{"query_echo":{"q":"","filters":{"geography":["Zambia"]},"warnings":[]},"total":{"value":1250,"relation":"eq"},"page":32,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Zambia&page=32","next":"https://climateinsightsdirectory.org/api/v1/search?geography=Zambia&page=33","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":"saiia-000739","url":"https://climateinsightsdirectory.org/document/saiia-000739","title":"BORDER ECONOMIES LINKAGES TO THE DEVELOPMENT OF TRADE CORRIDORS AND REGIONAL VALUE CHAINS IN SADC","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2018-11","source_url":"https://saiia.org.za/wp-content/uploads/2018/11/GA_Th3_DP_Ngarachu-et-al_201811061.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The paper examines how 'softer' operational issues, rather than hard infrastructure, drive high transport costs in SADC, specifically focusing on standing time at the Beitbridge and Chirundu borders. It highlights that border delays account for up to 60% of uncompetitive logistics costs and identifies causes such as poor coordination, staffing shortages, and driver behaviour. The research also explores the tension between trade facilitation and the sustainability of local border economies, which rely heavily on informal trade—predominantly by women—and logistics services. It argues for a holistic approach to corridor development that integrates economic growth with customs modernisation.","ai_generated":true,"unit":"saiia-000739#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Operational 'soft' issues are more significant bottlenecks than physical infrastructure; performance scores in infrastructure and logistics competence are generally higher than those for customs.","ai_generated":true,"unit":"saiia-000739#insight-1","date_modified":"2026-10-23"},{"text":"At the Beitbridge border, truck drivers report average waiting times of 48 hours, while Time Release Study (TRS) data shows total clearance into Zimbabwe averages 96 hours and 21 minutes.","ai_generated":true,"unit":"saiia-000739#insight-2","date_modified":"2026-10-23"},{"text":"The implementation of a One-Stop Border Post (OSBP) at Chirundu has significantly reduced clearance times compared to Beitbridge, with total clearance into Zambia averaging 26 hours and 34 minutes.","ai_generated":true,"unit":"saiia-000739#insight-3","date_modified":"2026-10-23"},{"text":"Standing time is exacerbated by driver behaviour, as drivers often remain at the border after clearance to rest, perform personal errands, or access services due to poor working conditions and lack of downtime.","ai_generated":true,"unit":"saiia-000739#insight-4","date_modified":"2026-10-23"},{"text":"Informal cross-border trade is a cornerstone of border economies, with women making up approximately 70% of traders; however, they face significant barriers including lack of basic amenities and complex customs procedures.","ai_generated":true,"unit":"saiia-000739#insight-5","date_modified":"2026-10-23"},{"text":"There is a structural tension between trade facilitation and local economic sustainability, as increased efficiency reduces the need for services that local firms provide to help traders overcome border hurdles.","ai_generated":true,"unit":"saiia-000739#insight-6","date_modified":"2026-10-23"},{"text":"Trade flows through Beitbridge have declined since 2014, partly due to depressed commodity prices and partly because traffic is being diverted through Botswana via Kopfontein and Skilpadshek.","ai_generated":true,"unit":"saiia-000739#insight-7","date_modified":"2026-10-23"},{"text":"Key operational causes of delays at both borders include staff shortages, system failures (such as ASYCUDA), multiple redundant inspections, and poor signage.","ai_generated":true,"unit":"saiia-000739#insight-8","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["South Africa","Zambia","Zimbabwe","Musina","Botswana"],"frame_perspective":[],"analysis_type":["case study","political economy analysis"]},{"id":"saiia-000977","url":"https://climateinsightsdirectory.org/document/saiia-000977","title":"DRIVING A SUNFLOWER VALUE CHAIN IN MALAWI: CHALLENGES AND OPPORTUNITIES","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"policy brief","language":"en","date_published":"2018-11","source_url":"https://saiia.org.za/wp-content/uploads/2018/11/Policy-Briefing-179.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the sunflower value chain in Malawi, noting that while the crop is drought-tolerant and suitable for smallholders, its industry is underdeveloped compared to soybean. Key constraints include a lack of certified seed, weak extension services, and competition from cheaper, smuggled palm oil. However, recent developments such as a new Seed Policy (May 2018), the removal of VAT on edible oil in 2017, and the establishment of a 'fridge-free' margarine factory by Sunseed Oil in 2017 provide pathways for growth. The briefing recommends increased collaboration between processors, government, and farmer organisations to promote certified seeds and the use of sunflower cake in animal feed.","ai_generated":true,"unit":"saiia-000977#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sunflower production in Malawi is significantly lower than soybean; in 2016, sunflower production was 15,736 metric tonnes compared to 132,417 metric tonnes for soybean.","ai_generated":true,"unit":"saiia-000977#insight-1","date_modified":"2026-10-23"},{"text":"The domestic sunflower value chain is hindered by a lack of certified seed, which is essential for high yields and profit margins. While the MOST programme introduced three certified South African varieties in 2014, awareness among farmers remains low.","ai_generated":true,"unit":"saiia-000977#insight-2","date_modified":"2026-10-23"},{"text":"Local processors face competition from cheaper imports and illegal trade, specifically smuggled palm oil from Mozambique and refined oil mislabelled as crude oil to avoid tariffs.","ai_generated":true,"unit":"saiia-000977#insight-3","date_modified":"2026-10-23"},{"text":"The profitability of sunflower processing is limited by the lack of a consistent market for sunflower cake, which is