Key Insights
The Indian CNG market, valued at approximately ₹200 billion (estimated) in 2025, is poised for robust growth, exhibiting a compound annual growth rate (CAGR) of 3.00% from 2025 to 2033. This expansion is driven primarily by increasing environmental concerns leading to stricter emission norms, coupled with government initiatives promoting cleaner fuels. The rising adoption of CNG vehicles, particularly in light passenger vehicles, is a significant contributor. Furthermore, expanding CNG infrastructure, including the construction of new CNG stations across various regions, particularly in urban areas, fuels this growth. While challenges such as infrastructure limitations in certain regions and fluctuating natural gas prices exist, the overall market outlook remains positive. The segment of medium/heavy-duty vehicles is expected to show faster growth than light passenger vehicles due to government regulations and benefits of reduced operational costs.
The market segmentation reveals a significant share held by the light passenger vehicle segment, reflecting the increasing popularity of CNG-powered cars and two-wheelers. However, the medium/heavy-duty vehicle segment is expected to witness substantial growth over the forecast period, driven by increasing adoption in commercial fleets and public transportation. Key players like Bharat Petroleum Corporation Limited, GAIL (India) Limited, and Adani Group are strategically investing in expanding their CNG infrastructure and distribution networks, further intensifying competition and stimulating market expansion. Regional variations exist, with states possessing well-developed infrastructure enjoying higher market penetration compared to those with limited access. The sustained growth is anticipated to be fueled by continued government support for CNG adoption and the ongoing improvement of CNG infrastructure nationwide.

CNG Industry in India: A Comprehensive Market Report (2019-2033)
This comprehensive report provides an in-depth analysis of the CNG industry in India, covering market structure, competitive dynamics, industry trends, and future growth prospects. The study period spans from 2019 to 2033, with 2025 serving as both the base and estimated year. The report offers actionable insights for industry stakeholders, investors, and policymakers. With a focus on key players like Bharat Petroleum Corporation Limited, Hindustan Petroleum Corporation Limited, GAIL (India) Limited, and Adani Group, this report unveils the intricate landscape of India's CNG market, analyzing its trajectory towards 2033.
CNG Industry in India Market Structure & Competitive Dynamics
The Indian CNG market is characterized by a moderately concentrated structure, with a few large players dominating the market share. Key players such as Bharat Petroleum Corporation Limited, Hindustan Petroleum Corporation Limited, and GAIL (India) Limited control a significant portion of the market. However, smaller players like MGL and Gujarat Gas Ltd also maintain substantial regional influence. The innovation ecosystem is dynamic, driven by technological advancements in CNG vehicle technology and infrastructure development. The regulatory framework, primarily governed by the Ministry of Petroleum and Natural Gas, plays a vital role in shaping market dynamics through pricing policies, infrastructure development initiatives, and environmental regulations. The primary substitute for CNG is petrol and diesel, creating a competitive landscape. End-user trends show a growing preference for CNG due to its relatively lower cost compared to other fuels, contributing to its increasing market penetration. M&A activity within the sector has been moderate, with deal values varying between xx Million and xx Million in recent years.
- Market Concentration: Moderately concentrated, with major players holding significant shares.
- Innovation Ecosystem: Active, focused on CNG vehicle technology and infrastructure.
- Regulatory Framework: Influential, impacting pricing, infrastructure, and environmental aspects.
- Product Substitutes: Petrol and diesel, posing a competitive challenge.
- End-User Trends: Increasing preference for CNG due to cost advantages and environmental concerns.
- M&A Activity: Moderate activity with deal values ranging from xx Million to xx Million.
