Key Insights
The West African Oil & Gas Upstream market is experiencing robust growth, projected to maintain a Compound Annual Growth Rate (CAGR) exceeding 6.50% from 2025 to 2033. This expansion is fueled by several key factors. Firstly, significant exploration and production activities across the region, particularly in countries like Nigeria, Ghana, and Angola, continue to unearth substantial reserves. Secondly, increasing global energy demand, coupled with a sustained focus on energy security, drives investments in the sector. Furthermore, government initiatives aimed at improving infrastructure and streamlining regulatory processes contribute to a more favorable investment climate. However, challenges remain. Geopolitical instability in some parts of the region, coupled with environmental concerns surrounding oil and gas extraction, pose risks to sustainable growth. Competition from renewable energy sources also presents a long-term challenge to the market's trajectory. The market is segmented by location of deployment, with offshore production playing a significant role due to the extensive offshore reserves along the West African coastline. Key players such as Shell, ExxonMobil, TotalEnergies, and several national oil companies are heavily invested, driving technological advancements and efficiency improvements within the upstream sector. The market's future success will hinge on balancing resource exploitation with environmental sustainability and ensuring stable political and regulatory environments.
The forecast period of 2025-2033 indicates a significant expansion of the West African Oil & Gas Upstream market, with consistent growth driven by exploration successes and increased global energy needs. However, the market's evolution will be impacted by the successful implementation of sustainable practices, addressing environmental concerns, and fostering a stable political and regulatory climate across the region. Addressing these challenges will be crucial in maximizing the potential of the West African oil and gas resources while promoting responsible and long-term value creation. The continued involvement of major international and national oil companies signifies confidence in the market's potential despite the present and future challenges.
West Africa Oil & Gas Upstream Market: A Comprehensive Report (2019-2033)
This detailed report provides a comprehensive analysis of the West Africa Oil & Gas Upstream Market, offering in-depth insights into market dynamics, key players, growth drivers, and future opportunities. Covering the period from 2019 to 2033, with a base year of 2025 and a forecast period of 2025-2033, this report is an essential resource for industry stakeholders, investors, and strategic decision-makers.

West Africa Oil & Gas Upstream Market Market Concentration & Innovation
The West African Oil & Gas Upstream market exhibits a moderately concentrated structure, with several international and national oil companies (IOCs and NOCs) holding significant market share. Key players include Shell PLC, Exxon Mobil Corporation, TotalEnergies SE, Eni SpA, BP PLC, Chevron Corporation, Nigerian National Petroleum Corporation, and Ghana National Petroleum Corporation (GNPC). Cairn Energy PLC also maintains a presence. However, the market is also characterized by a degree of fragmentation due to the participation of numerous smaller exploration and production companies. Market share estimates for 2025 indicate Shell PLC holding approximately xx%, followed by Exxon Mobil Corporation at xx%, TotalEnergies SE at xx%, and others sharing the remaining percentage.
Innovation in the West African upstream sector is driven by the need to enhance efficiency, reduce costs, and maximize recovery rates in challenging operational environments. This includes investments in advanced technologies like digitalization, artificial intelligence, and enhanced oil recovery (EOR) techniques. Regulatory frameworks, while varying across countries, generally aim to balance resource exploitation with environmental protection and local content development. Significant M&A activity has characterized the sector, with deal values totaling xx Million in the past five years. These transactions reflect both consolidation within the industry and strategic acquisitions to gain access to new resources or technology. Product substitutes, such as renewable energy sources, pose a growing long-term challenge to the market's growth. Shifting end-user demand for cleaner energy sources is a key factor influencing industry strategies.
West Africa Oil & Gas Upstream Market Industry Trends & Insights
The West African Oil & Gas Upstream market is projected to experience a Compound Annual Growth Rate (CAGR) of xx% during the forecast period (2025-2033). This growth is fueled by several factors, including increasing global energy demand, ongoing exploration and production activities, and the development of new oil and gas fields. However, market penetration of renewables and the volatility of oil prices remain key challenges. Technological advancements, such as improved seismic imaging and drilling techniques, are enhancing exploration efficiency and improving recovery rates. Consumer preferences are increasingly influencing the sector; demands for environmental responsibility and stricter regulations are pushing the industry towards more sustainable practices. Competitive dynamics are marked by the interplay between international oil companies, national oil companies, and independent producers, resulting in strategic alliances and partnerships to share risk and leverage expertise. The market is also influenced by geopolitical factors, including regional stability and government policies regarding resource allocation and taxation. Several significant projects, like the development of the TEN field in Ghana, and the Ikike field in Nigeria, promise to add significantly to the overall production volume over the forecast period.

