography
- 5.4.1. United States
- 5.4.2. Canada
- 5.4.3. Rest of North America
- 5.5. Market Analysis, Insights and Forecast - by Region
- 5.5.1. United States
- 5.5.2. Canada
- 5.5.3. Rest of North America
- 5.1. Market Analysis, Insights and Forecast - by Power Rating
- 6. United States North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Power Rating
- 6.1.1. Below 5 kW
- 6.1.2. 5-10 kW
- 6.1.3. Above 10 kW
- 6.2. Market Analysis, Insights and Forecast - by Fuel Type
- 6.2.1. Gas
- 6.2.2. Diesel
- 6.2.3. Other Fuel Types
- 6.3. Market Analysis, Insights and Forecast - by End User
- 6.3.1. Residential
- 6.3.2. Commercial
- 6.3.3. Industrial
- 6.4. Market Analysis, Insights and Forecast - by Geography
- 6.4.1. United States
- 6.4.2. Canada
- 6.4.3. Rest of North America
- 6.1. Market Analysis, Insights and Forecast - by Power Rating
- 7. Canada North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Power Rating
- 7.1.1. Below 5 kW
- 7.1.2. 5-10 kW
- 7.1.3. Above 10 kW
- 7.2. Market Analysis, Insights and Forecast - by Fuel Type
- 7.2.1. Gas
- 7.2.2. Diesel
- 7.2.3. Other Fuel Types
- 7.3. Market Analysis, Insights and Forecast - by End User
- 7.3.1. Residential
- 7.3.2. Commercial
- 7.3.3. Industrial
- 7.4. Market Analysis, Insights and Forecast - by Geography
- 7.4.1. United States
- 7.4.2. Canada
- 7.4.3. Rest of North America
- 7.1. Market Analysis, Insights and Forecast - by Power Rating
- 8. Rest of North America North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Power Rating
- 8.1.1. Below 5 kW
- 8.1.2. 5-10 kW
- 8.1.3. Above 10 kW
- 8.2. Market Analysis, Insights and Forecast - by Fuel Type
- 8.2.1. Gas
- 8.2.2. Diesel
- 8.2.3. Other Fuel Types
- 8.3. Market Analysis, Insights and Forecast - by End User
- 8.3.1. Residential
- 8.3.2. Commercial
- 8.3.3. Industrial
- 8.4. Market Analysis, Insights and Forecast - by Geography
- 8.4.1. United States
- 8.4.2. Canada
- 8.4.3. Rest of North America
- 8.1. Market Analysis, Insights and Forecast - by Power Rating
- 9. United States North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 10. Canada North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 11. Mexico North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 12. Rest of North America North America Portable Generator Market Analysis, Insights and Forecast, 2019-2031
- 13. Competitive Analysis
- 13.1. Market Share Analysis 2024
- 13.2. Company Profiles
- 13.2.1 Yamaha Motor Co Ltd
- 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 Briggs & Stratton Corporation
- 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 Atlas Copco AB
- 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 Eaton Corporation PLC
- 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 Caterpillar Inc
- 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 Cummins Inc
- 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 Kohler Power Systems
- 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 Wacker Neuson SE
- 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 Generac Holdings Inc
- 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 General Electric Company*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)
- 13.2.1 Yamaha Motor Co Ltd
List of Figures
- Figure 1: North America Portable Generator Market Revenue Breakdown (Million, %) by Product 2024 & 2032
- Figure 2: North America Portable Generator Market Share (%) by Company 2024
List of Tables
- Table 1: North America Portable Generator Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: North America Portable Generator Market Volume K Unit Forecast, by Region 2019 & 2032
- Table 3: North America Portable Generator Market Revenue Million Forecast, by Power Rating 2019 & 2032
- Table 4: North America Portable Generator Market Volume K Unit Forecast, by Power Rating 2019 & 2032
- Table 5: North America Portable Generator Market Revenue Million Forecast, by Fuel Type 2019 & 2032
- Table 6: North America Portable Generator Market Volume K Unit Forecast, by Fuel Type 2019 & 2032
- Table 7: North America Portable Generator Market Revenue Million Forecast, by End User 2019 & 2032
- Table 8: North America Portable Generator Market Volume K Unit Forecast, by End User 2019 & 2032
- Table 9: North America Portable Generator Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 10: North America Portable Generator Market Volume K Unit Forecast, by Geography 2019 & 2032
- Table 11: North America Portable Generator Market Revenue Million Forecast, by Region 2019 & 2032
- Table 12: North America Portable Generator Market Volume K Unit Forecast, by Region 2019 & 2032
- Table 13: North America Portable Generator Market Revenue Million Forecast, by Country 2019 & 2032
- Table 14: North America Portable Generator Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 15: United States North America Portable Generator Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 16: United States North America Portable Generator Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 17: Canada North America Portable Generator Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 18: Canada North America Portable Generator Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 19: Mexico North America Portable Generator Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 20: Mexico North America Portable Generator Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 21: Rest of North America North America Portable Generator Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 22: Rest of North America North America Portable Generator Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 23: North America Portable Generator Market Revenue Million Forecast, by Power Rating 2019 & 2032
