{"query_echo":{"q":"","filters":{"geography":["West Africa"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'West Africa' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":286,"relation":"eq"},"page":14,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=West+Africa&page=14","next":"https://climateinsightsdirectory.org/api/v1/search?geography=West+Africa&page=15","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"glowit-000159","url":"https://climateinsightsdirectory.org/document/glowit-000159","title":"Opening the floodgates of corporate money in the US","publisher":{"name":"Global Witness","organization":"global-witness"},"document_type":"statement","language":"en","date_published":null,"source_url":"https://globalwitness.org/en/campaigns/oil-gas-and-mining/opening-flood-gates-corporate-money-us/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Global Witness asserts that the influence of corporate money in US politics, exacerbated by the Citizens United decision, has led to climate inaction and the failure to implement the Cardin-Lugar anti-corruption provision. The organization argues that the Securities and Exchange Commission's (SEC) proposed rules are insufficient because they do not require project-level payment disclosure, which is essential for detecting corruption in the extractive industries, as evidenced by cases involving Shell, Eni, and Glencore.","ai_generated":true,"unit":"glowit-000159#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The energy and natural resources sector has contributed over $638 million in campaign funds over ten years, with seven of the top twenty corporate donors originating from the oil and gas industry.","ai_generated":true,"unit":"glowit-000159#insight-1","date_modified":"2026-10-23"},{"text":"Members of Congress who voted to disapprove of the 2016 SEC regulation implementing the Cardin-Lugar provision received, on average, six times more funding from the oil and gas industry than those who opposed the bill.","ai_generated":true,"unit":"glowit-000159#insight-2","date_modified":"2026-10-23"},{"text":"The SEC's proposed rule for the Cardin-Lugar provision is criticized for failing to require disclosure of payment information for individual deals, which Global Witness claims is where corruption typically occurs.","ai_generated":true,"unit":"glowit-000159#insight-3","date_modified":"2026-10-23"},{"text":"Project-level reporting is presented as the only effective deterrent against corruption, citing an instance where Shell and Eni paid over $1 billion for an oil block in West Africa to a company owned by a former oil minister.","ai_generated":true,"unit":"glowit-000159#insight-4","date_modified":"2026-10-23"},{"text":"Project-level data enabled the discovery of a secret arrangement where Glencore redirected royalty payments from a copper mine in the Democratic Republic of Congo to middleman Dan Gertler instead of the state-owned mining company.","ai_generated":true,"unit":"glowit-000159#insight-5","date_modified":"2026-10-23"}],"climate_tags":["petroleum industry","environmental regulation","extractive industry","mining"],"geography_discussed":["West Africa","Nigeria","Italy","Netherlands","United Kingdom","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["policy analysis","investigative report"]},{"id":"issafri-000353","url":"https://climateinsightsdirectory.org/document/issafri-000353","title":"Sustainable peace: Driving the African Peace and Security Architecture through ECOWAS","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://issafrica.org/research/papers/sustainable-peace-driving-the-african-peace-and-security-architecture-through-ecowas","generator":"Climate Insights Directory","generated_fields":["summary","key_insights"],"summary":{"text":"This research paper examines the peace and security efforts of the Economic Community of West African States (ECOWAS), focusing on best practices, lessons learned, and the implementation of the African Peace and Security Architecture (APSA).","ai_generated":true,"unit":"issafri-000353#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The African Union (AU) prioritises relationships with regional economic communities (RECs) to implement the African Peace and Security Architecture (APSA), though there is still a lack of clarity regarding specific roles and responsibilities.","ai_generated":true,"unit":"issafri-000353#insight-1","date_modified":"2026-08-17"},{"text":"ECOWAS has been a primary actor in West African peace and security, striving to increase its effectiveness in addressing regional challenges and focusing specifically on sustaining peace through conflict prevention and peacebuilding rather than just peacekeeping.","ai_generated":true,"unit":"issafri-000353#insight-2","date_modified":"2026-08-17"},{"text":"The paper's recommendations are based on academic and policy literature, ECOWAS reports and frameworks, and field research conducted in August 2016 involving 18 stakeholders.","ai_generated":true,"unit":"issafri-000353#insight-3","date_modified":"2026-08-17"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":[]},{"id":"issafri-000400","url":"https://climateinsightsdirectory.org/document/issafri-000400","title":"Senegal: Lessons Of Electoral Integrity","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://issafrica.org/iss-today/senegal-lessons-of-electoral-integrity","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed"],"summary":{"text":"The briefing examines the 2012 Senegalese presidential election, highlighting how electoral integrity and a neutral military prevented the violence often associated with third-term bids in West Africa. Despite President Abdoulaye Wade's attempts to secure a third term through constitutional manipulation, he received only 34.8% of the vote in the first round, while the opposition collectively secured approximately 60%. The author identifies voter dissatisfaction with systemic corruption, power failures, and social inequality as primary drivers for change, and suggests that the Senegalese experience provides a lesson for the rest of Africa on the importance of transparent electoral bodies in ensuring peaceful power transitions.","ai_generated":true,"unit":"issafri-000400#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"President Abdoulaye Wade's attempt to secure a third term was facilitated by \"constitutional manipulation, endorsed by the Constitutional Court,\" despite street protests and international pressure.","ai_generated":true,"unit":"issafri-000400#insight-1","date_modified":"2026-10-23"},{"text":"The first round of the election showed a significant decline in support for President Wade, who secured 34.8% of the vote, compared to 58.49% in 2000 and 55.90% in 2007. The opposition collectively garnered about 60% of the vote, with Macky Sall leading the opposition candidates at 26.5%.","ai_generated":true,"unit":"issafri-000400#insight-2","date_modified":"2026-10-23"},{"text":"Voter motivation was driven by a commitment to democratic stability and dissatisfaction with socio-economic issues, including \"persistent power failures, commodity price hikes,\" systemic corruption, and social