Key Insights
The North American 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 factors: rising frequency and severity of power outages due to extreme weather events, growing reliance on electricity-dependent devices and appliances, and increasing awareness of energy security concerns. The market is segmented by power rating (below 5 kW, 5-10 kW, above 10 kW), fuel type (gas, diesel, other), and end-user (residential, commercial, industrial). While gasoline-powered generators currently dominate the market due to their affordability and ease of use, diesel generators are gaining traction in the industrial sector owing to their higher power output and longer run times. The residential segment is expected to witness significant growth due to increasing homeowner concerns about power outages. Major players like Generac, Kohler, and Yamaha are strategically investing in product innovation, focusing on features such as improved fuel efficiency, quieter operation, and remote monitoring capabilities to cater to evolving consumer preferences. The market is also witnessing a trend towards technologically advanced generators incorporating smart features and integration with smart home systems.
The market's compound annual growth rate (CAGR) exceeding 3.00% indicates a sustained expansion trajectory. While precise market size figures are not provided, assuming a 2025 market size of $2 billion (a reasonable estimate given the mentioned players and market drivers), and applying the given CAGR, the market is projected to reach approximately $2.6 billion by 2033, with potential for even higher figures depending on technological advancements and unforeseen external factors. The market faces challenges such as fluctuating fuel prices and stricter emission regulations. However, the overall growth outlook remains positive, propelled by the aforementioned drivers and the increasing necessity for reliable backup power across all segments of the North American market. Manufacturers are actively addressing environmental concerns by developing more eco-friendly generators, incorporating cleaner fuel technologies and emission reduction strategies. This, in conjunction with advancements in energy storage solutions, is further solidifying the long-term growth trajectory.

North America Portable Generator Market: A Comprehensive Report (2019-2033)
This insightful report provides a detailed analysis of the North America portable generator market, offering a comprehensive overview of market dynamics, key players, and future growth prospects. Covering the period 2019-2033, with a base year of 2025 and a forecast period of 2025-2033, this report is an essential resource for stakeholders seeking to understand and capitalize on opportunities within this dynamic sector. The market size is estimated at xx Million in 2025 and is projected to reach xx Million by 2033.
North America Portable Generator Market Composition & Trends
This section delves into the current state of the North America portable generator market, examining market concentration, innovation drivers, regulatory landscapes, substitute products, and end-user profiles. We analyze the competitive landscape, including market share distribution among key players like Generac Holdings Inc, Kohler Power Systems, and Cummins Inc, and assess the impact of mergers and acquisitions (M&A) activities. Deal values for significant M&A transactions within the past five years are analyzed to reveal market consolidation trends. The report also explores the impact of substitute products, such as solar power systems, and how regulatory changes are influencing market growth. The analysis will further explore the varying needs of residential, commercial, and industrial end-users, providing a granular understanding of their preferences and consumption patterns.
- Market Concentration: Analysis of market share held by top 5 players, revealing the level of competition.
- Innovation Catalysts: Examination of technological advancements driving market growth, including fuel efficiency improvements and smart features.
- Regulatory Landscape: Assessment of relevant regulations and their impact on market access and product development.
- Substitute Products: Evaluation of alternative power sources and their influence on market demand.
- End-User Profiles: Detailed examination of the different end-user segments and their specific needs.
- M&A Activities: Review of significant mergers and acquisitions, including deal values and their impact on market structure. Estimated value of M&A activity in the last 5 years: xx Million.

North America Portable Generator Market Industry Evolution
This section provides a comprehensive analysis of the North America portable generator market's evolution from 2019 to 2024 and projections through 2033. It examines market growth trajectories, pinpointing key periods of expansion and contraction. Technological advancements, such as the integration of smart features and the development of alternative fuel technologies, are analyzed in detail, along with their impact on market dynamics. The report also explores shifts in consumer demand, driven by factors such as increased awareness of environmental concerns and the growing need for reliable backup power. Specific data points, including growth rates (CAGR) and adoption rates of new technologies, are provided to illustrate market trends. For instance, the adoption rate of inverter generators is projected to increase by xx% between 2025 and 2033. The impact of major events such as power outages and natural disasters on market growth is also examined.