- Table 24: North America Portable Generator Market Volume K Unit Forecast, by Power Rating 2019 & 2032
- Table 25: North America Portable Generator Market Revenue Million Forecast, by Fuel Type 2019 & 2032
- Table 26: North America Portable Generator Market Volume K Unit Forecast, by Fuel Type 2019 & 2032
- Table 27: North America Portable Generator Market Revenue Million Forecast, by End User 2019 & 2032
- Table 28: North America Portable Generator Market Volume K Unit Forecast, by End User 2019 & 2032
- Table 29: North America Portable Generator Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 30: North America Portable Generator Market Volume K Unit Forecast, by Geography 2019 & 2032
- Table 31: North America Portable Generator Market Revenue Million Forecast, by Country 2019 & 2032
- Table 32: North America Portable Generator Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 33: North America Portable Generator Market Revenue Million Forecast, by Power Rating 2019 & 2032
- Table 34: North America Portable Generator Market Volume K Unit Forecast, by Power Rating 2019 & 2032
- Table 35: North America Portable Generator Market Revenue Million Forecast, by Fuel Type 2019 & 2032
- Table 36: North America Portable Generator Market Volume K Unit Forecast, by Fuel Type 2019 & 2032
- Table 37: North America Portable Generator Market Revenue Million Forecast, by End User 2019 & 2032
- Table 38: North America Portable Generator Market Volume K Unit Forecast, by End User 2019 & 2032
- Table 39: North America Portable Generator Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 40: North America Portable Generator Market Volume K Unit Forecast, by Geography 2019 & 2032
- Table 41: North America Portable Generator Market Revenue Million Forecast, by Country 2019 & 2032
- Table 42: North America Portable Generator Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 43: North America Portable Generator Market Revenue Million Forecast, by Power Rating 2019 & 2032
- Table 44: North America Portable Generator Market Volume K Unit Forecast, by Power Rating 2019 & 2032
- Table 45: North America Portable Generator Market Revenue Million Forecast, by Fuel Type 2019 & 2032
- Table 46: North America Portable Generator Market Volume K Unit Forecast, by Fuel Type 2019 & 2032
- Table 47: North America Portable Generator Market Revenue Million Forecast, by End User 2019 & 2032
- Table 48: North America Portable Generator Market Volume K Unit Forecast, by End User 2019 & 2032
- Table 49: North America Portable Generator Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 50: North America Portable Generator Market Volume K Unit Forecast, by Geography 2019 & 2032
- Table 51: North America Portable Generator Market Revenue Million Forecast, by Country 2019 & 2032
- Table 52: North America Portable Generator Market Volume K Unit Forecast, by Country 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the North America Portable Generator Market?
The projected CAGR is approximately > 3.00%.
2. Which companies are prominent players in the North America Portable Generator Market?
Key companies in the market include Yamaha Motor Co Ltd, Briggs & Stratton Corporation, Atlas Copco AB, Eaton Corporation PLC, Caterpillar Inc, Cummins Inc, Kohler Power Systems, Wacker Neuson SE, Generac Holdings Inc, General Electric Company*List Not Exhaustive.
3. What are the main segments of the North America Portable Generator Market?
The market segments include Power Rating, Fuel Type, End User, 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 Awareness Regarding Natural Gas as a Clean and Reliable Fuel4.; Increasing Concerns Over Diesel Maintenance and Refueling Issues.
6. What are the notable trends driving market growth?
Diesel Fuel Type Expected to Witness Significant Growth.
7. Are there any restraints impacting market growth?
Lack of Gas Grid Connectivity Via Pipeline. Resulting in Hindered Fuel Supply.
8. Can you provide examples of recent developments in the market?
In February 2022, the Massachusetts Institute of Technology (MIT) Lincoln Laboratory conducted a demonstration for the USMC regarding the portable hydrogen fuel generator. This prototype device converts aluminum into hydrogen fuel by reacting with water in any form, even urine.
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 and volume, measured in K Unit.
11. Are there any specific market keywords associated with the report?
Yes, the market keyword associated with the report is "North America Portable Generator 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 Portable Generator 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 Portable Generator Market?
To stay informed about further developments, trends, and reports in the North America Portable Generator 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