inequality.","ai_generated":true,"unit":"issafri-000400#insight-3","date_modified":"2026-10-23"},{"text":"The stability of the electoral process was attributed to the \"relative credibility and integrity\" of electoral monitoring bodies and the neutrality of the Senegalese army, which prevented a scenario similar to the violence seen in Côte d’Ivoire.","ai_generated":true,"unit":"issafri-000400#insight-4","date_modified":"2026-10-23"},{"text":"The election reflects a broader continental trend where youth are increasingly unwilling to accept \"imposed authoritative leaders,\" utilizing social networks and social mobilization as tools for contestation.","ai_generated":true,"unit":"issafri-000400#insight-5","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["West Africa","Ivory Coast","Africa"],"frame_perspective":[],"analysis_type":[]},{"id":"issafri-000568","url":"https://climateinsightsdirectory.org/document/issafri-000568","title":"A third election without main opposition parties in Benin","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://issafrica.org/iss-today/a-third-election-without-main-opposition-parties-in-benin","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed"],"summary":{"text":"The document argues that the exclusion of main opposition parties from three consecutive elections in Benin, driven by a restrictive endorsement requirement in the electoral code, undermines the country's democratic progress and risks triggering civil strife. It highlights a trend in West Africa where incumbents ensure re-election by excluding opponents and calls for African regional organisations to rethink their conflict prevention strategies to consolidate democracy.","ai_generated":true,"unit":"issafri-000568#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The introduction of an endorsement requirement in the electoral code by the ruling Republican Bloc (BP) and Progressist Union (UP) has effectively excluded main opposition parties from presidential elections. This requirement mandates that candidates be sponsored by at least 16 parliamentarians or mayors; since the BP and UP control the National Assembly and 70 of 77 local councillors, they control eligibility.","ai_generated":true,"unit":"issafri-000568#insight-1","date_modified":"2026-10-23"},{"text":"Benin's democratic standing has declined, moving from 'Free' to 'Partly Free' in the Freedom in the World 2020 report. This decline is attributed to the absence of opposition parties in three consecutive elections since 2019, which creates a perception that election outcomes are predetermined.","ai_generated":true,"unit":"issafri-000568#insight-2","date_modified":"2026-10-23"},{"text":"There is a significant risk of civil strife and a repeat of the 2019 post-election violence, where security forces killed at least four protesters. Tensions are exacerbated by the detention of five opposition figures on terrorism and political sabotage charges and the dismissal of legal challenges regarding the authenticity of candidate sponsorships.","ai_generated":true,"unit":"issafri-000568#insight-3","date_modified":"2026-10-23"},{"text":"The document identifies a broader regional trend in West Africa where incumbents use the intentional exclusion of political opponents to guarantee re-election, rendering national and international poll monitoring inefficient.","ai_generated":true,"unit":"issafri-000568#insight-4","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["West Africa"],"frame_perspective":[],"analysis_type":[]},{"id":"issafri-001110","url":"https://climateinsightsdirectory.org/document/issafri-001110","title":"DDR: THE CASE OF WEST AFRICA AND THE GREAT LAKES REGION","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"case study","language":"en","date_published":null,"source_url":"https://issafrica.s3.amazonaws.com/site/uploads/CIVILCORNWELL.PDF","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed"],"summary":{"text":"The author argues that DDR processes often fail because they prioritize the visible technical aspects of disarmament and demobilisation over the difficult task of reintegration. In West Africa and the Great Lakes region, 'conflict economies' and the desire of local actors to retain power undermine peace accords. The document suggests that without transitioning from a conflict economy to a peace economy and addressing political grievances, DDR cannot prevent a return to violence.","ai_generated":true,"unit":"issafri-001110#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The sequencing of DDR is often flawed, with too much focus on the visible 'DD' (disarmament and demobilisation) and insufficient attention to 'R' (reintegration), which should ideally be planned before the other two processes are executed.","ai_generated":true,"unit":"issafri-001110#insight-1","date_modified":"2026-10-23"},{"text":"Successful reintegration requires a transition from a 'conflict economy' to a 'peace economy,' which involves changing who controls the levers of economic production and exchange. This is difficult because beneficiaries of war-time power shifts are often reluctant to trade their advantages for the uncertainties of peace.","ai_generated":true,"unit":"issafri-001110#insight-2","date_modified":"2026-10-23"},{"text":"In West Africa, conflict economies transcend national borders, meaning a 'peace economy' in one state can be undermined by a 'conflict economy' in a neighboring state, facilitating the regional spread of war.","ai_generated":true,"unit":"issafri-001110#insight-3","date_modified":"2026-10-23"},{"text":"In the Great Lakes region, DDR efforts in the Democratic Republic of Congo and Burundi are hindered by a lack of political will, as local factions prefer retaining local power over participating in a centralised system or risk losing dominance to rivals.","ai_generated":true,"unit":"issafri-001110#insight-4","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Liberia","Sierra Leone","Ivory Coast","Guinea","Democratic Republic of the Congo","Burundi"],"frame_perspective":[],"analysis_type":[]},{"id":"issafri-002269","url":"https://climateinsightsdirectory.org/document/issafri-002269","title":"Africa's Futures","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":null,"source_url":"https://issafrica.s3.amazonaws.com/site/uploads/german-report-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Africa is experiencing rapid population growth and urbanisation, with a projected population of over 1.8 billion by 2035. While the continent shows a positive overall trend, growth is heterogeneous and often outpaced by population increases, leading to a projected rise in the number of people living in extreme poverty. The report highlights a 'demographic dividend' that remains delayed due to high fertility rates, and notes that while global democratic trends are declining, popular support for democracy in Africa remains strong despite fragile foundations. Security is shifting from large-scale interstate conflicts toward more complex, lower-fatality violence, including urban riots and terrorism. Economic growth is hindered by a lack of structural transformation and a significant infrastructure deficit, particularly in basic services like water and sanitation, which