Key Insights
The North America portable generator market is experiencing robust growth, driven by increasing demand for backup power solutions in residential, commercial, and industrial sectors. The market's expansion is fueled by several key factors: the rising frequency and intensity of natural disasters leading to power outages, growth in construction and infrastructure projects requiring reliable temporary power, and increasing adoption of portable generators for recreational activities like camping and tailgating. The market is segmented by power rating (below 5 kW, 5-10 kW, above 10 kW), fuel type (gas, diesel, other), and end-user. The gas-powered segment currently dominates due to affordability and ease of use, while the demand for diesel generators is rising in industrial applications requiring higher power output. Residential applications constitute a significant portion of the market, driven by homeowners seeking power backup during outages. However, increasing regulations on emissions and noise levels are posing challenges to market growth. Key players like Yamaha, Briggs & Stratton, and Generac are investing in research and development to produce more efficient and eco-friendly generators, driving innovation within the market. The North American market holds a substantial share of the global portable generator market, and the region is projected to maintain a significant CAGR of over 3% throughout the forecast period (2025-2033), driven primarily by robust economic growth and rising infrastructure development.
The market's growth trajectory is further influenced by technological advancements, with manufacturers focusing on features like smart functionalities, remote monitoring, and improved fuel efficiency. While the above 10 kW segment is expected to witness slower growth compared to the lower power rating segments, its steady increase reflects its importance in industrial and commercial applications. Competition is intense, with established players continuously innovating and new entrants aiming to capture market share through competitive pricing and differentiated product offerings. The market presents significant opportunities for manufacturers focusing on sustainable and technologically advanced products catering to the diverse needs of various end-users. Long-term projections suggest a sustained period of growth for the North American portable generator market, though challenges related to supply chain disruptions and raw material costs need to be carefully managed.

North America Portable Generator Market Report: 2019-2033
This comprehensive report provides an in-depth analysis of the North America portable generator market, offering invaluable insights for industry stakeholders, investors, and strategic decision-makers. Covering the period from 2019 to 2033, with a base year of 2025 and a forecast period of 2025-2033, this study meticulously examines market dynamics, key segments, leading players, and emerging trends. The market size is projected to reach xx Million by 2033, exhibiting a CAGR of xx% during the forecast period. Download now to gain a competitive edge.
North America Portable Generator Market Concentration & Dynamics
The North America portable generator market is characterized by a moderately consolidated landscape, with key players such as Generac Holdings Inc, Kohler Power Systems, and Cummins Inc holding significant market share. However, the market also exhibits a dynamic competitive environment, with ongoing M&A activities and the emergence of innovative technologies influencing market concentration. The regulatory landscape, particularly concerning emissions standards, plays a crucial role in shaping market dynamics. Substitute products, such as uninterrupted power supply (UPS) systems, pose a competitive threat, while evolving end-user trends, especially in the residential and commercial sectors, are driving market growth.
- Market Share: Generac Holdings Inc holds approximately xx% market share, followed by Kohler Power Systems with xx% and Cummins Inc with xx%. Smaller players account for the remaining xx%.
- M&A Activity: Between 2019 and 2024, the market witnessed approximately xx M&A deals, primarily focused on strategic acquisitions to expand product portfolios and geographical reach.
- Innovation Ecosystem: The market is characterized by a vibrant innovation ecosystem, with ongoing developments in fuel efficiency, noise reduction, and smart features.
- Regulatory Framework: Stringent emission regulations are driving the adoption of cleaner fuel technologies, particularly in the residential and commercial sectors.
North America Portable Generator Market Industry Insights & Trends
The North American portable generator market is experiencing robust growth, driven by several factors. Increasing demand for reliable backup power, particularly in regions prone to power outages and natural disasters, fuels market expansion. The rising adoption of portable generators in various end-use sectors, including residential, commercial, and industrial, further contributes to market growth. Technological advancements leading to improved fuel efficiency, reduced noise levels, and enhanced safety features are also key growth drivers. Furthermore, the growing awareness of energy security and the increasing adoption of renewable energy sources are influencing the market. The market size was valued at xx Million in 2024 and is projected to reach xx Million by 2033, reflecting a significant expansion.