high in fibre and low in protein, making it less attractive for poultry feed than soybean.","ai_generated":true,"unit":"saiia-000977#insight-4","date_modified":"2026-10-23"},{"text":"Recent policy and industrial developments aim to stimulate the sector, including the removal of VAT on edible oil in 2017 and the May 2018 Seed Policy, which facilitates the domestication of the SADC Seed Protocol.","ai_generated":true,"unit":"saiia-000977#insight-5","date_modified":"2026-10-23"},{"text":"Sunseed Oil established a 'fridge-free' margarine production facility in 2017 to address the lack of household refrigeration in Malawi, creating a demand for 14,000 metric tonnes of sunflower annually.","ai_generated":true,"unit":"saiia-000977#insight-6","date_modified":"2026-10-23"}],"climate_tags":["smallholder"],"geography_discussed":["Mozambique","Zambia","Zimbabwe"],"frame_perspective":[],"analysis_type":["policy brief","value chain analysis"]},{"id":"saiia-001500","url":"https://climateinsightsdirectory.org/document/saiia-001500","title":"MANAGING AFRICA’S RISING DEBT: TIME FOR A MULTI-PRONGED APPROACH","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"policy brief","language":"en","date_published":"2018-11","source_url":"https://saiia.org.za/wp-content/uploads/2018/11/GA_PB_Adeniran-et-al_20181126_GEG-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the shift in Africa's debt structure toward non-concessional and domestic loans, identifying drivers such as commodity price shocks and fiscal deficits. It assesses the debt-carrying capacity of various African nations using IMF and World Bank frameworks, noting that several countries are in debt distress or at high risk. The briefing details current coping mechanisms, including the issuance of long-term Eurobonds and novel financial products, and recommends enhancing domestic revenue mobilization, economic diversification, and the establishment of autonomous debt management offices.","ai_generated":true,"unit":"saiia-001500#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa is experiencing a shift in debt structure toward non-concessional and domestic debt with higher interest rates, with concessional loans as a share of external loans dropping from 66% in 2005 to 54% in 2016.","ai_generated":true,"unit":"saiia-001500#insight-1","date_modified":"2026-10-23"},{"text":"Debt sustainability is a critical concern, with 19 of 54 African countries exceeding the 60% debt-to-GDP threshold of the African Monetary Co-operation Programme (AMCP) and 24 countries surpassing the IMF's 55% debt-to-GDP ratio.","ai_generated":true,"unit":"saiia-001500#insight-2","date_modified":"2026-10-23"},{"text":"Several factors drive rising debt, including the 2014 commodity price shock, exchange rate volatility, political instability, and deteriorating macroeconomic conditions. Sub-Saharan Africa's real GDP growth fell from 5.3% in 2013 to 2.8% in 2016.","ai_generated":true,"unit":"saiia-001500#insight-3","date_modified":"2026-10-23"},{"text":"A significant number of African countries face high risk of debt distress or are already in distress. Sudan, The Gambia, Mozambique, Chad, and Zimbabwe have surpassed all sustainability thresholds, with Sudan's public debt exceeding 116% of GDP.","ai_generated":true,"unit":"saiia-001500#insight-4","date_modified":"2026-10-23"},{"text":"Countries are managing debt by extending maturity through long-term Eurobonds (typically 30 years) in nations like Kenya, Côte d’Ivoire, Egypt, Morocco, South Africa, and Nigeria, and by introducing inflation-linked bonds in Zambia, Namibia, and South Africa.","ai_generated":true,"unit":"saiia-001500#insight-5","date_modified":"2026-10-23"},{"text":"Domestic revenue capacity remains insufficient for development, with an average tax revenue-to-GDP ratio of approximately 15%, well below the 25% benchmark required.","ai_generated":true,"unit":"saiia-001500#insight-6","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","infrastructure investment"],"geography_discussed":["sub-Saharan Africa","South Africa","Nigeria","Uganda","Ghana","Tanzania","Kenya","Senegal","Togo","Guinea","Madagascar","Benin","Niger","Burkina Faso","Tunisia","Central African Republic","Angola","Burundi","Djibouti","São Tomé and Príncipe","Cameroon","Zambia","Mauritania","Ethiopia","Cape Verde","Sudan","The Gambia","Mozambique","Chad","Zimbabwe","Ivory Coast","Egypt","Morocco","Namibia","Rwanda"],"frame_perspective":[],"analysis_type":["policy analysis","economic assessment"]},{"id":"saiia-001502","url":"https://climateinsightsdirectory.org/document/saiia-001502","title":"AFRICA’S RISING DEBT IMPLICATIONS FOR DEVELOPMENT FINANCING AND A SUSTAINABLE DEBT MANAGEMENT APPROACH","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2018-11","source_url":"https://saiia.org.za/wp-content/uploads/2018/11/GA_Th1_DP_Adeniran-et-al_20181130_GEG.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the resurgence of debt in Africa, noting that 19 countries have exceeded the 60% debt-to-GDP threshold. It identifies key drivers such as commodity price shocks, exchange rate volatility, and a shift from concessional to market-based loans. Through case studies of Nigeria and Morocco, it examines debt management strategies, including the use of Eurobonds and the importance of autonomous debt management offices, while recommending economic diversification and improved domestic resource mobilization to ensure long-term sustainability.","ai_generated":true,"unit":"saiia-001502#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A significant number of African countries have breached debt sustainability benchmarks: 19 countries exceeded the 60% debt-to-GDP threshold set by the African Monetary Co-operation Programme (AMCP), and 24 surpassed the 55% ratio suggested by the IMF.","ai_generated":true,"unit":"saiia-001502#insight-1","date_modified":"2026-10-23"},{"text":"The composition of Africa's external debt has shifted away from concessional loans toward market-based loans, with concessional loans dropping from 66% of total external loans in 2005 to 54% in 2016, thereby increasing debt-servicing