the report argues are more critical for poverty reduction than traditional trade infrastructure.","ai_generated":true,"unit":"issafri-002269#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa's population is growing faster than any other region and is projected to increase from approximately 1.2 billion in 2017 to over 1.8 billion by 2035, representing a 50% increase.","ai_generated":true,"unit":"issafri-002269#insight-1","date_modified":"2026-10-23"},{"text":"The 'demographic dividend'—the economic potential of a larger working-age population relative to dependents—is being delayed in sub-Saharan Africa by persistently high fertility rates.","ai_generated":true,"unit":"issafri-002269#insight-2","date_modified":"2026-10-23"},{"text":"Despite economic growth, the absolute number of people living in extreme poverty (less than $1.90 per day) in Africa is expected to rise by roughly 170 million by 2035, reaching over 600 million.","ai_generated":true,"unit":"issafri-002269#insight-3","date_modified":"2026-10-23"},{"text":"Africa is the fastest-urbanising continent globally; by 2035, more than 50% of its population will live in urban areas, and by 2030, it will host six megacities with over 10 million inhabitants each.","ai_generated":true,"unit":"issafri-002269#insight-4","date_modified":"2026-10-23"},{"text":"Contrary to global trends of democratic recession, popular support for democracy in Africa remains robust, with 67% of surveyed Africans preferring it as a political regime.","ai_generated":true,"unit":"issafri-002269#insight-5","date_modified":"2026-10-23"},{"text":"Conflict in Africa is becoming more complex and frequent, shifting from high-fatality interstate wars toward urban riots, protests, and violence linked to terrorism and organised crime.","ai_generated":true,"unit":"issafri-002269#insight-6","date_modified":"2026-10-23"},{"text":"African economies are failing to undergo traditional structural transformation; instead of moving from agriculture to manufacturing, they have shifted directly into the service sector.","ai_generated":true,"unit":"issafri-002269#insight-7","date_modified":"2026-10-23"},{"text":"Sub-Saharan Africa faces a severe infrastructure deficit; scenario analysis indicates that investing in sanitation access has a larger positive impact on GDP per capita and poverty reduction than investing in road networks.","ai_generated":true,"unit":"issafri-002269#insight-8","date_modified":"2026-10-23"},{"text":"The vast majority of African migration—approximately 80%—occurs within the continent rather than to other continents.","ai_generated":true,"unit":"issafri-002269#insight-9","date_modified":"2026-10-23"}],"climate_tags":["urbanization","economic diversity","industrial manufacturing","agricultural productivity","climate migration"],"geography_discussed":["North Africa","West Africa","Central Africa","East Africa","Nigeria","South Africa","Ethiopia","Rwanda","Democratic Republic of the Congo","Somalia","Libya","Sudan"],"frame_perspective":[],"analysis_type":["forecasting","scenario analysis","trend analysis"]},{"id":"issafri-002333","url":"https://climateinsightsdirectory.org/document/issafri-002333","title":" Mono 104.indd","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":null,"source_url":"https://issafrica.s3.amazonaws.com/site/uploads/Mono104.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes UN discourse on small arms and light weapons (SALW) from 2001 to 2003, concluding that gender perspectives remain marginalized. The authors find that when gender is mentioned, women are almost exclusively characterized as passive victims, while the specific impacts on men and the active roles of women as peace-builders are largely ignored. While NGOs and international organizations demonstrate a more nuanced understanding of gender, member state delegations often lack expertise or prioritize other issues. The document recommends bridging the gap between gender experts and policymakers through targeted education and coordinated advocacy to ensure that the 2006 Review Conference on SALW reflects the diverse experiences of both men and women.","ai_generated":true,"unit":"issafri-002333#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"UN debates on small arms and light weapons (SALW) fail to address gender in a comprehensive manner that accounts for the distinct social, economic, and political effects of these weapons on both men and women.","ai_generated":true,"unit":"issafri-002333#insight-1","date_modified":"2026-10-23"},{"text":"There is a pervasive and empirically questionable stereotype in UN documents that women and children constitute 80% of casualties from SALW, which obscures the fact that men are the most frequent victims of gun-related deaths.","ai_generated":true,"unit":"issafri-002333#insight-2","date_modified":"2026-10-23"},{"text":"Gender references in UN SALW discourse are overwhelmingly limited to characterizing women as victims, neglecting their roles as combatants, care-givers, and peace-builders.","ai_generated":true,"unit":"issafri-002333#insight-3","date_modified":"2026-10-23"},{"text":"Analysis of the 2001 UN Conference on SALW revealed that 72% of gender references focused on women as victims, and the official 23-page report contained only one sentence regarding SALW's effects in a gender context.","ai_generated":true,"unit":"issafri-002333#insight-4","date_modified":"2026-10-23"},{"text":"Non-governmental organizations (NGOs) and international organizations (IOs) utilize a wider and more nuanced range of gender indicators than member states, reflecting higher levels of expertise and a shift toward viewing women as active agents.","ai_generated":true,"unit":"issafri-002333#insight-5","date_modified":"2026-10-23"},{"text":"The 2003 Biennial Meeting of States (BMS) showed some progress over the 2001 conference, with an increase in references to gender mainstreaming (11 references compared to one in 2001) and a decrease in the proportion of references focusing solely on women as victims.","ai_generated":true,"unit":"issafri-002333#insight-6","date_modified":"2026-10-23"},{"text":"There is a significant disconnect between different UN bodies; for example, gender references in the General Assembly First Committee on Disarmament and International Peace between 20012003 occurred only nine times, all within the context of women as victims.","ai_generated":true,"unit":"issafri-002333#insight-7","date_modified":"2026-10-23"}],"climate_tags":["gender mainstreaming","gender equality","human rights"],"geography_discussed":["Mexico City","Nairobi","Kenya","Namibia","Albania","Somalia","Afghanistan","West Africa","Liberia","Cambodia","Mali","Papua New Guinea"],"frame_perspective":[],"analysis_type":["discourse analysis","normative analysis"]},{"id":"issafri-002810","url":"https://climateinsightsdirectory.org/document/issafri-002810","title":"tortuousbibliog-56c8ea322e888047.pdf","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://issafrica.s3.amazonaws.com/site/uploads/TORTUOUSBIBLIOG.PDF","generator":"Climate Insights Directory","generated_fields":["summary","geography_discussed"],"summary":{"text":"The provided text is a detailed list of