Key Markets & Segments Leading North America Portable Generator Market
The residential segment dominates the North America portable generator market, accounting for approximately xx% of the total market revenue in 2024. However, the commercial and industrial segments are experiencing faster growth rates due to increasing infrastructural development and rising industrial activity. Within the power rating segment, the 5-10 kW range holds the largest market share due to its versatility across residential and small commercial applications. Gas-powered generators continue to dominate the fuel type segment, owing to their affordability and readily available fuel source.
- Dominant Region: The US is the largest market, accounting for xx% of the total market revenue in 2024.
- Dominant Segment (Power Rating): 5-10 kW generators hold the largest market share.
- Dominant Segment (Fuel Type): Gas-powered generators dominate due to cost-effectiveness and accessibility.
- Dominant Segment (End-User): Residential applications constitute the largest segment.
Drivers:
- Residential Sector: Increasing frequency of power outages and demand for reliable backup power.
- Commercial Sector: Growth of small and medium-sized businesses and the need for uninterrupted operations.
- Industrial Sector: Expansion of industrial activities and demand for power backup in critical operations.
- Economic Growth: Overall economic growth in North America contributes to increased investment in backup power solutions.
North America Portable Generator Market Product Developments
Recent product innovations have focused on enhancing fuel efficiency, reducing noise pollution, and integrating advanced features such as remote monitoring and control. The development of inverter generators offers improved power quality and fuel economy. Manufacturers are also focusing on incorporating eco-friendly features and reducing the carbon footprint of their products. These advancements aim to improve the overall user experience and cater to the growing demand for sustainable and efficient portable power solutions.
Challenges in the North America Portable Generator Market Market
The North America portable generator market faces several challenges, including increasing raw material costs impacting manufacturing expenses, fluctuating fuel prices affecting operational costs, and the intensifying competition among major market players. Furthermore, strict emission regulations necessitate manufacturers to invest in costly technological upgrades to comply with environmental standards. Supply chain disruptions, particularly during periods of high demand, can lead to product shortages and price volatility.
Forces Driving North America Portable Generator Market Growth
Technological advancements, especially in fuel efficiency and noise reduction, are major growth drivers. The increasing frequency and severity of natural disasters, leading to power outages, are also boosting market demand. Furthermore, government initiatives promoting energy security and resilience are encouraging wider adoption of portable generators. Finally, rising disposable incomes and a growing awareness of energy independence are fueling consumer demand.
Long-Term Growth Catalysts in the North America Portable Generator Market
Long-term growth will be driven by the ongoing development of environmentally friendly fuel sources like hydrogen and biofuels, enabling cleaner and more sustainable power generation. Strategic partnerships between manufacturers and technology providers will accelerate innovation and expand market reach. The exploration of new applications in remote areas and disaster relief will create further growth opportunities.
Emerging Opportunities in North America Portable Generator Market
Emerging opportunities lie in the integration of smart technologies for remote monitoring and control, offering increased user convenience and improved operational efficiency. Furthermore, the development of hybrid generators combining conventional fuels with renewable energy sources presents a promising avenue for sustainable growth. Finally, expanding into niche markets, such as recreational vehicles and off-grid applications, offers further market expansion opportunities.
Leading Players in the North America Portable Generator Market Sector
- 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
Key Milestones in North America Portable Generator Market Industry
- January 2022: Honda announced plans to begin selling its new EU32i portable generator in North America.
- February 2022: MIT Lincoln Laboratory demonstrated a portable hydrogen fuel generator prototype for the USMC, utilizing aluminum and water as fuel sources.
Strategic Outlook for North America Portable Generator Market Market
The future of the North America portable generator market appears promising, driven by increasing power outages, growing demand for reliable backup power, and the ongoing development of innovative technologies. Strategic alliances, investments in R&D, and expansion into new markets will be key factors determining success. Companies focusing on sustainable, efficient, and user-friendly products will be well-positioned to capitalize on emerging market opportunities.
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