CNG Industry in India Industry Trends & Insights
The Indian CNG industry is experiencing robust growth, driven by several factors. Government initiatives promoting the use of cleaner fuels, rising environmental concerns, and relatively lower CNG prices compared to petrol and diesel are key growth drivers. The market is witnessing significant technological disruptions, particularly in CNG vehicle technology, leading to improved efficiency and reduced emissions. Consumer preferences are shifting towards CNG-powered vehicles, propelled by fuel cost savings and environmental benefits. Competitive dynamics are intense, with companies focusing on expanding their network of CNG stations and enhancing customer service. The Compound Annual Growth Rate (CAGR) is estimated at xx% during the forecast period (2025-2033). Market penetration is projected to increase from xx% in 2025 to xx% by 2033.

Dominant Markets & Segments in CNG Industry in India
The dominant segment within the Indian CNG industry is Light Passenger Vehicles, owing to their widespread use and increasing affordability of CNG-powered cars. The growth of this segment is fuelled by several factors:
- Economic Policies: Government subsidies and tax incentives for CNG vehicles.
- Infrastructure: Expanding CNG station network in urban and semi-urban areas.
- Technological Advancements: Development of efficient and reliable CNG-powered engines.
Medium/Heavy Duty Vehicles segment shows promising growth, driven by the increasing adoption of CNG in commercial fleets, owing to the cost-saving benefits. The "Others" segment is characterized by a diverse range of applications, including industrial and residential heating, which is projected to see moderate growth over the forecast period. Northern and Western India are the most dominant markets for CNG, driven by a higher concentration of CNG stations and increasing adoption by consumers.
CNG Industry in India Product Innovations
Recent product innovations focus on improving the efficiency and performance of CNG-powered vehicles and infrastructure. This includes advancements in engine technology, improved CNG storage systems, and the development of more efficient and reliable CNG dispensing equipment. These innovations enhance the overall user experience, leading to wider market adoption and strengthening the competitive advantage of manufacturers.
Report Segmentation & Scope
The report segments the Indian CNG market based on application:
- Light Passenger Vehicles: This segment is expected to show significant growth due to rising consumer demand and government incentives. The market size is projected to reach xx Million by 2033.
- Medium/Heavy Duty Vehicles: This segment is likely to experience robust growth owing to the cost-effectiveness of CNG for commercial fleets. Market size is forecast to reach xx Million by 2033.
- Others: This segment encompasses diverse applications with moderate growth potential. The market is estimated to be valued at xx Million by 2033.
Key Drivers of CNG Industry in India Growth
The growth of the Indian CNG industry is fueled by several factors: Government support through subsidies and tax benefits, increasing environmental awareness among consumers, and the relatively lower cost of CNG compared to petrol and diesel. The expansion of the CNG refueling infrastructure across the country also plays a vital role.
Challenges in the CNG Industry in India Sector
The CNG industry faces certain challenges. These include the dependence on natural gas imports, fluctuations in natural gas prices impacting CNG pricing, and the need for continuous expansion of CNG infrastructure to cater to the rising demand. Furthermore, regulatory hurdles and potential supply chain disruptions can also impact the sector's growth.
Leading Players in the CNG Industry in India Market
- Bharat Petroleum Corporation Limited
- THINK Gas Distribution Pvt Ltd
- Hindustan Petroleum Corporation Limited
- MGL
- Central U P Gas Limited
- GAIL (India) Limited
- Adani Group
- Gujarat Gas Ltd
- AG&P
Key Developments in CNG Industry in India Sector
- July 2022: CNG prices increased by Rs 4 per kg in Mumbai, marking the 10th price hike in 18 months. CNG prices rose by 62% since February 2021 (from Rs 49.40/kg to Rs 80/kg).
- July 2022: The Ministry of Petroleum and Natural Gas & Housing and Urban Affairs commissioned 166 CNG stations across 14 states, established by GAIL (India) Limited and nine City Gas Distribution companies.
Strategic CNG Industry in India Market Outlook
The Indian CNG market presents significant growth potential driven by sustained government support, increasing environmental consciousness, and technological advancements. Strategic opportunities exist in expanding CNG infrastructure, particularly in underserved regions, and developing innovative CNG-powered vehicles. The market is poised for substantial growth over the forecast period, offering lucrative investment prospects for industry participants.