costs.","ai_generated":true,"unit":"saiia-001502#insight-2","date_modified":"2026-10-23"},{"text":"Rising debt is driven by a combination of deteriorating macroeconomic conditions, including the 2014 commodity price shock, exchange rate volatility, and increased fiscal deficits following the 2007/2008 global financial crisis.","ai_generated":true,"unit":"saiia-001502#insight-3","date_modified":"2026-10-23"},{"text":"Debt sustainability is severely compromised in several nations; Sudan, The Gambia, Mozambique, Chad, and Zimbabwe are identified as being in debt distress, having surpassed all sustainability thresholds.","ai_generated":true,"unit":"saiia-001502#insight-4","date_modified":"2026-10-23"},{"text":"Many African governments use borrowed funds for recurring expenditure rather than productive capital investment, which undermines the ability of the debt to improve future revenue-earning capacity.","ai_generated":true,"unit":"saiia-001502#insight-5","date_modified":"2026-10-23"},{"text":"In Nigeria, the Debt Management Office (DMO) has successfully rebalanced the debt portfolio, reducing the domestic-to-external debt ratio from 80:20 in 2015 to approximately 70:30 by 2018.","ai_generated":true,"unit":"saiia-001502#insight-6","date_modified":"2026-10-23"},{"text":"Morocco implemented a strict fiscal rule under the 2016 Organic Finance Act, requiring that the flow of debt be dedicated exclusively to funding investment, meaning the fiscal deficit should not exceed the capital expenditure envelope.","ai_generated":true,"unit":"saiia-001502#insight-7","date_modified":"2026-10-23"},{"text":"Effective debt management is hindered by institutional challenges, including a lack of autonomy for debt management offices and data opacity, particularly regarding contingent liabilities from state-owned enterprises (SOEs).","ai_generated":true,"unit":"saiia-001502#insight-8","date_modified":"2026-10-23"}],"climate_tags":["fiscal policy","public–private partnership","climate bond","infrastructure investment"],"geography_discussed":["Nigeria","Morocco","Angola","Zambia","Egypt","Sudan","Ethiopia","Kenya"],"frame_perspective":[],"analysis_type":["comparative analysis","case study","policy assessment"]},{"id":"saiia-001516","url":"https://climateinsightsdirectory.org/document/saiia-001516","title":"INFRASTRUCTURE AS AN ASSET CLASS IN AFRICA","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2018-11","source_url":"https://saiia.org.za/wp-content/uploads/2018/11/Infrastructure-as-an-asset-class-in-Africa.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the potential for African public pension funds and Sovereign Wealth Funds (SWFs) to address an annual infrastructure investment deficit of $130–$170 billion. While these institutional investors possess long-term horizons and substantial assets—such as South Africa's $318 billion retirement fund industry—actual infrastructure investment remains low due to a preference for traditional assets, a lack of bankable project pipelines, and regulatory constraints. The paper analyzes the landscapes of five countries and identifies key barriers, including a shortage of liquid financial instruments and a lack of internal expertise to appraise complex infrastructure risks. It suggests that capacity building, resource pooling, and early engagement between developers and regulators are essential to stimulate institutional appetite for this asset class.","ai_generated":true,"unit":"saiia-001516#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa faces a significant infrastructure funding gap, with the African Development Bank estimating an annual requirement of $130–$170 billion to close the deficit. In 2016, total funding amounted to $62.5 billion, the lowest level between 2012 and 2016, driven by reductions in Chinese and private sector funding.","ai_generated":true,"unit":"saiia-001516#insight-1","date_modified":"2026-10-23"},{"text":"Institutional investors in Africa, particularly public pension funds and SWFs, have the capacity to support infrastructure due to their long-term investment horizons and need for diversification. In 2013, pension funds across 10 African countries held approximately $380 billion in assets under management, while African SWFs held approximately $157 billion in 2016.","ai_generated":true,"unit":"saiia-001516#insight-2","date_modified":"2026-10-23"},{"text":"In South Africa, the Government Employees Pension Fund (GEPF) targets infrastructure through the Isibaya Fund, which focuses on energy, commuter transport, ICT, water, and logistics. The South African retirement fund industry is the eighth largest globally, with aggregate assets of $318 billion in 2017.","ai_generated":true,"unit":"saiia-001516#insight-3","date_modified":"2026-10-23"},{"text":"Nigeria's pension fund landscape shows strong growth and a robust regulatory framework, though direct infrastructure investment remains low. The Nigeria Sovereign Investment Authority (NSIA) manages the Nigeria Infrastructure Fund (NIF), which is allocated 40% of the total SWF assets.","ai_generated":true,"unit":"saiia-001516#insight-4","date_modified":"2026-10-23"},{"text":"Kenya and Botswana demonstrate strong political will to increase infrastructure investment. Kenya is establishing a National Sovereign Wealth Fund with a dedicated Infrastructure and Development Fund. Botswana's Public Officers Pension Fund (BPOPF) has developed a 'Local Infrastructure Investment Policy' to diversify its asset base.","ai_generated":true,"unit":"saiia-001516#insight-5","date_modified":"2026-10-23"},{"text":"Ghana's pension industry grew 400% between 2008 and 2014. The Social Security National Insurance Trust (SSNIT) invests in infrastructure via 'economically targeted investments' (ETIs), and the government established the Ghana Infrastructure Investment Fund (GIIF) with $250 million in seed funding.","ai_generated":true,"unit":"saiia-001516#insight-6","date_modified":"2026-10-23"},{"text":"Five primary challenges hinder institutional investment in African infrastructure: a limited number of financial instruments, a preference for traditional asset classes (government bonds and equities), a lack of expertise in project analysis, a shortage of