Key Insights
The East African oil and gas upstream market, encompassing exploration, development, and production activities, is experiencing significant growth, projected to maintain a CAGR exceeding 3% from 2025 to 2033. This expansion is fueled by several key factors. Significant discoveries in Kenya and Tanzania, coupled with ongoing exploration efforts across the region, are driving investment and increasing production capacity. Government initiatives focused on attracting foreign direct investment and streamlining regulatory processes are further incentivizing exploration and development activities. The market is segmented geographically, with onshore and offshore segments exhibiting varying growth trajectories. Onshore operations currently dominate, benefiting from established infrastructure and lower exploration costs. However, offshore exploration holds significant long-term potential, with deepwater discoveries likely to reshape the market landscape in the coming decade. While challenges persist, such as geopolitical instability in certain regions and the inherent risks associated with oil and gas exploration, the overall outlook remains positive.
The key players in this market, including Equinor ASA, Exxon Mobil Corporation, TotalEnergies SE, China National Petroleum Corporation, National Oil Corporation of Kenya, and PanAfrican Energy Tanzania Ltd, are actively pursuing opportunities to capitalize on the region's potential. Their investments in exploration, production, and infrastructure development are critical to the market's growth. Competition is expected to intensify as more companies enter the market, potentially leading to increased efficiency and innovation in extraction techniques and resource management. The focus on sustainable practices and environmental regulations is also gaining traction, shaping the industry's future development and potentially influencing investment decisions. Future growth will hinge on sustained political stability, successful exploration activities, and the ability of the region to manage the environmental impact of oil and gas production responsibly.
This comprehensive report provides an in-depth analysis of the East Africa oil and gas upstream market, offering invaluable insights for industry stakeholders, investors, and strategic decision-makers. Covering the period from 2019 to 2033, with a focus on 2025, this report meticulously examines market trends, competitive dynamics, and growth opportunities within this dynamic sector. The study incorporates data and forecasts, revealing the market's potential and challenges. Key players such as Equinor ASA, Exxon Mobil Corporation, TotalEnergies SE, China National Petroleum Corporation, National Oil Corporation of Kenya, and PanAfrican Energy Tanzania Ltd are analyzed in detail.

East Africa Oil and Gas Upstream Market Market Concentration & Innovation
This section analyzes the market concentration, identifying key players and their market share. It examines innovation drivers, regulatory frameworks, and the impact of product substitutes and M&A activities. The competitive landscape is evaluated, including metrics such as market share percentages and M&A deal values (in Millions).
Market Concentration: The East African oil and gas upstream market exhibits a moderately concentrated structure, with a few multinational players holding significant market share alongside national oil companies. While precise market share figures require confidential data, our analysis reveals a clear dominance of international companies in offshore projects, with a more diversified structure in onshore operations. We estimate that the top 5 players collectively hold approximately xx% of the market share in 2025.
Innovation Drivers: Technological advancements in exploration and production, particularly in offshore deepwater drilling and enhanced oil recovery techniques, are key innovation drivers. Government incentives and initiatives promoting local content and technological partnerships also stimulate innovation.
Regulatory Frameworks: Varying regulatory frameworks across East African nations influence investment decisions. Streamlined licensing processes and clear fiscal terms are crucial for attracting investment. The analysis encompasses a detailed review of relevant legal and regulatory frameworks.
Product Substitutes: The increasing focus on renewable energy sources presents a potential substitute for fossil fuels, although natural gas is expected to remain relevant due to its role in the energy transition.
End-User Trends: Growing energy demand in East Africa, fueled by population growth and industrialization, drives market growth. The report details these trends and their projected impact on future demand.
M&A Activities: The report documents recent M&A activities, examining deal values and their implications for market consolidation. The total value of M&A transactions in the historical period (2019-2024) is estimated at $xx Million.
East Africa Oil and Gas Upstream Market Industry Trends & Insights
This section delves into the key trends shaping the East African oil and gas upstream market, including market growth drivers, technological disruptions, consumer preferences, and competitive dynamics. Specific metrics such as Compound Annual Growth Rate (CAGR) and market penetration are included.
The East African oil and gas upstream market is experiencing robust growth driven by increasing energy demand, significant resource discoveries, and substantial investments in infrastructure development. The CAGR for the forecast period (2025-2033) is projected to be xx%, indicating substantial market expansion. Technological advancements, especially in seismic imaging and subsea production technologies, are further enhancing exploration and production efficiency. A heightened emphasis on environmental, social, and governance (ESG) factors is influencing operational practices and investment strategies. Furthermore, the growing competition among established international players and national oil companies is driving market innovation and technological advancements. Market penetration of advanced technologies like digital oil fields is steadily increasing, with xx% expected in 2033, contributing to improved efficiency and reduced operational costs. The market dynamics reflect a complex interplay between regulatory frameworks, technological advancements, and geopolitical considerations. The report provides a granular perspective on each of these aspects, informing a thorough understanding of future market scenarios.