CNG Industry in India Segmentation
-
1. Application
- 1.1. Light Passenger Vehicles
- 1.2. Medium/Heavy Duty Vehicles
- 1.3. Others
CNG Industry in India Segmentation By Geography
-
1. North America
- 1.1. United States
- 1.2. Canada
- 1.3. Mexico
-
2. South America
- 2.1. Brazil
- 2.2. Argentina
- 2.3. Rest of South America
-
3. Europe
- 3.1. United Kingdom
- 3.2. Germany
- 3.3. France
- 3.4. Italy
- 3.5. Spain
- 3.6. Russia
- 3.7. Benelux
- 3.8. Nordics
- 3.9. Rest of Europe
-
4. Middle East & Africa
- 4.1. Turkey
- 4.2. Israel
- 4.3. GCC
- 4.4. North Africa
- 4.5. South Africa
- 4.6. Rest of Middle East & Africa
-
5. Asia Pacific
- 5.1. China
- 5.2. India
- 5.3. Japan
- 5.4. South Korea
- 5.5. ASEAN
- 5.6. Oceania
- 5.7. Rest of Asia Pacific

CNG Industry in India 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. 4.; Increase in Prices of Electricity Procured from Conventional Mechanisms 4.; Decline in Cost of Solar Energy Infrastructure
- 3.3. Market Restrains
- 3.3.1. 4.; Competition from Other Alternative Energy Sources
- 3.4. Market Trends
- 3.4.1. Increased Electric Vehicle Adoption is Expected to Restrain 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. Global CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Application
- 5.1.1. Light Passenger Vehicles
- 5.1.2. Medium/Heavy Duty Vehicles
- 5.1.3. Others
- 5.2. Market Analysis, Insights and Forecast - by Region
- 5.2.1. North America
- 5.2.2. South America
- 5.2.3. Europe
- 5.2.4. Middle East & Africa
- 5.2.5. Asia Pacific
- 5.1. Market Analysis, Insights and Forecast - by Application
- 6. North America CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Application
- 6.1.1. Light Passenger Vehicles
- 6.1.2. Medium/Heavy Duty Vehicles
- 6.1.3. Others
- 6.1. Market Analysis, Insights and Forecast - by Application
- 7. South America CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Application
- 7.1.1. Light Passenger Vehicles
- 7.1.2. Medium/Heavy Duty Vehicles
- 7.1.3. Others
- 7.1. Market Analysis, Insights and Forecast - by Application
- 8. Europe CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Application
- 8.1.1. Light Passenger Vehicles
- 8.1.2. Medium/Heavy Duty Vehicles
- 8.1.3. Others
- 8.1. Market Analysis, Insights and Forecast - by Application
- 9. Middle East & Africa CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Application
- 9.1.1. Light Passenger Vehicles
- 9.1.2. Medium/Heavy Duty Vehicles
- 9.1.3. Others
- 9.1. Market Analysis, Insights and Forecast - by Application
- 10. Asia Pacific CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - by Application
- 10.1.1. Light Passenger Vehicles
- 10.1.2. Medium/Heavy Duty Vehicles
- 10.1.3. Others
- 10.1. Market Analysis, Insights and Forecast - by Application
- 11. North India CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 12. South India CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 13. East India CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 14. West India CNG Industry in India Analysis, Insights and Forecast, 2019-2031
- 15. Competitive Analysis
- 15.1. Global Market Share Analysis 2024
- 15.2. Company Profiles
- 15.2.1 Bharat Petroleum Corporation Limited
- 15.2.1.1. Overview
- 15.2.1.2. Products
- 15.2.1.3. SWOT Analysis
- 15.2.1.4. Recent Developments
- 15.2.1.5. Financials (Based on Availability)
- 15.2.2 THINK Gas Distribution Pvt Ltd
- 15.2.2.1. Overview
- 15.2.2.2. Products
- 15.2.2.3. SWOT Analysis
- 15.2.2.4. Recent Developments
- 15.2.2.5. Financials (Based on Availability)
- 15.2.3 Hindustan Petroleum Corporation Limited
- 15.2.3.1. Overview
- 15.2.3.2. Products
- 15.2.3.3. SWOT Analysis
- 15.2.3.4. Recent Developments
- 15.2.3.5. Financials (Based on Availability)
- 15.2.4 MGL
- 15.2.4.1. Overview
- 15.2.4.2. Products
- 15.2.4.3. SWOT Analysis
- 15.2.4.4. Recent Developments
- 15.2.4.5. Financials (Based on Availability)
- 15.2.5 Central U P Gas Limited
- 15.2.5.1. Overview
- 15.2.5.2. Products
- 15.2.5.3. SWOT Analysis
- 15.2.5.4. Recent Developments
- 15.2.5.5. Financials (Based on Availability)
- 15.2.6 GAIL (India) Limite