bankable project pipelines, and restrictive regulatory thresholds.","ai_generated":true,"unit":"saiia-001516#insight-7","date_modified":"2026-10-23"},{"text":"There is a significant mismatch between available projects and regulatory requirements. For example, in Ghana, legislation requires infrastructure bonds to be issued through 'Municipal Financing Authorities' that have not yet been established.","ai_generated":true,"unit":"saiia-001516#insight-8","date_modified":"2026-10-23"},{"text":"Case studies indicate that credit enhancements and guarantees are critical for attracting institutional investors. The Viathan Funding SPV in Nigeria succeeded due to a triple A-rated guarantee from InfraCredit, while the Nairobi-Nakuru-Mau Summit Road project in Kenya utilized an International Development Association (IDA) guarantee to mitigate payment default risks.","ai_generated":true,"unit":"saiia-001516#insight-9","date_modified":"2026-10-23"}],"climate_tags":["infrastructure investment","renewable energy","public–private partnership"],"geography_discussed":["Australia","Canada","Algeria","Libya","Angola","Senegal","Gabon","Mauritania","Equatorial Guinea","Namibia","Tanzania","Zambia","Brazil","Turkey"],"frame_perspective":[],"analysis_type":["policy analysis","financial assessment","case study"]},{"id":"recourse-000002","url":"https://climateinsightsdirectory.org/document/recourse-000002","title":"An Open Letter to States and Development Financiers on the need to ensure that development interventions support the realization of human rights, safeguard human rights defenders and guarantee meaningful public participation","publisher":{"name":"Recourse","organization":"recourse"},"document_type":"statement","language":"en","date_published":"2018-10-31","source_url":"https://re-course.org/newsupdates/human-rights-defenders-are-a-cornerstone-of-sustainable-development/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Defenders in Development Campaign urges states and development finance institutions (DFIs) to integrate human rights protections into development projects, noting that defenders of land and environmental rights face extreme risks of violence and criminalization.","ai_generated":true,"unit":"recourse-000002#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human rights defenders (HRDs), particularly those protecting land, environmental, and indigenous peoples' rights, face increasing risks of retaliation, violence, and criminalization, often being labeled as \"anti-development.\"","ai_generated":true,"unit":"recourse-000002#insight-1","date_modified":"2026-10-23"},{"text":"There is a high mortality rate among human rights defenders; an estimated 3,500 have been killed since 1998, with 67 percent of those murdered in 2017 working in the context of big business, extractive industries, and large investments.","ai_generated":true,"unit":"recourse-000002#insight-2","date_modified":"2026-10-23"},{"text":"Development interventions frequently ignore human rights contexts and impacts, leading to negative outcomes such as land grabbing, social conflict, and loss of access to essential services through austerity measures.","ai_generated":true,"unit":"recourse-000002#insight-3","date_modified":"2026-10-23"},{"text":"Development finance institutions (DFIs) have a critical responsibility to ensure their investments do not contribute to attacks on defenders and should implement ongoing human rights due diligence throughout a project's lifespan.","ai_generated":true,"unit":"recourse-000002#insight-4","date_modified":"2026-10-23"},{"text":"The letter demands that DFIs and states establish protocols to prevent reprisals, ensure the free, prior and informed consent of indigenous peoples, and create safe mechanisms for defenders to report deteriorating environments.","ai_generated":true,"unit":"recourse-000002#insight-5","date_modified":"2026-10-23"},{"text":"Governments, as shareholders of development banks, are urged to ensure these institutions fulfill human rights obligations, as some national development banks and bilateral cooperation efforts may currently be undermining protection efforts.","ai_generated":true,"unit":"recourse-000002#insight-6","date_modified":"2026-10-23"}],"climate_tags":["land tenure","indigenous rights","extractive industry","public participation","sustainable development"],"geography_discussed":["Armenia","Argentina","Azerbaijan","Belgium","Bolivia","Brazil","Bulgaria","Canada","Colombia","Croatia","Czech Republic","Ecuador","Estonia","Finland","France","Georgia","Guatemala","Hungary","India","Indonesia","Ireland","Italy","Kazakhstan","Kenya","Kyrgyzstan","Latvia","Lithuania","North Macedonia","Mauritius","Mexico","Mongolia","Nepal","Netherlands","Nigeria","Norway","Peru","Philippines","Poland","Congo","Russia","Serbia","Slovakia","Slovenia","South Africa","South Sudan","Spain","Switzerland","Eswatini","Sweden","Thailand","Togo","Tunisia","Uganda","United Kingdom","Ukraine","United States","Uzbekistan","Zambia"],"frame_perspective":[],"analysis_type":["policy advocacy"]},{"id":"gclifun-005577","url":"https://climateinsightsdirectory.org/document/gclifun-005577","title":"Approach and scope for providing support to adaptation activities – Addendum I: The GCF’s approach to adaptation: analysis and implications for the Fund","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2018-10-14","source_url":"https://www.greenclimate.fund/sites/default/files/document/gcf-b21-inf03-add01.