Dominant Markets & Segments in West Africa Oil & Gas Upstream Market
The offshore segment is currently the dominant sector within West Africa's upstream oil and gas industry, accounting for a larger share of production than the onshore segment (xx% vs xx% in 2025).
- Offshore Dominance Drivers:
- Larger Reserves: Offshore fields often contain significantly larger reserves of oil and gas compared to onshore fields.
- Technological Advancements: Continuous improvements in deepwater drilling and production technologies have made offshore exploration and extraction more viable and cost-effective.
- Government Incentives: Many West African countries offer favorable fiscal terms and regulatory frameworks to encourage investment in offshore projects.
- Infrastructure Development: Significant investments in offshore infrastructure, including pipelines and export terminals, have further boosted offshore production.
Nigeria and Ghana represent the leading national markets within the region, driven by robust reserves and relatively stable political environments. However, Angola and other countries are also showing considerable potential.
Nigeria's Dominance:
- Well-established oil and gas infrastructure.
- Significant reserves and production capacity.
- Active government support for the oil and gas sector.
Ghana's Growth:
- Significant recent discoveries and development projects.
- Growing investment in exploration and production activities.
- Favorable regulatory environment.
The onshore segment, although smaller, continues to play a crucial role, particularly in countries with established onshore infrastructure and easier access to resources. However, the segment is constrained by factors such as land availability, environmental concerns, and community relations issues.
West Africa Oil & Gas Upstream Market Product Developments
Technological advancements are transforming the West African oil and gas upstream sector. Improved drilling technologies, enhanced oil recovery techniques, and digitalization initiatives are all leading to increased efficiency and cost reductions. The adoption of advanced analytics and AI is allowing operators to optimize production and maintenance strategies, maximizing the lifespan and output of existing fields. These technological trends are improving the market fit for projects, by enabling access to previously unreachable or uneconomical reserves. This is especially critical in deepwater and complex geological settings.
Report Scope & Segmentation Analysis
This report segments the West African Oil & Gas Upstream market primarily by location of deployment: onshore and offshore.
Onshore Segment: The onshore segment comprises exploration and production activities conducted on land. This segment is expected to exhibit a CAGR of xx% during the forecast period, driven by ongoing exploration efforts and developments in mature fields. However, environmental concerns and regulatory hurdles present challenges to growth. Competitive dynamics in this segment are characterized by a mix of IOCs, NOCs, and independent producers.
Offshore Segment: The offshore segment encompasses exploration and production activities carried out in coastal waters and deepwater environments. This segment is projected to experience a CAGR of xx% driven by discoveries in deepwater fields and technological advancements. The competitive landscape is dominated by major international oil companies with expertise in offshore operations.
Key Drivers of West Africa Oil & Gas Upstream Market Growth
Several factors are driving growth within the West African Oil & Gas Upstream market. These include the continuous growth in global energy demand, particularly for oil and gas from emerging markets. Significant investments in exploration and production activities, spurred by the discovery of new reserves, contribute significantly. Furthermore, favorable government policies and regulatory frameworks aimed at attracting foreign investment and promoting local content development also boost growth. Finally, technological advancements are enhancing exploration efficiency and improving recovery rates from existing fields.
Challenges in the West Africa Oil & Gas Upstream Market Sector
The West African Oil & Gas Upstream sector faces several key challenges. These include the inherent volatility of global oil prices, which can significantly impact investment decisions and profitability. Security concerns and political instability in some parts of the region pose a risk to operational continuity. Furthermore, the development of robust infrastructure to support the expanding sector poses a significant hurdle, and navigating complex regulatory environments remains challenging. Lastly, environmental concerns and the pressure to reduce carbon emissions create added complexity for operations.
Emerging Opportunities in West Africa Oil & Gas Upstream Market
Significant opportunities exist within the West African Oil & Gas Upstream market. The exploration and development of new offshore fields presents a major growth area. The increasing adoption of advanced technologies, such as AI and digitalization, offer the potential for significant efficiency gains. Furthermore, exploration in previously untapped geological formations can potentially unlock vast resources. Finally, greater cooperation between governments and oil companies will be crucial to ensure the sector's sustainable growth.
Leading Players in the West Africa Oil & Gas Upstream Market Market
- Shell PLC
- Exxon Mobil Corporation
- TotalEnergies SE
- Ghana National Petroleum Corporation (GNPC)
- Eni SpA
- BP PLC
- Nigerian National Petroleum Corporation
- Chevron Corporation
- Cairn Energy PLC
Key Developments in West Africa Oil & Gas Upstream Market Industry
July 2022: Tullow Energy announced the finalization of the development concept for its Tweneboa-Enyenra-Ntomme (TEN) field offshore Ghana, aiming to tap 750 Million barrels of oil. This development significantly boosts Ghana's production capacity and attracts further investment.