Dominant Markets & Segments in East Africa Oil and Gas Upstream Market
This section identifies the leading regions, countries, and segments (onshore and offshore) within the East African oil and gas upstream market. It provides a detailed analysis of their dominance, emphasizing key growth drivers such as economic policies and infrastructure development.
Offshore Segment Dominance: The offshore segment is projected to dominate the East African oil and gas upstream market throughout the forecast period (2025-2033). This dominance stems from the significant discoveries of large offshore gas reserves, particularly in Mozambique and Tanzania.
Key Drivers of Offshore Dominance:
- Large Gas Discoveries: Substantial gas reserves off the coast of Mozambique and Tanzania have attracted significant investment and driven substantial exploration and production activities.
- Government Support: Supportive government policies and regulatory frameworks designed to attract foreign direct investment in offshore projects have created a favorable investment climate.
- Technological Advancements: Technological advancements in deep-water drilling and subsea production technologies have made exploration and production economically feasible in the offshore sector.
- Infrastructure Development: Ongoing investments in port facilities, pipelines, and related infrastructure are facilitating offshore gas production and export.
Onshore Segment: While the onshore segment currently holds a smaller market share compared to the offshore segment, it is expected to experience moderate growth driven by smaller-scale projects and increased exploration activities in various countries within the region.
East Africa Oil and Gas Upstream Market Product Developments
This section summarizes recent product innovations, applications, and competitive advantages within the East African oil and gas upstream market, highlighting technological trends and market fit.
Recent product innovations have focused on improving exploration and production efficiency, enhancing reservoir management, and reducing environmental impact. This includes advanced seismic imaging technologies, subsea production systems, and improved drilling techniques. These technological advancements are improving efficiency, lowering production costs, and enabling the exploration and development of previously inaccessible reserves. The focus on environmental considerations is driving the adoption of cleaner energy solutions and technologies to minimize the environmental footprint of oil and gas production.
Report Scope & Segmentation Analysis
This section details the market segmentation, including onshore and offshore segments. Growth projections, market sizes, and competitive dynamics are discussed for each segment.
Onshore Segment: The onshore segment includes oil and gas exploration and production activities conducted on land. This segment's growth is driven by ongoing exploration activities and development of smaller-scale projects. The market size in 2025 is estimated at $xx Million. Competitive dynamics are characterized by both international and national players operating in this space.
Offshore Segment: The offshore segment includes exploration and production activities conducted in offshore waters. It represents a larger portion of the overall market and is driven by the significant gas discoveries in Mozambique and Tanzania. The market size in 2025 is estimated at $xx Million. Competitive intensity is high with a concentration of international players.
Key Drivers of East Africa Oil and Gas Upstream Market Growth
This section outlines the key growth drivers, focusing on technological, economic, and regulatory factors.
Significant oil and gas discoveries, coupled with growing regional energy demand, are primary drivers. Favorable government policies aimed at attracting foreign investment play a substantial role. Technological advancements, especially in deep-water drilling and enhanced oil recovery, are also fueling market growth.
Challenges in the East Africa Oil and Gas Upstream Market Sector
This section discusses barriers and restraints, including regulatory hurdles, supply chain issues, and competitive pressures.
Regulatory complexities and inconsistent policy frameworks across countries pose challenges. Infrastructure limitations and logistical hurdles affect operations. Competition from renewable energy sources presents a long-term challenge. Fluctuating global oil and gas prices also impact market dynamics.
Emerging Opportunities in East Africa Oil and Gas Upstream Market
This section highlights emerging trends and opportunities, focusing on new markets, technologies, and consumer preferences.
Further exploration and development of existing and new discoveries present significant opportunities. Growing demand for natural gas for power generation provides a promising market. Investment in gas processing and liquefaction infrastructure is a major opportunity.
Leading Players in the East Africa Oil and Gas Upstream Market Market
- Equinor ASA
- Exxon Mobil Corporation
- TotalEnergies SE
- China National Petroleum Corporation
- National Oil Corporation of Kenya
- PanAfrican Energy Tanzania Ltd
Key Developments in East Africa Oil and Gas Upstream Market Industry
- January 2022: Commissioning of Mozambique's first offshore project, the USD 2.5 billion Coral South FLNG facility, significantly boosts the country's LNG production capacity.
- June 2022: Equinor and Shell's framework deal with Tanzania for a USD 30 billion LNG export project underscores the significant investment potential in the region.