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses the GCF's adaptation portfolio, finding it generally aligned with Nationally Determined Contributions (NDCs) but lacking in areas like human health. It identifies a critical need for standardized guidelines on 'climate rationale' to distinguish adaptation from general development and recommends a flexible three-tier costing approach (total, incremental, and beyond incremental cost). The study also highlights the under-utilization of diverse accredited entities and the limited role of the private sector in adaptation projects.","ai_generated":true,"unit":"gclifun-005577#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The GCF's adaptation portfolio and pipeline are largely consistent with the priorities identified in NDCs and the portfolios of peer climate funds, with agriculture being a primary focus area. However, human health is a significant point of divergence, appearing in over half of NDCs with adaptation components but in only about a tenth of GCF country programmes and briefs.","ai_generated":true,"unit":"gclifun-005577#insight-1","date_modified":"2026-10-23"},{"text":"The GCF lacks clear, consistent standards for establishing a 'climate rationale' to prove that proposed activities specifically address climate risks rather than general development needs. This has led to inconsistent evaluations between the GCF Secretariat and the Independent Technical Advisory Panel (ITAP).","ai_generated":true,"unit":"gclifun-005577#insight-2","date_modified":"2026-10-23"},{"text":"The study proposes a three-step framework for establishing climate rationale: (1) identifying predicted climate changes and vulnerabilities, (2) articulating how activities address those specific impacts, and (3) connecting activities to a larger policy framework.","ai_generated":true,"unit":"gclifun-005577#insight-3","date_modified":"2026-10-23"},{"text":"There is a significant gap in the utilization of the GCF's accredited entities; more than a third have not submitted any full funding proposals, and a small group of four entities (UNDP, World Bank, ADB, and EBRD) account for over half of the approved adaptation and cross-cutting projects.","ai_generated":true,"unit":"gclifun-005577#insight-4","date_modified":"2026-10-23"},{"text":"The GCF's use of non-grant instruments for adaptation is very limited, with 93% of adaptation-only funding provided as grants. Additionally, there is a lack of engagement with subnational or local executing entities, as the majority of projects are implemented by national government ministries.","ai_generated":true,"unit":"gclifun-005577#insight-5","date_modified":"2026-10-23"},{"text":"The report argues against a 'one-size-fits-all' costing approach, recommending instead a set of three approaches based on the project type: total activity cost for climate-specific actions, incremental cost for adjusting existing infrastructure, and 'beyond incremental cost' for highly vulnerable communities where development and adaptation are inseparable.","ai_generated":true,"unit":"gclifun-005577#insight-6","date_modified":"2026-10-23"},{"text":"Private sector engagement in adaptation is minimal, with less than 25% of portfolio and pipeline proposals containing private sector considerations and only two private entities having submitted adaptation-related proposals.","ai_generated":true,"unit":"gclifun-005577#insight-7","date_modified":"2026-10-23"},{"text":"Stakeholders report a lack of clarity regarding the roles and sequencing of the GCF's Readiness Programme and Project Preparation Facility (PPF), as well as a shortage of experts who possess both adaptation expertise and knowledge of GCF processes.","ai_generated":true,"unit":"gclifun-005577#insight-8","date_modified":"2026-10-23"}],"climate_tags":["adaptation finace","Nationally Determined Contributions","national adaptation plan","Private sector engagement","climate risk management","capacity building","indigenous people","Climate-smart agriculture","disaster risk reduction","Climate information service","human health"],"geography_discussed":["Africa","Asia-Pacific","Latin America and Caribbean","Zambia","Samoa"],"frame_perspective":[],"analysis_type":["comparative analysis","portfolio review","policy assessment"]},{"id":"foei-000964","url":"https://climateinsightsdirectory.org/document/foei-000964","title":"THE EU AND THE CORPORATE IMPUNITY NEXUS","publisher":{"name":"Friends of the Earth International","organization":"friends-of-the-earth-international"},"document_type":"report","language":"en","date_published":"2018-10","source_url":"https://www.foei.org/wp-content/uploads/2021/10/eu_corporate_impunity_nexus.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the 'architecture of impunity' that allows transnational corporations (TNCs) to evade legal accountability for human rights and environmental violations. It specifically critiques the European Union for acting as a key opponent to the UN Open-Ended Intergovernmental Working Group's (OEIGWG) efforts to establish a legally binding treaty, instead promoting voluntary Corporate Social Responsibility (CSR) and 'multi-stakeholderism'. The document details how 'corporate capture' occurs within EU and UN institutions, where private sector interests shape the regulations intended to govern them. This is illustrated through case studies of European TNCs—including Shell, Engie, and Glencore—operating in the Global South, where the report claims they outsource severe impacts while using CSR to deflect criticism. The report highlights the 2017 French 'duty of vigilance' law as a rare successful example of binding national legislation against this trend.","ai_generated":true,"unit":"foei-000964#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The European Union is actively undermining the UN process for a binding treaty on TNCs and human rights, using arguments that mirror those of corporate lobby groups like the International Chamber of Commerce (ICC) and the International Organisation of Employers (IOE).","ai_generated":true,"unit":"foei-000964#insight-1","date_modified":"2026-10-23"},{"text":"The report identifies a 'corporate capture' model where TNCs use lobbying, revolving doors, and multi-stakeholder forums to control or replace democratic regulatory processes, ensuring outcomes do not threaten their profits.","ai_generated":true,"unit":"foei-000964#insight-2","date_modified":"2026-10-23"},{"text":"The UN system has become increasingly susceptible to corporate influence through mechanisms like the Global Compact and the UN Foundation, which the report describes as 'blue-washing' to improve corporate images without changing behavior.","ai_generated":true,"unit":"foei-000964#insight-3","date_modified":"2026-10-23"},{"text":"EU institutions are characterized by a structural bias toward the private sector, exemplified