July 2022: TotalEnergies SE commenced production from the Ikike field in Nigeria, with projected peak production of 50,000 barrels of oil equivalent per day by the end of 2022. This adds to Nigeria's overall production and showcases the continued exploration and development efforts in the region.
Strategic Outlook for West Africa Oil & Gas Upstream Market Market
The future of the West African Oil & Gas Upstream market appears promising. Continued exploration and development activities, combined with technological advancements, are expected to drive substantial growth. The region's significant oil and gas reserves, coupled with a supportive regulatory environment in certain areas, will attract further investment. However, addressing challenges related to infrastructure development, security, and environmental concerns is crucial for achieving sustainable and long-term growth. The market's trajectory will depend heavily on global energy demand, pricing stability, and the industry's capacity to adapt to the evolving energy landscape.
West Africa Oil & Gas Upstream Market Segmentation
-
1. Location of Deployment
- 1.1. Onshore
- 1.2. Offshore
-
2. Geography
- 2.1. Nigeria
- 2.2. Ghana
- 2.3. Ivory Coast
- 2.4. Senegal
- 2.5. Rest of West Africa
West Africa Oil & Gas Upstream Market Segmentation By Geography
- 1. Nigeria
- 2. Ghana
- 3. Ivory Coast
- 4. Senegal
- 5. Rest of West Africa

West Africa Oil & 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 > 6.50% 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.; Increasing Natural Gas Demand4.; Rising Pipeline Network and Associated Infrastructure Development
- 3.3. Market Restrains
- 3.3.1. 4.; Rising Shift toward Renewable Energy
- 3.4. Market Trends
- 3.4.1. The Offshore Segment is Expected to be the Fastest-growing Segment
- 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. West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 5.1.1. Onshore
- 5.1.2. Offshore
- 5.2. Market Analysis, Insights and Forecast - by Geography
- 5.2.1. Nigeria
- 5.2.2. Ghana
- 5.2.3. Ivory Coast
- 5.2.4. Senegal
- 5.2.5. Rest of West Africa
- 5.3. Market Analysis, Insights and Forecast - by Region
- 5.3.1. Nigeria
- 5.3.2. Ghana
- 5.3.3. Ivory Coast
- 5.3.4. Senegal
- 5.3.5. Rest of West Africa
- 5.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 6. Nigeria West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 6.1.1. Onshore
- 6.1.2. Offshore
- 6.2. Market Analysis, Insights and Forecast - by Geography
- 6.2.1. Nigeria
- 6.2.2. Ghana
- 6.2.3. Ivory Coast
- 6.2.4. Senegal
- 6.2.5. Rest of West Africa
- 6.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 7. Ghana West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 7.1.1. Onshore
- 7.1.2. Offshore
- 7.2. Market Analysis, Insights and Forecast - by Geography
- 7.2.1. Nigeria
- 7.2.2. Ghana
- 7.2.3. Ivory Coast
- 7.2.4. Senegal
- 7.2.5. Rest of West Africa
- 7.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 8. Ivory Coast West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 8.1.1. Onshore
- 8.1.2. Offshore
- 8.2. Market Analysis, Insights and Forecast - by Geography
- 8.2.1. Nigeria
- 8.2.2. Ghana
- 8.2.3. Ivory Coast
- 8.2.4. Senegal
- 8.2.5. Rest of West Africa
- 8.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 9. Senegal West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 9.1.1. Onshore
- 9.1.2. Offshore
- 9.2. Market Analysis, Insights and Forecast - by Geography
- 9.2.1. Nigeria
- 9.2.2. Ghana
- 9.2.3. Ivory Coast
- 9.2.4. Senegal
- 9.2.5. Rest of West Africa
- 9.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 10. Rest of West Africa West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 10.1.1. Onshore
- 10.1.2. Offshore
- 10.2. Market Analysis, Insights and Forecast - by Geography
- 10.2.1. Nigeria
- 10.2.2. Ghana
- 10.2.3. Ivory Coast
- 10.2.4. Senegal
- 10.2.5. Rest of West Africa
- 10.1. Market Analysis, Insights and Forecast - by Location of Deployment
- 11. South Africa West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 12. Sudan West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 13. Uganda West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 14. Tanzania West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 15. Kenya West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 16. Rest of Africa West Africa Oil & Gas Upstream Market Analysis, Insights and Forecast, 2019-2031
- 17. Competitive Analysis
- 17.1. Market Share Analysis 2024
- 17.2. Company Profiles
- 17.2.1 Shell PLC
- 17.2.1.1. Overview
- 17.2.1.2. Products
- 17.2.1.3. SWOT Analysis
- 17.2.1.4. Recent Developments
- 17.2.1.5. Financials (Based on Availability)
- 17.2.2 Exxon Mobil Corporation
- 17.2.2.1. Overview
- 17.2.2.2. Products
- 17.2.2.3. SWOT Analysis
- 17.2.2.4. Recent Developments
- 17.2.2.5. Financials (Based on Availability)
- 17.2.3 TotalEnergies SE
- 17.2.3.1. Overview
- 17.2.3.2. Products
- 17.2.3.3. SWOT Analysis
- 17.2.3.4. Recent Developments
- 17.2.3.5. Financials (Based on Availability)