references, including academic books, reports from international organizations (UN, AU, ECOWAS), human rights briefings (Amnesty International, Human Rights Watch), and legal documents. The bibliography focuses on the geopolitical and security landscape of West Africa, specifically documenting the civil wars and peace processes in Liberia and Sierra Leone, the role of ECOMOG and UNMIL, and the application of international humanitarian law and transitional justice.","ai_generated":true,"unit":"issafri-002810#summary","date_modified":"2026-10-23"},"key_insights":[],"climate_tags":[],"geography_discussed":["Guinea-Bissau","Ghana","Nigeria","Rwanda","Sudan","Chad","Burkina Faso","Darfur"],"frame_perspective":[],"analysis_type":[]},{"id":"mearth-000150","url":"https://climateinsightsdirectory.org/document/mearth-000150","title":"Easter Chocolate Shopping Guide","publisher":{"name":"Mighty Earth","organization":"mighty-earth"},"document_type":"guide","language":"en","date_published":null,"source_url":"http://www.mightyearth.org/wp-content/uploads/Mighty_EasterChocolate_scorecard_suppliersfinal.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document evaluates cocoa suppliers based on their sustainability policies, highlighting the role of cocoa in driving global deforestation and the varying levels of corporate commitment to sustainable practices.","ai_generated":true,"unit":"mearth-000150#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mighty Earth's investigations indicate that cocoa production is a driver of global deforestation, which results in the destruction of rainforest habitats for endangered wildlife, including chimpanzees.","ai_generated":true,"unit":"mearth-000150#insight-1","date_modified":"2026-10-23"},{"text":"The guide assigns awards to specific entities based on their policy performance: Lindt received 'The Good Egg Award' for the most significant improvement in sustainable policies, while SucDen received 'The Rotten Egg Award' for poor policies and a lack of transparency.","ai_generated":true,"unit":"mearth-000150#insight-2","date_modified":"2026-10-23"},{"text":"The assessment of cocoa suppliers is based on five key sustainability criteria: worldwide deforestation-free cocoa, worldwide agroforestry for all cocoa, traceability of West African supplier cocoa, and living income for cocoa suppliers.","ai_generated":true,"unit":"mearth-000150#insight-3","date_modified":"2026-10-23"}],"climate_tags":["deforestation","agroforestry","sustainable agriculture"],"geography_discussed":["West Africa"],"frame_perspective":[],"analysis_type":["corporate assessment"]},{"id":"mearth-000151","url":"https://climateinsightsdirectory.org/document/mearth-000151","title":"Easter Chocolate Shopping Guide","publisher":{"name":"Mighty Earth","organization":"mighty-earth"},"document_type":"guide","language":"en","date_published":null,"source_url":"http://www.mightyearth.org/wp-content/uploads/Mighty_EasterChocolateChart_retailers-final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed"],"summary":{"text":"Mighty Earth's Easter Chocolate Shopping Guide evaluates chocolate companies based on their policies regarding deforestation-free cocoa, agroforestry, and living income, awarding Lindt for policy improvement and SucDen for poor transparency and policies.","ai_generated":true,"unit":"mearth-000151#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mighty Earth's investigations indicate that cocoa production is a driver of global deforestation, which results in the destruction of rainforest habitats for endangered wildlife, including chimpanzees.","ai_generated":true,"unit":"mearth-000151#insight-1","date_modified":"2026-10-23"},{"text":"The guide evaluates companies based on four primary sustainability criteria: the implementation of living income, the procurement of deforestation-free cocoa worldwide, the application of agroforestry for all cocoa worldwide, and improvements in West Africa.","ai_generated":true,"unit":"mearth-000151#insight-2","date_modified":"2026-10-23"},{"text":"Lindt is recognized with the 'Good Egg Award' for achieving the most significant improvement in sustainable policies, while SucDen is given the 'Rotten Egg Award' due to worst-in-class policies and a lack of transparency.","ai_generated":true,"unit":"mearth-000151#insight-3","date_modified":"2026-10-23"}],"climate_tags":["deforestation","agroforestry","Global supply chain governance"],"geography_discussed":["West Africa"],"frame_perspective":[],"analysis_type":[]},{"id":"napglob-000287","url":"https://climateinsightsdirectory.org/document/napglob-000287","title":"Innovative Financial Instruments for Climate Change Adaptation","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://napglobalnetwork.org/wp-content/uploads/2024/03/napgn-en-2024-financial-instruments-matrix.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document presents a classification of financial instruments for climate adaptation, categorised by their maturity level (mature, emerging, or pilot) and their applicability to specific sectors and regions. It identifies three main categories of instruments: debt instruments, results-based financing instruments, and financial risk management instruments.","ai_generated":true,"unit":"napglob-000287#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The document categorises financial instruments into three maturity levels: 'Mature instruments' (those used for many years or adjustable for adaptation), 'Emerging instruments' (newer tools that may or may not be adaptation-specific), and 'Pilot instruments' (those currently being developed for near-future application).","ai_generated":true,"unit":"napglob-000287#insight-1","date_modified":"2026-10-23"},{"text":"Financial instruments for adaptation are grouped into three primary types: debt instruments (such as green, blue, social, and sustainability bonds/loans), results-based financing instruments (including biodiversity credits, environmental impact bonds, and the Adaptation Benefits Mechanism), and financial risk management instruments (such as public-private partnerships, credit guarantees, and catastrophe bonds).","ai_generated":true,"unit":"napglob-000287#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate finance","climate bond","public–private partnership"],"geography_discussed":["North America","Central America","Caribbean","South America","Europe","Middle East & North Africa","West Africa","Central Africa","East Africa","Southern Africa","Central Asia","South Asia","Southeast & East Asia","Pacific Islands, Australia, and New Zealand"],"frame_perspective":[],"analysis_type":["mapping"]},{"id":"ruralele-000115","url":"https://climateinsightsdirectory.org/document/ruralele-000115","title":"GERES AND ENERGY ACCESS","publisher":{"name":"Alliance for Renewable Electrification","organization":"alliance-for-renewable-electrification"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.renewelec.org/wp-content/uploads/2025/03/2023_Position-paper-EN.