by the 'Better Regulation Agenda' (2015), which the report claims is used to lower industry costs and prevent 'unnecessary' legislation.","ai_generated":true,"unit":"foei-000964#insight-4","date_modified":"2026-10-23"},{"text":"The 2017 French law on the 'duty of vigilance' is cited as a significant breakthrough, as it legally obliges parent companies to identify risks and prevent serious human rights and environmental violations in their supply chains.","ai_generated":true,"unit":"foei-000964#insight-5","date_modified":"2026-10-23"},{"text":"Case studies demonstrate that European TNCs often outsource their worst social and environmental impacts to the Global South while claiming to follow host-government rules that they themselves influenced through lobbying or corruption.","ai_generated":true,"unit":"foei-000964#insight-6","date_modified":"2026-10-23"},{"text":"The report argues that the current 'architecture of impunity' is supported by a hierarchy where hard international law protects corporate interests (via ISDS and trade agreements) while human rights obligations for TNCs remain voluntary 'soft law'.","ai_generated":true,"unit":"foei-000964#insight-7","date_modified":"2026-10-23"}],"climate_tags":["human rights","climate change","greenhouse gas emissions","Emissions trading","renewable energy","wind power","Sustainable Development Goals"],"geography_discussed":["France","Pakistan","Brazil","India","Argentina","Peru","Ethiopia","Mexico","Zambia","Mozambique","United States"],"frame_perspective":[],"analysis_type":["policy analysis","case study"]},{"id":"iisd-001745","url":"https://climateinsightsdirectory.org/document/iisd-001745","title":"Local Content Policies in the Mining Sector: Stimulating direct local employment","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2018-10","source_url":"https://www.iisd.org/system/files/publications/local-content-policies-mining-direct-local-employment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines how host governments can stimulate direct local employment in mining to drive socioeconomic growth and maintain a social licence to operate. It outlines a five-step process for developing local employment policies: assessing the sector's role in national development, evaluating labour supply and demand, setting goals, formulating policies, and monitoring outcomes. The report categorizes interventions into regulatory 'stick' policies—such as employment quotas, mandated training, and visa restrictions—and facilitative 'carrot' policies, including bidding preferences, fiscal incentives, and support for training facilities. It emphasizes the need for context-specific strategies that address gender inequality and the inclusion of Indigenous Peoples, while warning that automation and technological trends may shift future workforce requirements.","ai_generated":true,"unit":"iisd-001745#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mining's contribution to direct employment is relatively small, estimated at around 1–2 per cent of total direct employment in a country, though this can increase to 3–15 per cent when indirect and induced employment are included.","ai_generated":true,"unit":"iisd-001745#insight-1","date_modified":"2026-10-23"},{"text":"Governments use local employment policies to achieve several objectives: responding to political pressure for job creation, maintaining a \"social licence to operate,\" increasing tax revenues, developing the national labour force, progressing gender equality and social inclusion, and maximizing fiscal revenues by reducing project costs.","ai_generated":true,"unit":"iisd-001745#insight-2","date_modified":"2026-10-23"},{"text":"Regulatory approaches to local employment typically involve mandatory, compliance-based policies such as minimum employment quotas, which are common in developing states but can stifle investment if targets are unrealistic.","ai_generated":true,"unit":"iisd-001745#insight-3","date_modified":"2026-10-23"},{"text":"Facilitative approaches use incentives to encourage local hiring, such as giving preference in the bidding process to companies with strong local employment strategies or providing tax deductions for training expenses.","ai_generated":true,"unit":"iisd-001745#insight-4","date_modified":"2026-10-23"},{"text":"Succession or localization plans are used to transition technical or management roles from expatriates to locals; for example, Nigeria's law allows a local to understudy an expatriate for a maximum of four years before the position is \"Nigerianized.\"","ai_generated":true,"unit":"iisd-001745#insight-5","date_modified":"2026-10-23"},{"text":"Women are significantly under-represented in the global extractives workforce, estimated at only 10 per cent, and policies must address workplace culture and safety beyond simple recruitment to be effective.","ai_generated":true,"unit":"iisd-001745#insight-6","date_modified":"2026-10-23"},{"text":"Local content policies can be used to facilitate the participation of Indigenous Peoples through formal agreements, such as Impact and Benefit Agreements (IBAs) in Canada or the Argyle ILUA Management Plan in Australia.","ai_generated":true,"unit":"iisd-001745#insight-7","date_modified":"2026-10-23"},{"text":"Technological trends, particularly automation, are expected to impact the number and types of jobs available in the future, potentially reducing the overall number of positions and changing skill requirements.","ai_generated":true,"unit":"iisd-001745#insight-8","date_modified":"2026-10-23"}],"climate_tags":["mining industry","employment","gender equality","indigenous people","economic diversity"],"geography_discussed":["Nigeria","Ghana","Angola","Indonesia","Kazakhstan","South Africa","Chile","Canada","Papua New Guinea","Philippines","Norway","Malaysia","Qatar","Afghanistan","Tanzania","Brazil","Thailand","Azerbaijan","Zambia","Botswana"],"frame_perspective":[],"analysis_type":["policy review","framework development"]},{"id":"iisd-003566","url":"https://climateinsightsdirectory.org/document/iisd-003566","title":"Subsidy Swap: Reducing fossil fuel subsidies through energy efficiency and renewable energy in Zambia","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2018-10","source_url":"https://www.iisd.org/system/files/publications/subsidy-swap-zambia.