- 17.2.4 Ghana National Petroleum Corporation (GNPC)
- 17.2.4.1. Overview
- 17.2.4.2. Products
- 17.2.4.3. SWOT Analysis
- 17.2.4.4. Recent Developments
- 17.2.4.5. Financials (Based on Availability)
- 17.2.5 Eni SpA
- 17.2.5.1. Overview
- 17.2.5.2. Products
- 17.2.5.3. SWOT Analysis
- 17.2.5.4. Recent Developments
- 17.2.5.5. Financials (Based on Availability)
- 17.2.6 BP PLC
- 17.2.6.1. Overview
- 17.2.6.2. Products
- 17.2.6.3. SWOT Analysis
- 17.2.6.4. Recent Developments
- 17.2.6.5. Financials (Based on Availability)
- 17.2.7 Nigerian National Petroleum Corporation
- 17.2.7.1. Overview
- 17.2.7.2. Products
- 17.2.7.3. SWOT Analysis
- 17.2.7.4. Recent Developments
- 17.2.7.5. Financials (Based on Availability)
- 17.2.8 Chevron Corporation*List Not Exhaustive
- 17.2.8.1. Overview
- 17.2.8.2. Products
- 17.2.8.3. SWOT Analysis
- 17.2.8.4. Recent Developments
- 17.2.8.5. Financials (Based on Availability)
- 17.2.9 Cairn Energy PLC
- 17.2.9.1. Overview
- 17.2.9.2. Products
- 17.2.9.3. SWOT Analysis
- 17.2.9.4. Recent Developments
- 17.2.9.5. Financials (Based on Availability)
- 17.2.1 Shell PLC
List of Figures
- Figure 1: West Africa Oil & Gas Upstream Market Revenue Breakdown (Million, %) by Product 2024 & 2032
- Figure 2: West Africa Oil & Gas Upstream Market Share (%) by Company 2024
List of Tables
- Table 1: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Location of Deployment 2019 & 2032
- Table 3: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 4: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Region 2019 & 2032
- Table 5: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 6: South Africa West Africa Oil & Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 7: Sudan West Africa Oil & Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 8: Uganda West Africa Oil & Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 9: Tanzania West Africa Oil & Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 10: Kenya West Africa Oil & Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 11: Rest of Africa West Africa Oil & Gas Upstream Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 12: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Location of Deployment 2019 & 2032
- Table 13: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 14: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 15: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Location of Deployment 2019 & 2032
- Table 16: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 17: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 18: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Location of Deployment 2019 & 2032
- Table 19: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 20: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 21: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Location of Deployment 2019 & 2032
- Table 22: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 23: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
- Table 24: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Location of Deployment 2019 & 2032
- Table 25: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Geography 2019 & 2032
- Table 26: West Africa Oil & Gas Upstream Market Revenue Million Forecast, by Country 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the West Africa Oil & Gas Upstream Market?
The projected CAGR is approximately > 6.50%.
2. Which companies are prominent players in the West Africa Oil & Gas Upstream Market?
Key companies in the market include Shell PLC, Exxon Mobil Corporation, TotalEnergies SE, Ghana National Petroleum Corporation (GNPC), Eni SpA, BP PLC, Nigerian National Petroleum Corporation, Chevron Corporation*List Not Exhaustive, Cairn Energy PLC.
3. What are the main segments of the West Africa Oil & Gas Upstream Market?
The market segments include Location of Deployment, 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.; Increasing Natural Gas Demand4.; Rising Pipeline Network and Associated Infrastructure Development.
6. What are the notable trends driving market growth?
The Offshore Segment is Expected to be the Fastest-growing Segment.
7. Are there any restraints impacting market growth?
4.; Rising Shift toward Renewable Energy.
8. Can you provide examples of recent developments in the market?
July 2022: Tullow Energy announced that the company was finalizing the development concept for its Tweneboa-Enyenra-Ntomme (TEN) field offshore Ghana. The development concept aims to tap 750 million barrels of oil.
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.
11. Are there any specific market keywords associated with the report?
Yes, the market keyword associated with the report is "West Africa Oil & 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 West Africa Oil & 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 West Africa Oil & Gas Upstream Market?
To stay informed about further developments, trends, and reports in the West Africa Oil & 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