Leading Regions, Countries, or Segments in North America Portable Generator Market
This section identifies the leading regions, countries, and segments within the North America portable generator market. Detailed analysis will focus on the key factors driving dominance in each segment (Power Rating: Below 5 kW, 5-10 kW, Above 10 kW; Fuel Type: Gas, Diesel, Other Fuel Types; End User: Residential, Commercial, Industrial).
- Dominant Region/Country: [Insert dominant region/country] is identified as the leading market due to [reasons].
- Dominant Segment (Power Rating): [Insert dominant power rating segment] holds the largest market share due to [reasons].
- Dominant Segment (Fuel Type): [Insert dominant fuel type segment] leads the market due to [reasons].
- Dominant Segment (End User): [Insert dominant end-user segment] exhibits high demand due to [reasons].
Key Drivers (examples):
- Investment Trends: Increased investment in infrastructure projects in [Region/Country] fuels demand for portable generators.
- Regulatory Support: Government incentives and policies promoting renewable energy sources are boosting the market for [Specific fuel type or generator type].
North America Portable Generator Market Product Innovations
This section showcases the latest product innovations in portable generators, emphasizing their applications and performance metrics. Focus is on features such as improved fuel efficiency, quieter operation, enhanced portability, and integration of smart technology enabling remote monitoring and control. Unique selling propositions (USPs) and technological advancements, such as the incorporation of inverter technology for cleaner power output, are highlighted. The report also details the performance improvements realized through these innovations.
Propelling Factors for North America Portable Generator Market Growth
Several factors are driving the growth of the North America portable generator market. Technological advancements resulting in increased fuel efficiency and lower emissions are a key driver. Economic factors, such as the increasing frequency and severity of power outages, are pushing up demand. Furthermore, supportive government regulations and initiatives promoting energy security are stimulating market expansion. The growing popularity of outdoor recreational activities also contributes to market growth.
Obstacles in the North America Portable Generator Market
The North America portable generator market faces several challenges. Stringent emission regulations are increasing production costs and limiting product choices. Supply chain disruptions caused by global events can lead to shortages and price increases. Intense competition among established players and emerging new entrants puts pressure on profit margins. These factors can collectively impact market growth negatively by approximately xx%.
Future Opportunities in North America Portable Generator Market
Emerging opportunities in the North America portable generator market include the growing adoption of alternative fuel technologies, such as hydrogen and propane, driven by environmental concerns. The increasing demand for portable power solutions in remote areas and during emergency situations offers further growth potential. Technological advancements, such as the development of lighter and more efficient generators, will continue to shape market trends. The development and adoption of portable generators with integrated smart functionalities are likely to attract significant interest in the coming years.
Major Players in the North America Portable Generator Market Ecosystem
- 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 Developments in North America Portable Generator Market Industry
- February 2022: MIT Lincoln Laboratory demonstrated a portable hydrogen fuel generator for the USMC, converting aluminum and water (including urine) into hydrogen fuel. This development signals a potential shift towards sustainable fuel sources in the portable generator market.
- January 2022: Honda announced plans to sell its new EU32i portable generator in Europe and North America, expanding the market competition and introducing a new product with a maximum output of 3.2kVA.
Strategic North America Portable Generator Market Forecast
The North America portable generator market is poised for continued growth, driven by increasing demand for reliable backup power, technological advancements, and supportive government policies. The shift towards more sustainable fuel sources and the integration of smart features will further shape market dynamics. The market is expected to experience substantial growth over the forecast period, driven by factors highlighted throughout this report. The rising adoption of portable generators across diverse sectors presents significant 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