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report investigates the potential for Zambia to transition from fossil fuel subsidies to sustainable energy investments. It identifies that while petroleum subsidies were largely eliminated in 2016, significant subsidies remain in the electricity sector, particularly for the mining industry. The authors propose two 'subsidy swaps': redirecting electricity subsidies to fund energy efficiency in mining and replacing expensive diesel generators with solar PV. The report concludes that both are feasible, with solar PV already progressing through initiatives like Scaling Solar and GET FiT, while the mining sector swap requires further research into energy savings potential and fund administration.","ai_generated":true,"unit":"iisd-003566#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Zambia's electricity demand is growing faster than its supply, with a peak demand of 1,949 MW in 2015 against a peak generation of 1,281 MW, resulting in a 668 MW deficit.","ai_generated":true,"unit":"iisd-003566#insight-1","date_modified":"2026-10-23"},{"text":"The mining sector is the largest electricity consumer in Zambia, accounting for 55 per cent of all electricity consumed in the country.","ai_generated":true,"unit":"iisd-003566#insight-2","date_modified":"2026-10-23"},{"text":"Between September 2015 and May 2016, combined fuel and electricity subsidies in Zambia cost a total of USD 576 million, with fuel subsidies averaging USD 36 million per month and electricity subsidies averaging USD 26 million per month.","ai_generated":true,"unit":"iisd-003566#insight-3","date_modified":"2026-10-23"},{"text":"While petroleum consumption subsidies were effectively eliminated in October 2016, electricity tariffs remain below the cost of supply, particularly for the mining sector.","ai_generated":true,"unit":"iisd-003566#insight-4","date_modified":"2026-10-23"},{"text":"Zambia's mining tariffs are significantly lower than regional averages; the 2017 mining tariff of 9.30 U.S. cents per kWh is only 55 per cent of the 2014 sub-Saharan African median commercial tariff of 17 U.S. cents per kWh.","ai_generated":true,"unit":"iisd-003566#insight-5","date_modified":"2026-10-23"},{"text":"The report identifies a 'subsidy swap' for the mining sector as feasible, suggesting that redirecting subsidies to promote energy efficiency could reduce overall energy costs for companies while saving the government on subsidies.","ai_generated":true,"unit":"iisd-003566#insight-6","date_modified":"2026-10-23"},{"text":"International evidence suggests that mining energy efficiency measures, such as optimizing comminution (grinding and crushing), can decrease energy use by 10–50 per cent.","ai_generated":true,"unit":"iisd-003566#insight-7","date_modified":"2026-10-23"},{"text":"Replacing diesel generation with solar PV is feasible and already underway; for example, the Scaling Solar project's first round of auctions yielded bids of 6–7 U.S. cents per kWh.","ai_generated":true,"unit":"iisd-003566#insight-8","date_modified":"2026-10-23"},{"text":"ZESCO estimates that connecting all districts currently relying on diesel-generated power to the national grid would save approximately USD 8 million in annual fuel costs.","ai_generated":true,"unit":"iisd-003566#insight-9","date_modified":"2026-10-23"},{"text":"Stakeholder analysis indicates that while government agencies are broadly supportive of subsidy reform and renewables, mining companies and residential consumers are likely to oppose price increases without mitigation measures.","ai_generated":true,"unit":"iisd-003566#insight-10","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy","energy efficiency","renewable energy","photovoltaics","mining industry","hydropower","climate finance","energy transition"],"geography_discussed":["Sweden","Finland","United States"],"frame_perspective":[],"analysis_type":["feasibility study","policy analysis","stakeholder analysis"]},{"id":"saiia-000737","url":"https://climateinsightsdirectory.org/document/saiia-000737","title":"THE DYNAMICS OF SOUTH AFRICAN INVESTMENT IN THE REST OF AFRICA","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2018-10","source_url":"https://saiia.org.za/wp-content/uploads/2018/10/GA_Th3_DP-Ramkolowan-Craig-Munro_20181023.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper analyzes South Africa's role as a major intra-African investor, noting that while it maintains a significant FDI stock, its relative influence is declining due to increased competition from China and other African nations. It highlights South Africa's function as a regional distribution hub and suggests that the country must deepen trade liberalization and improve public-private coordination to maintain its economic footprint on the continent.","ai_generated":true,"unit":"saiia-000737#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"South Africa remains a leading intra-African investor, typically accounting for 60% to 75% of Africa's outward FDI stock and up to 60% of outward FDI flows.","ai_generated":true,"unit":"saiia-000737#insight-1","date_modified":"2026-10-23"},{"text":"Despite its leading position, South Africa's share of investment in Africa is being eroded by other global investors, most notably China, which more than doubled its FDI stock in Africa from $23 billion in 2011 to $53 billion in 2016.","ai_generated":true,"unit":"saiia-000737#insight-2","date_modified":"2026-10-23"},{"text":"South African investment is primarily 'market-seeking,' focusing on expanding markets and profit margins rather than resource extraction, with a strong presence in services-oriented sectors.","ai_generated":true,"unit":"saiia-000737#insight-3","date_modified":"2026-10-23"},{"text":"South Africa serves as a regional distribution and assembly hub, importing manufactured goods from the rest of the world and re-exporting them to other African markets, which can mask the actual origin of goods in trade