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Geres advocates for a holistic approach to universal energy access that moves beyond binary measurements to ensure high-quality, affordable, and reliable energy services. The organization focuses on the 'base of the pyramid' (BoP), integrating renewable energy deployment with energy sobriety and efficiency to avoid environmental degradation. Key operational models include Green Business Areas (GBAs) to foster rural entrepreneurship and the promotion of energy-efficient cooking and cooling solutions. Geres emphasizes capacity-building, gender equality, and the use of social enterprises to ensure the long-term sustainability and scalability of energy projects in rural and peri-urban areas.","ai_generated":true,"unit":"ruralele-000115#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Geres argues that energy access should be measured by quality, reliability, and safety rather than a simple binary of access or no access, suggesting the World Bank's Multi-Tier Framework as a relevant system for this purpose.","ai_generated":true,"unit":"ruralele-000115#insight-1","date_modified":"2026-10-23"},{"text":"The organization utilizes 'Green Business Areas' (GBAs) as incubators for rural businesses, using mini-grids to power productive energy users and supporting them with entrepreneurship systems. As of the report, 8 GBAs are in operation with a goal of 18 by 2025.","ai_generated":true,"unit":"ruralele-000115#insight-2","date_modified":"2026-10-23"},{"text":"Energy poverty is identified as a global issue affecting both developed and developing nations; in France, 11.7% of households are categorized as being in energy poverty.","ai_generated":true,"unit":"ruralele-000115#insight-3","date_modified":"2026-10-23"},{"text":"Geres promotes a combination of energy efficiency (optimizing consumption via better appliances) and energy sobriety (controlling consumption through non-excessive use) to manage limited resources.","ai_generated":true,"unit":"ruralele-000115#insight-4","date_modified":"2026-10-23"},{"text":"The organization implements gender-specific strategies, noting that women may reinvest up to 90% of their income into their families and communities, and seeks to reduce domestic burdens through reliable energy services.","ai_generated":true,"unit":"ruralele-000115#insight-5","date_modified":"2026-10-23"},{"text":"To address health risks and environmental pressure, Geres supports clean biomass stoves as a vital complement to advanced fuels like LPG and ethanol, which are often too expensive for the poorest populations.","ai_generated":true,"unit":"ruralele-000115#insight-6","date_modified":"2026-10-23"},{"text":"Geres is developing technical and economic innovations to lower barriers to energy access, such as the 'vis Kalama' system for Jatropha-based biofuels and lending facilities that provide partial guarantees for SMEs in Mali.","ai_generated":true,"unit":"ruralele-000115#insight-7","date_modified":"2026-10-23"}],"climate_tags":["energy access","renewable energy","energy efficiency","Mini-grids","bioenergy","clean cooking","biofuel","greenhouse gas emissions","climate change adaptation","energy poverty","gender equality","passive cooling","Sustainable Development Goals"],"geography_discussed":["Mali","Myanmar","Morocco","France","Tajikistan","West Africa"],"frame_perspective":[],"analysis_type":["position paper","strategic framework"]},{"id":"ruralele-000158","url":"https://climateinsightsdirectory.org/document/ruralele-000158","title":"Catalysing Green Rural Job Creation with DRE in West Africa","publisher":{"name":"Alliance for Renewable Electrification","organization":"alliance-for-renewable-electrification"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://www.renewelec.org/wp-content/uploads/2024/06/KAS-one-pager.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"A 2023 study by the Alliance for Rural Electrification and Konrad-Adenauer-Stiftung indicates that decentralised renewable energy (DRE) could create up to 40,000 direct jobs by 2030 in Senegal and Ghana. In Ghana specifically, a 'Forward-Leaning-Policy' scenario with 15% renewables in the energy mix could generate over 23,000 direct DRE jobs by 2030, while a 'Business-As-Usual' scenario targeting 10% renewables would result in more than 15,465 jobs.","ai_generated":true,"unit":"ruralele-000158#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Decentralised renewable energy (DRE) is identified as the most cost-effective electrification method for over half of the connections required to reach the 675 million people globally who currently lack electricity.","ai_generated":true,"unit":"ruralele-000158#insight-1","date_modified":"2026-10-23"},{"text":"In Senegal and Ghana, where 9.9 million people lack electricity access, the implementation of appropriate policies could lead to the creation of 40,000 direct jobs by 2030 through DRE.","ai_generated":true,"unit":"ruralele-000158#insight-2","date_modified":"2026-10-23"},{"text":"Job creation projections for Ghana's DRE sector by 2030 vary by policy scenario: a 'Forward-Leaning-Policy' (15% renewables in the energy mix) could create over 23,000 direct jobs, whereas a 'Business-As-Usual' scenario (10% renewables) would create more than 15,465 jobs.","ai_generated":true,"unit":"ruralele-000158#insight-3","date_modified":"2026-10-23"},{"text":"The DRE sector in Ghana currently has a workforce composition where youth account for only 7% of total employees, and the gender split is 34% women and 66% men.","ai_generated":true,"unit":"ruralele-000158#insight-4","date_modified":"2026-10-23"}],"climate_tags":["energy transition","rural electrification"],"geography_discussed":["World"],"frame_perspective":[],"analysis_type":["economic projection","policy analysis"]},{"id":"saiia-000685","url":"https://climateinsightsdirectory.org/document/saiia-000685","title":"COVID-19 and its Impact on Senegal’s Macroeconomic Structure","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://saiia.org.za/wp-content/uploads/2021/10/CoMPRA-08-ndiaye.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes Senegal's macroeconomic trajectory from the 1970s through the COVID-19 pandemic. It highlights how the pandemic caused a significant drop in GDP growth in 2020, severely impacting sectors such as tourism, transport, and agriculture. To counter this, the Senegalese government and the Central Bank of West African States (BCEAO) deployed a combination of stimulus packages, tax rebates, and liquidity measures. These interventions are credited with achieving a 1.3% real GDP growth in 2020, outperforming initial IMF forecasts of -0.4%. The paper also discusses the role of foreign direct investment, the potential of future oil and gas production, and the long-term goals of the Emerging Senegal Plan.","ai_generated":true,"unit":"saiia-000685#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The COVID-19 pandemic caused a sharp economic downturn in Senegal, resulting in a 1.3% real GDP growth in 2020, which was a six percentage point drop compared to previous trends and significantly lower than the 6% average growth seen between 2014 and 2019.","ai_generated":true,"unit":"saiia-000685#insight-1","date_modified":"2026-10-23"},{"text":"The pandemic severely impacted specific economic drivers, with the World Bank projecting major declines in tourism (-60%), exports (-16%), imports (-18%), and transport (-9%).","ai_generated":true,"unit":"saiia-000685#insight-2","date_modified":"2026-10-23"},{"text":"The labor market suffered significantly, with 40% of the working population affected—particularly those in the hotel and restaurant industries—leading to unemployment rates of 15% in 2020 and 20% in 2021.","ai_generated":true,"unit":"saiia-000685#insight-3","date_modified":"2026-10-23"},{"text":"Senegal implemented extensive fiscal measures, including a $100 million post-COVID development plan, a $330 million fund for partial tax debt forgiveness, and $200 million in support for the hotel, agriculture, transport, and infrastructure sectors.","ai_generated":true,"unit":"saiia-000685#insight-4","date_modified":"2026-10-23"},{"text":"The Central Bank of West African States (BCEAO) supported the economy by increasing local bank financial resources from CFA 340 billion to CFA 4,750 billion and issuing COVID-19 bonds at a record low rate of 2.5% to boost liquidity.","ai_generated":true,"unit":"saiia-000685#insight-5","date_modified":"2026-10-23"},{"text":"Public debt increased due to the pandemic, with the debt-to-GDP ratio rising to 68.6% in 2020 from 61.9% at the start of the year, and total public debt expected to reach $9.8 billion in 2021.","ai_generated":true,"unit":"saiia-000685#insight-6","date_modified":"2026-10-23"},{"text":"The discovery of petroleum deposits (SNE and FAN) and natural gas reserves (including the St Louis block) positions Senegal as a potential producer, with gas production forecast for 2021 and oil between 2021 and 2023.","ai_generated":true,"unit":"saiia-000685#insight-7","date_modified":"2026-10-23"}],"climate_tags":["fiscal policy","petroleum industry","agriculture","tourism industry","inflation"],"geography_discussed":["CFA zone","West Africa","Ivory Coast","Tanzania"],"frame_perspective":[],"analysis_type":["economic impact assessment","policy review"]},{"id":"saiia-000692","url":"https://climateinsightsdirectory.org/document/saiia-000692","title":"COVID-19 Responses Expose Gaps in Global Governance","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://saiia.org.za/wp-content/uploads/2020/05/COVID-19-Responses-Expose-Gaps-in-Global-Governance_REPORT.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The authors contend that the COVID-19 crisis has revealed a \"crisis of confidence\" in global institutions, specifically the World Health Organization (WHO), which has been hampered by member state limitations and political polarization. The text highlights the United States' decision to withdraw financial support from the WHO as a sign of retreating from a rules-based global system. To address these gaps, the paper recommends a total overhaul of global governance principles, increased fixed financial contributions to the WHO, the removal of trade barriers for medical equipment, and a redefinition of international peace and security to include global health threats within the UN Security Council's remit. It emphasizes that effective responses require farsighted leadership from the UN, G7, G20, and development finance institutions to ensure scientific collaboration and the provision of affordable medical supplies.","ai_generated":true,"unit":"saiia-000692#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The COVID-19 pandemic has demonstrated a significant lack of unified global governance and a loss of trust in the institutions intended to lead international cooperation.","ai_generated":true,"unit":"saiia-000692#insight-1","date_modified":"2026-10-23"},{"text":"The World Health Organization's effectiveness is limited by its member states, and it has faced criticism for its slow pandemic declaration, contradictory messaging on masks and social distancing, and perceived Chinese influence.","ai_generated":true,"unit":"saiia-000692#insight-2","date_modified":"2026-10-23"},{"text":"The United States, the WHO's largest financial contributor, withdrew its support in 2020, which the authors view as part of a broader pattern of abandoning rules-based global governance, similar to its withdrawal from the Paris Agreement.","ai_generated":true,"unit":"saiia-000692#insight-3","date_modified":"2026-10-23"},{"text":"The authors suggest that global health emergencies should be redefined as hard security threats to justify the UN Security Council's involvement, though they note developing nations may fear this would expand the veto power of the five permanent members.","ai_generated":true,"unit":"saiia-000692#insight-4","date_modified":"2026-10-23"},{"text":"To restore institutional credibility, the authors propose increasing fixed contributions to the WHO—noting that currently less than 30 percent of its budget comes from such sources—and expanding its mandate to allow for more proactive, independent verification of health challenges.","ai_generated":true,"unit":"saiia-000692#insight-5","date_modified":"2026-10-23"}],"climate_tags":["international cooperation","climate finance","Paris Agreement"],"geography_discussed":["United States","People's Republic of China","Australia","Iran","West Africa"],"frame_perspective":[],"analysis_type":["policy analysis","institutional assessment"]},{"id":"saiia-001165","url":"https://climateinsightsdirectory.org/document/saiia-001165","title":"Is Senegal on the right track to achieve its NDC commitments?","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://saiia.org.za/wp-content/uploads/2022/11/SAIIA_CoMPRA_PI_15_IsSenegal.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper finds that while Senegal has made progress in renewable energy and direct access to climate finance, its overall NDC implementation is unsatisfactory. Key obstacles include a significant funding gap, the lack of a national measurement, reporting, and verification (MRV) system, and a strategic shift toward oil and gas exploitation that threatens carbon-reduction goals.","ai_generated":true,"unit":"saiia-001165#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Senegal's implementation of its NDC commitments has been largely unsatisfactory, with a significant gap between required and received funding. The country needs $13 billion to implement its NDC targets by 2030, but since 2015, approved funds from the five main multilateral partners totaled only $149.56 million, or 1.15% of the need.","ai_generated":true,"unit":"saiia-001165#insight-1","date_modified":"2026-10-23"},{"text":"Recent oil and gas discoveries between 2014 and 2017 threaten to derail Senegal's low-carbon economy goals. The government's 'gas-to-power' strategy is taking precedence over renewable energy expansion, and investments in the Sangomar and GTA fields (estimated at $10 billion) far outweigh recent climate-friendly investments.","ai_generated":true,"unit":"saiia-001165#insight-2","date_modified":"2026-10-23"},{"text":"Senegal has achieved success in expanding its renewable energy capacity and improving direct access to climate finance. Notable projects include the Taïba Ndiaye wind plant (158MW) and solar plants in Kael and Kahone. Additionally, the GCF accreditation of La Banque Agricole (LBA) in 2020 marked a significant step for domestic access to climate