- 15.2.6.1. Overview
- 15.2.6.2. Products
- 15.2.6.3. SWOT Analysis
- 15.2.6.4. Recent Developments
- 15.2.6.5. Financials (Based on Availability)
- 15.2.7 Adani Group
- 15.2.7.1. Overview
- 15.2.7.2. Products
- 15.2.7.3. SWOT Analysis
- 15.2.7.4. Recent Developments
- 15.2.7.5. Financials (Based on Availability)
- 15.2.8 Gujarat Gas Ltd
- 15.2.8.1. Overview
- 15.2.8.2. Products
- 15.2.8.3. SWOT Analysis
- 15.2.8.4. Recent Developments
- 15.2.8.5. Financials (Based on Availability)
- 15.2.9 AG&P
- 15.2.9.1. Overview
- 15.2.9.2. Products
- 15.2.9.3. SWOT Analysis
- 15.2.9.4. Recent Developments
- 15.2.9.5. Financials (Based on Availability)
- 15.2.1 Bharat Petroleum Corporation Limited
List of Figures
- Figure 1: Global CNG Industry in India Revenue Breakdown (Million, %) by Region 2024 & 2032
- Figure 2: India CNG Industry in India Revenue (Million), by Country 2024 & 2032
- Figure 3: India CNG Industry in India Revenue Share (%), by Country 2024 & 2032
- Figure 4: North America CNG Industry in India Revenue (Million), by Application 2024 & 2032
- Figure 5: North America CNG Industry in India Revenue Share (%), by Application 2024 & 2032
- Figure 6: North America CNG Industry in India Revenue (Million), by Country 2024 & 2032
- Figure 7: North America CNG Industry in India Revenue Share (%), by Country 2024 & 2032
- Figure 8: South America CNG Industry in India Revenue (Million), by Application 2024 & 2032
- Figure 9: South America CNG Industry in India Revenue Share (%), by Application 2024 & 2032
- Figure 10: South America CNG Industry in India Revenue (Million), by Country 2024 & 2032
- Figure 11: South America CNG Industry in India Revenue Share (%), by Country 2024 & 2032
- Figure 12: Europe CNG Industry in India Revenue (Million), by Application 2024 & 2032
- Figure 13: Europe CNG Industry in India Revenue Share (%), by Application 2024 & 2032
- Figure 14: Europe CNG Industry in India Revenue (Million), by Country 2024 & 2032
- Figure 15: Europe CNG Industry in India Revenue Share (%), by Country 2024 & 2032
- Figure 16: Middle East & Africa CNG Industry in India Revenue (Million), by Application 2024 & 2032
- Figure 17: Middle East & Africa CNG Industry in India Revenue Share (%), by Application 2024 & 2032
- Figure 18: Middle East & Africa CNG Industry in India Revenue (Million), by Country 2024 & 2032
- Figure 19: Middle East & Africa CNG Industry in India Revenue Share (%), by Country 2024 & 2032
- Figure 20: Asia Pacific CNG Industry in India Revenue (Million), by Application 2024 & 2032
- Figure 21: Asia Pacific CNG Industry in India Revenue Share (%), by Application 2024 & 2032
- Figure 22: Asia Pacific CNG Industry in India Revenue (Million), by Country 2024 & 2032
- Figure 23: Asia Pacific CNG Industry in India Revenue Share (%), by Country 2024 & 2032
List of Tables
- Table 1: Global CNG Industry in India Revenue Million Forecast, by Region 2019 & 2032
- Table 2: Global CNG Industry in India Revenue Million Forecast, by Application 2019 & 2032
- Table 3: Global CNG Industry in India Revenue Million Forecast, by Region 2019 & 2032
- Table 4: Global CNG Industry in India Revenue Million Forecast, by Country 2019 & 2032
- Table 5: North India CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 6: South India CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 7: East India CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 8: West India CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 9: Global CNG Industry in India Revenue Million Forecast, by Application 2019 & 2032
- Table 10: Global CNG Industry in India Revenue Million Forecast, by Country 2019 & 2032
- Table 11: United States CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 12: Canada CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 13: Mexico CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 14: Global CNG Industry in India Revenue Million Forecast, by Application 2019 & 2032
- Table 15: Global CNG Industry in India Revenue Million Forecast, by Country 2019 & 2032