Strategic Outlook for East Africa Oil and Gas Upstream Market Market
The East African oil and gas upstream market offers significant long-term growth potential. Continued exploration and development, coupled with supportive government policies and technological advancements, will drive market expansion. Further investment in infrastructure and gas processing facilities is critical for maximizing the region's resource potential. The market outlook is positive, with substantial opportunities for both established and new market entrants.
East Africa Oil and Gas Upstream Market Segmentation
-
1. Location
- 1.1. Onshore
- 1.2. Offshore
-
2. Geography
- 2.1. Tanzania
- 2.2. Mozambique
- 2.3. Kenya
- 2.4. Rest of East Africa
East Africa Oil and Gas Upstream Market Segmentation By Geography
- 1. Tanzania
- 2. Mozambique
- 3. Kenya
- 4. Rest of East Africa

East Africa Oil and Gas Upstream 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. 4.; Abundant Oil and Gas Reserves4.; Favorable Investment in Upstream Sector
- 3.3. Market Restrains
- 3.3.1. 4.; Volatility of Crude Oil Prices
- 3.4. Market Trends
- 3.4.1. Onshore Sector to Dominate the Market
- 4. Market Factor Analysis
- 4.1. Porters Five Forces
- 4.2. Supply/Value Chain
- 4.3. PESTEL analysis
- 4.4. Market Entropy
- 4.5. Patent/Trademark Analysis
- 5. East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Location
- 5.1.1. Onshore
- 5.1.2. Offshore
- 5.2. Market Analysis, Insights and Forecast - by Geography
- 5.2.1. Tanzania
- 5.2.2. Mozambique
- 5.2.3. Kenya
- 5.2.4. Rest of East Africa
- 5.3. Market Analysis, Insights and Forecast - by Region
- 5.3.1. Tanzania
- 5.3.2. Mozambique
- 5.3.3. Kenya
- 5.3.4. Rest of East Africa
- 5.1. Market Analysis, Insights and Forecast - by Location
- 6. Tanzania East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Location
- 6.1.1. Onshore
- 6.1.2. Offshore
- 6.2. Market Analysis, Insights and Forecast - by Geography
- 6.2.1. Tanzania
- 6.2.2. Mozambique
- 6.2.3. Kenya
- 6.2.4. Rest of East Africa
- 6.1. Market Analysis, Insights and Forecast - by Location
- 7. Mozambique East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Location
- 7.1.1. Onshore
- 7.1.2. Offshore
- 7.2. Market Analysis, Insights and Forecast - by Geography
- 7.2.1. Tanzania
- 7.2.2. Mozambique
- 7.2.3. Kenya
- 7.2.4. Rest of East Africa
- 7.1. Market Analysis, Insights and Forecast - by Location
- 8. Kenya East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Location
- 8.1.1. Onshore
- 8.1.2. Offshore
- 8.2. Market Analysis, Insights and Forecast - by Geography
- 8.2.1. Tanzania
- 8.2.2. Mozambique
- 8.2.3. Kenya
- 8.2.4. Rest of East Africa
- 8.1. Market Analysis, Insights and Forecast - by Location
- 9. Rest of East Africa East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Location
- 9.1.1. Onshore
- 9.1.2. Offshore
- 9.2. Market Analysis, Insights and Forecast - by Geography
- 9.2.1. Tanzania
- 9.2.2. Mozambique
- 9.2.3. Kenya
- 9.2.4. Rest of East Africa
- 9.1. Market Analysis, Insights and Forecast - by Location
- 10. South Africa East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 11. Sudan East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 12. Uganda East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 13. Tanzania East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 14. Kenya East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 15. Rest of Africa East Africa Oil and Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 16. Competitive Analysis
- 16.1. Market Share Analysis 2024
- 16.2. Company Profiles
- 16.2.1 Equinor ASA
- 16.2.1.1. Overview
- 16.2.1.2. Products
- 16.2.1.3. SWOT Analysis
- 16.2.1.4. Recent Developments
- 16.2.1.5. Financials (Based on Availability)
- 16.2.2 Exxon Mobil Corporation
- 16.2.2.1. Overview
- 16.2.2.2. Products
- 16.2.2.3. SWOT Analysis
- 16.2.2.4. Recent Developments
- 16.2.2.5. Financials (Based on Availability)
- 16.2.3 TotalEnergies SE
- 16.2.3.1. Overview
- 16.2.3.2. Products
- 16.2.3.3. SWOT Analysis
- 16.2.3.4. Recent Developments
- 16.2.3.5. Financials (Based on Availability)
- 16.2.4 China National Petroleum Corporation
- 16.2.4.1. Overview
- 16.2.4.2. Products
- 16.2.4.3. SWOT Analysis
- 16.2.4.4. Recent Developments
- 16.2.4.5. Financials (Based on Availability)
- 16.2.5 National Oil Corporation of Kenya
- 16.2.5.1. Overview
- 16.2.5.2. Products
- 16.2.5.3. SWOT Analysis
- 16.2.5.4. Recent Developments
- 16.2.5.5. Financials (Based on Availability)
- 16.2.6 PanAfrican Energy Tanzania Ltd
- 16.2.6.1. Overview
- 16.2.6.2. Products
- 16.2.6.3. SWOT Analysis
- 16.2.6.4. Recent Developments
- 16.2.6.5. Financials (Based on Availability)
- 16.2.1 Equinor ASA
List of Figures
- Figure 1: East Africa Oil and Gas Upstream Market Revenue Breakdown (Million, %) by Product 2024 & 2032
- Figure 2: East Africa Oil and Gas Upstream Market Share (%) by Company 2024
List of Tables
- Table 1: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Region 2019 & 2032
- Table 3: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Location 2019 & 2032
- Table 4: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Location 2019 & 2032
- Table 5: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 6: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Geography 2019 & 2032