finance.","ai_generated":true,"unit":"saiia-001165#insight-3","date_modified":"2026-10-23"},{"text":"The COVID-19 pandemic caused delays in climate projects and shifted government priorities toward immediate health and economic relief. For example, the Bus Rapid Transit (BRT) project reached only 37% implementation by September 2021, falling short of the 65% target.","ai_generated":true,"unit":"saiia-001165#insight-4","date_modified":"2026-10-23"},{"text":"Effective NDC implementation is hindered by institutional bottlenecks, including the lack of a national measurement, reporting, and verification (MRV) system and the failure of sectoral policies to fully incorporate NDC targets.","ai_generated":true,"unit":"saiia-001165#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Nationally Determined Contributions","climate finance","renewable energy","climate change adaptation","greenhouse gas emissions","measurement, reporting, and verification","carbon tax","agroecology","sustainable transport","biodiversity"],"geography_discussed":["West Africa","Mauritania","Dakar"],"frame_perspective":[],"analysis_type":["policy assessment","macroeconomic analysis"]},{"id":"saiia-001926","url":"https://climateinsightsdirectory.org/document/saiia-001926","title":"Macroeconomic Resilience in Benin and Togo","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://saiia.org.za/wp-content/uploads/2024/02/SAIIA_CoMPRA_PI_23_ResilienceBeninTogo.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The briefing compares the macroeconomic resilience of Benin and Togo from 2000 to 2020, finding that Benin's economy is more volatile due to greater global integration, while Togo's performance has been shielded by phosphate exports. It examines the impact of national crises—such as political instability in Togo and trade disputes in Benin—and regional shocks like COVID-19 and Ebola, evaluating the fiscal and monetary policy responses of both nations.","ai_generated":true,"unit":"saiia-001926#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Benin's economic performance has been more volatile than Togo's because it is more integrated into the regional and global economy, making it more susceptible to shocks.","ai_generated":true,"unit":"saiia-001926#insight-1","date_modified":"2026-10-23"},{"text":"Togo's economy has been largely protected from shocks by its primary export, phosphates, which has enabled the use of counter-cyclical policies to stabilize economic performance.","ai_generated":true,"unit":"saiia-001926#insight-2","date_modified":"2026-10-23"},{"text":"During periods of negative GDP growth, Benin implemented counter-cyclical government spending, with a growth rate of 4.25%, whereas Togo's government spending tended to be procyclical during national crises.","ai_generated":true,"unit":"saiia-001926#insight-3","date_modified":"2026-10-23"},{"text":"Benin's gross debt was 52% of GDP in 2023, and while the government used debt to finance stimulus during crises, the debt stock has increased steadily since 2007 and accelerated during the pandemic.","ai_generated":true,"unit":"saiia-001926#insight-4","date_modified":"2026-10-23"},{"text":"Benin's national crises included a 2005 trade dispute with Nigeria caused by Nigeria's attempt to limit re-imports from Benin, and political instability in 2010 involving President Boni Yayi.","ai_generated":true,"unit":"saiia-001926#insight-5","date_modified":"2026-10-23"},{"text":"Monetary policy in Benin generally saw money supply increases during crises, leading to inflation fluctuations, though inflation stabilized after 2014. In Togo, monetary policy was expansionary during several presidential elections and the COVID-19 pandemic, with inflation reaching 7.6% in 2022.","ai_generated":true,"unit":"saiia-001926#insight-6","date_modified":"2026-10-23"}],"climate_tags":["fiscal policy","inflation","trade policy"],"geography_discussed":["Nigeria","Ghana","West Africa"],"frame_perspective":[],"analysis_type":["comparative analysis"]},{"id":"saiia-001928","url":"https://climateinsightsdirectory.org/document/saiia-001928","title":"Enhancing Macroeconomic Resilience: A Comparative Analysis of Nigeria and Ghana","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://saiia.org.za/wp-content/uploads/2024/02/SAIIA_CoMPRA_PI_25_ResilienceNigeriaGhana.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper compares the macroeconomic resilience of Nigeria and Ghana, noting that while both face vulnerabilities to commodity price fluctuations and climate shocks, Ghana's more diversified economy has generally provided greater resilience. Nigeria's heavy reliance on oil makes it more susceptible to external shocks, leading to recessions in 2016 and 2020. Both countries struggle with significant public debt and fiscal deficits, often resorting to borrowing to finance government expenditure during crises. The authors recommend that Nigeria diversify its economy away from oil and improve fiscal management, while Ghana should expand its export base and accelerate the rollout of renewable energy to improve energy security.","ai_generated":true,"unit":"saiia-001928#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Nigeria and Ghana share structural vulnerabilities, including an over-reliance on commodities, weak institutional frameworks, and exposure to climate shocks, though they differ in their economic structures and policy responses.","ai_generated":true,"unit":"saiia-001928#insight-1","date_modified":"2026-10-23"},{"text":"Nigeria's economy is highly dependent on the oil sector, which accounted for 80% of government revenue, 90% of total exports, and 95% of foreign exchange earnings, making it particularly vulnerable to oil price fluctuations.","ai_generated":true,"unit":"saiia-001928#insight-2","date_modified":"2026-10-23"},{"text":"Between 2000 and 2021, Ghana demonstrated higher resilience to shocks and did not experience a recession, whereas Nigeria suffered economic downturns in 2016 and 2020.","ai_generated":true,"unit":"saiia-001928#insight-3","date_modified":"2026-10-23"},{"text":"The 2014–2016 commodity price shock led to a recession in Nigeria in 2016, with oil prices dropping to $27 per barrel in February 2016 from $115 per barrel in June 2014.","ai_generated":true,"unit":"saiia-001928#insight-4","date_modified":"2026-10-23"},{"text":"The COVID-19 pandemic caused a significant reduction in government revenue for Nigeria, estimated at $10 billion in 2020, and led to a record-low real GDP growth rate of 0.4% in Ghana.","ai_generated":true,"unit":"saiia-001928#insight-5","date_modified":"2026-10-23"},{"text":"Nigeria's external debt reached $114.4 billion in 2023, with debt servicing estimated to consume 96% of government revenue in 2022.","ai_generated":true,"unit":"saiia-001928#insight-6","date_modified":"2026-10-23"},{"text":"Ghana is considered to be in debt distress with unsustainable debt levels; public debt increased to 88.1% of GDP by the end of 2022, and debt servicing consumed 117.6% of revenue.","ai_generated":true,"unit":"saiia-001928#insight-7","date_modified":"2026-10-23"},{"text":"Climate shocks, specifically droughts and floods, have adversely affected food production and prices in both countries, impacting the agricultural sectors which are vital to their economies.","ai_generated":true,"unit":"saiia-001928#insight-8","date_modified":"2026-10-23"},{"text":"Ghana's renewable energy contribution to total electricity generation was only around 1.12% in 2021, and the country has postponed its 10% renewable energy target from 2020 to 2030.","ai_generated":true,"unit":"saiia-001928#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate change","renewable energy","agricultural productivity","economic diversity","fiscal policy","food security","energy security"],"geography_discussed":["West Africa"],"frame_perspective":[],"analysis_type":["comparative analysis"]},{"id":"seforall-000202","url":"https://climateinsightsdirectory.org/document/seforall-000202","title":"Mini-Grid Emissions Tool Cover note","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"guide","language":"en","date_published":null,"source_url":"https://www.seforall.org/system/files/2021-08/SEforALL_Carbon-emissions-methodology-note.