- Table 16: Brazil CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 17: Argentina CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 18: Rest of South America CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 19: Global CNG Industry in India Revenue Million Forecast, by Application 2019 & 2032
- Table 20: Global CNG Industry in India Revenue Million Forecast, by Country 2019 & 2032
- Table 21: United Kingdom CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 22: Germany CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 23: France CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 24: Italy CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 25: Spain CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 26: Russia CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 27: Benelux CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 28: Nordics CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 29: Rest of Europe CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 30: Global CNG Industry in India Revenue Million Forecast, by Application 2019 & 2032
- Table 31: Global CNG Industry in India Revenue Million Forecast, by Country 2019 & 2032
- Table 32: Turkey CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 33: Israel CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 34: GCC CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 35: North Africa CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 36: South Africa CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 37: Rest of Middle East & Africa CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 38: Global CNG Industry in India Revenue Million Forecast, by Application 2019 & 2032
- Table 39: Global CNG Industry in India Revenue Million Forecast, by Country 2019 & 2032
- Table 40: China CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 41: India CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 42: Japan CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 43: South Korea CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 44: ASEAN CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 45: Oceania CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
- Table 46: Rest of Asia Pacific CNG Industry in India Revenue (Million) Forecast, by Application 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the CNG Industry in India?
The projected CAGR is approximately 3.00%.
2. Which companies are prominent players in the CNG Industry in India?
Key companies in the market include Bharat Petroleum Corporation Limited, THINK Gas Distribution Pvt Ltd, Hindustan Petroleum Corporation Limited, MGL, Central U P Gas Limited, GAIL (India) Limite, Adani Group, Gujarat Gas Ltd, AG&P.
3. What are the main segments of the CNG Industry in India?
The market segments include Application.
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.; Increase in Prices of Electricity Procured from Conventional Mechanisms 4.; Decline in Cost of Solar Energy Infrastructure.
6. What are the notable trends driving market growth?
Increased Electric Vehicle Adoption is Expected to Restrain Market.
7. Are there any restraints impacting market growth?
4.; Competition from Other Alternative Energy Sources.
8. Can you provide examples of recent developments in the market?
In July 2022, CNG companies increased the price of CNG fuel by Rs 4 per kg in Mumbai, the 10th increase over 18 months. Furthermore, since February 2021, CNG's price has risen by 62%. In February 2021, the CNG prices were Rs 49.40 per kg and reached Rs 80 per kg in July 2022.
9. What pricing options are available for accessing the report?
Pricing options include single-user, multi-user, and enterprise licenses priced at USD 3800, USD 4500, and USD 5800 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 "CNG Industry in India," 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 CNG Industry in India 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 CNG Industry in India?
To stay informed about further developments, trends, and reports in the CNG Industry in India, 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