- Table 7: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Region 2019 & 2032
- Table 8: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Region 2019 & 2032
- Table 9: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 10: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Country 2019 & 2032
- Table 11: South Africa East Africa Oil and Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 12: South Africa East Africa Oil and Gas Upstream Market Volume (K Tons) Forecast, by Application 2019 & 2032
- Table 13: Sudan East Africa Oil and Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 14: Sudan East Africa Oil and Gas Upstream Market Volume (K Tons) Forecast, by Application 2019 & 2032
- Table 15: Uganda East Africa Oil and Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 16: Uganda East Africa Oil and Gas Upstream Market Volume (K Tons) Forecast, by Application 2019 & 2032
- Table 17: Tanzania East Africa Oil and Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 18: Tanzania East Africa Oil and Gas Upstream Market Volume (K Tons) Forecast, by Application 2019 & 2032
- Table 19: Kenya East Africa Oil and Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 20: Kenya East Africa Oil and Gas Upstream Market Volume (K Tons) Forecast, by Application 2019 & 2032
- Table 21: Rest of Africa East Africa Oil and Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 22: Rest of Africa East Africa Oil and Gas Upstream Market Volume (K Tons) Forecast, by Application 2019 & 2032
- Table 23: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Location 2019 & 2032
- Table 24: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Location 2019 & 2032
- Table 25: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 26: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Geography 2019 & 2032
- Table 27: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 28: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Country 2019 & 2032
- Table 29: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Location 2019 & 2032
- Table 30: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Location 2019 & 2032
- Table 31: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 32: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Geography 2019 & 2032
- Table 33: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 34: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Country 2019 & 2032
- Table 35: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Location 2019 & 2032
- Table 36: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Location 2019 & 2032
- Table 37: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 38: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Geography 2019 & 2032
- Table 39: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 40: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Country 2019 & 2032
- Table 41: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Location 2019 & 2032
- Table 42: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Location 2019 & 2032
- Table 43: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 44: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Geography 2019 & 2032
- Table 45: East Africa Oil and Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 46: East Africa Oil and Gas Upstream Market Volume K Tons Forecast, by Country 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the East Africa Oil and Gas Upstream Market?
The projected CAGR is approximately > 3.00%.
2. Which companies are prominent players in the East Africa Oil and Gas Upstream Market?
Key companies in the market include Equinor ASA, Exxon Mobil Corporation, TotalEnergies SE, China National Petroleum Corporation, National Oil Corporation of Kenya, PanAfrican Energy Tanzania Ltd.
3. What are the main segments of the East Africa Oil and Gas Upstream Market?
The market segments include Location, Geography.
4. Can you provide details about the market size?
The market size is estimated to be USD XX Million as of 2022.
5. What are some drivers contributing to market growth?
4.; Abundant Oil and Gas Reserves4.; Favorable Investment in Upstream Sector.
6. What are the notable trends driving market growth?
Onshore Sector to Dominate the Market.
7. Are there any restraints impacting market growth?
4.; Volatility of Crude Oil Prices.
8. Can you provide examples of recent developments in the market?
In January 2022, Mozambique witnessed the commissioning of its first offshore project. It is a USD 2.5-billion floating Coral South facility above the 450 billion cubic meters (Bcm) of resources in the Coral field in Area 4 of the Rovuma Basin plant. It has the capacity to liquefy 3.4 million ton of natural gas per year from subsea gas-producing wells.
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 Tons.
11. Are there any specific market keywords associated with the report?
Yes, the market keyword associated with the report is "East Africa Oil and Gas Upstream 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 East Africa Oil and Gas Upstream 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 East Africa Oil and Gas Upstream Market?
To stay informed about further developments, trends, and reports in the East Africa Oil and Gas Upstream 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