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Mini-Grid Emissions Tool, developed by Sustainable Energy for All (SEforALL), addresses the lack of standardized carbon tracking in the mini-grid sector. Unlike previous methods that rely on a single default emissions factor and total energy generated, this tool calculates emissions avoided based on actual energy consumed and the diverse range of previous energy sources used by customers. It incorporates specific data for different household energy access tiers, kerosene lamp types, and fossil fuel generator efficiencies to provide a more accurate estimate of climatic benefits.","ai_generated":true,"unit":"seforall-000202#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The tool was created because existing methodologies often overestimate mitigation impact by basing calculations on total energy generated rather than energy consumed, and by assuming all consumers previously used a single fuel source.","ai_generated":true,"unit":"seforall-000202#insight-1","date_modified":"2026-10-23"},{"text":"To improve accuracy, the tool accounts for three primary variables: the various energy sources used before the mini-grid was installed, the actual energy consumed by customers, and the specific generating sources of the mini-grid, including hybrid systems.","ai_generated":true,"unit":"seforall-000202#insight-2","date_modified":"2026-10-23"},{"text":"The methodology utilizes a tiered approach to household energy access to estimate consumption. Tier 1 households (initial access) are estimated to consume 4.86 kWh/month for lighting, phone charging, and radio. Upon upgrading to Tier 2 via a mini-grid, consumption is projected to reach a plateau of 10 kWh/month as they add appliances like TVs.","ai_generated":true,"unit":"seforall-000202#insight-3","date_modified":"2026-10-23"},{"text":"Baseline kerosene emissions are calculated using GOGLA weightings for lamp types (Pressurised, Hurricane, and Single Wick) and include black carbon as a significant short-lived pollutant.","ai_generated":true,"unit":"seforall-000202#insight-4","date_modified":"2026-10-23"},{"text":"The tool distinguishes between previous fossil fuel generators and those used as mini-grid backup. It assigns a default emissions factor of 1 kgCO2/kWh for smaller previously used diesel generators and 0.8 kgCO2/kWh for larger modern mini-grid backup generators (35–135kW).","ai_generated":true,"unit":"seforall-000202#insight-5","date_modified":"2026-10-23"},{"text":"For petrol generators, which are noted as more prevalent in rural Sub-Saharan Africa than small diesel units, the tool uses a default factor of 1.25164 kgCO2/kWh.","ai_generated":true,"unit":"seforall-000202#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy access","photovoltaics"],"geography_discussed":["sub-Saharan Africa","East Africa","West Africa","South Asia","India"],"frame_perspective":[],"analysis_type":["methodology","technical guide"]},{"id":"sei-001106","url":"https://climateinsightsdirectory.org/document/sei-001106","title":"SNAP - SUPPORTING NATIONAL ACTION AND PLANNING ON SLCPs GHANA","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://www.sei.org/wp-content/uploads/2015/05/11.2-ccac-snap-factsheet-ghana.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Ghana is utilizing the SNAP initiative to develop a national plan for mitigating short-lived climate pollutants (SLCPs), integrating these efforts into its National Determined Contributions (NDCs) and the Ghana Shared Growth and Development Agenda. The Ghana EPA is employing the LEAP-IBC model to calculate emissions and benefits across both energy and non-energy sectors. Key sectoral actions include the potential implementation of Euro-benchmarked emission standards for transport, the distribution of 200,000 solar lanterns to replace kerosene, and a Green Cooling Programme to replace high-GWP HFC air conditioners. To support these goals, the Ministry of Finance has established a climate change unit as the National Designated Authority for the Green Climate Fund.","ai_generated":true,"unit":"sei-001106#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Ghana is integrating SLCP mitigation into its broader national planning and international commitments, specifically through the Ghana Shared Growth and Development Agenda and its National Determined Contributions (NDCs), which cover transport, energy, waste, and cookstoves.","ai_generated":true,"unit":"sei-001106#insight-1","date_modified":"2026-10-23"},{"text":"The Ghana EPA has adopted the LEAP-IBC model to enable the calculation of emissions and benefits for both energy and non-energy sectors, providing a unified tool for planning regarding climate change, air pollution, and SLCPs.","ai_generated":true,"unit":"sei-001106#insight-2","date_modified":"2026-10-23"},{"text":"In the transport sector, Ghana is working toward implementing its first emission standard law based on Euro Standards and is involving the private sector in vehicle roadworthiness inspections to test emission levels, with a particular focus on improving air quality in Accra and Tema.","ai_generated":true,"unit":"sei-001106#insight-3","date_modified":"2026-10-23"},{"text":"Energy and cooling initiatives include a pilot program that distributed 200,000 solar lanterns to replace kerosene, a plan to install 200,000 rooftop solar panels to save over 200 megawatts of power daily, and a Green Cooling Programme that has installed 30 low-GWP HFC air conditioning units.","ai_generated":true,"unit":"sei-001106#insight-4","date_modified":"2026-10-23"},{"text":"To address financing challenges for small enterprises and domestic investments, the Ministry of Finance has created a climate change unit serving as the National Designated Authority for the Green Climate Fund.","ai_generated":true,"unit":"sei-001106#insight-5","date_modified":"2026-10-23"}],"climate_tags":["methane","hydrofluorocarbon","emission standard","air quality","sustainable transport","solar energy","climate finance","Green Climate Fund","Nationally Determined Contributions"],"geography_discussed":["Accra","Tema","West Africa"],"frame_perspective":[],"analysis_type":["policy review","case study"]}]}