data.","ai_generated":true,"unit":"saiia-000737#insight-4","date_modified":"2026-10-23"},{"text":"Geographically, South African investment is concentrated in Southern Africa (particularly Namibia, Botswana, and Mozambique), though it has expanded into East and West African markets like Ghana and Kenya.","ai_generated":true,"unit":"saiia-000737#insight-5","date_modified":"2026-10-23"},{"text":"Mauritius is a significant outlier in South African FDI stock due to its status as an international financial centre used by South African companies to channel investments.","ai_generated":true,"unit":"saiia-000737#insight-6","date_modified":"2026-10-23"},{"text":"There is a high degree of co-location among South African firms in the rest of Africa, particularly in banks, industrial goods and services, insurance, media, retail, and technology sectors.","ai_generated":true,"unit":"saiia-000737#insight-7","date_modified":"2026-10-23"},{"text":"Corporate Social Responsibility (CSR) efforts by South African firms in Africa are often short-term, charity-based, and driven by local legal requirements rather than long-term sustainable development goals.","ai_generated":true,"unit":"saiia-000737#insight-8","date_modified":"2026-10-23"},{"text":"The link between South African FDI growth and trade growth in selected African countries is weak, suggesting that profit-driven motives and the independence of investee companies often dictate procurement based on cost and quality rather than origin.","ai_generated":true,"unit":"saiia-000737#insight-9","date_modified":"2026-10-23"}],"climate_tags":["trade policy","sustainable development"],"geography_discussed":["People's Republic of China","Mauritius","Kenya","Ghana","Democratic Republic of the Congo","Namibia","Botswana","Zambia","Mozambique","United States","United Kingdom","Morocco","Japan"],"frame_perspective":[],"analysis_type":["economic analysis","scoping analysis","trade analysis"]},{"id":"saiia-001911","url":"https://climateinsightsdirectory.org/document/saiia-001911","title":"HOW CAN AFRICA MAXIMISE ITS MINERAL WEALTH?","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2018-10","source_url":"https://saiia.org.za/wp-content/uploads/2018/10/saia_sop_290_mudronova_20181029.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper examines how African countries attempt to move beyond the export of raw minerals through resource-based industrialisation, specifically focusing on the role of Chinese investment. It analyzes tools such as export restrictions, local content requirements, and fiscal policies, concluding that these measures often fail due to inadequate infrastructure, energy shortages, and a lack of human capital. The author argues for a shift toward 'product space diversification'—developing capabilities that allow for a broader variety of exports—rather than focusing solely on downstream mineral processing (beneficiation).","ai_generated":true,"unit":"saiia-001911#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"China is a dominant economic partner for sub-Saharan Africa, serving as its largest import partner since 2006 and largest export partner since 2012. Between 2006 and 2017, Chinese investment in the region was heavily concentrated in transport, energy, and metals, with the metals sector receiving approximately $32.02 billion, a significant portion of which was directed to the Democratic Republic of Congo, Sierra Leone, and South Africa.","ai_generated":true,"unit":"saiia-001911#insight-1","date_modified":"2026-10-23"},{"text":"Many African governments have adopted 'resource nationalism' policies—including export bans and indigenisation—to increase local returns from mining. However, these measures can create investor uncertainty and may lead to a loss of capital investment and technology acquisition, potentially hindering the very industrialisation they aim to promote.","ai_generated":true,"unit":"saiia-001911#insight-2","date_modified":"2026-10-23"},{"text":"Trade restrictions, such as export bans on raw materials, have generally failed to promote downstream processing in Africa. In countries like Zambia and Zimbabwe, these policies caused industrial harm because the availability of raw materials cannot offset binding constraints such as unreliable energy supplies, water shortages, and a lack of technical skills.","ai_generated":true,"unit":"saiia-001911#insight-3","date_modified":"2026-10-23"},{"text":"Local content requirements—mandating that companies source goods and services locally—have seen mixed success. While Nigeria successfully developed backward linkages in engineering and subsea systems, other countries like Ghana found that local companies were primarily restricted to low-value services like catering and freight.","ai_generated":true,"unit":"saiia-001911#insight-4","date_modified":"2026-10-23"},{"text":"The author advocates for 'product space diversification' over simple beneficiation. This approach suggests that countries should develop products based on shared capabilities rather than direct input-output links. Focusing only on downstream mineral processing can be a 'low-product trap' if the country lacks the human capital and technological complexity to move toward the core of the product space.","ai_generated":true,"unit":"saiia-001911#insight-5","date_modified":"2026-10-23"},{"text":"African efforts to develop domestic mineral processing are further challenged by China's industrial capacity. China's scale and cost structures often allow it to outcompete African nations in smelting and refining, rendering local beneficiation efforts uncompetitive on price.","ai_generated":true,"unit":"saiia-001911#insight-6","date_modified":"2026-10-23"}],"climate_tags":["mining industry","fiscal policy","economic diversity"],"geography_discussed":["People's Republic of China","Democratic Republic of the Congo","South Africa","Sierra Leone","Nigeria","Ethiopia","Angola","Zambia","Zimbabwe","Gabon","Tanzania","Ghana","Botswana","Mozambique","Burkina Faso","Cameroon"],"frame_perspective":[],"analysis_type":["policy analysis","economic assessment"]},{"id":"clipolin-001137","url":"https://climateinsightsdirectory.org/document/clipolin-001137","title":"GREEN AGGREGATION TECH ENTERPRISE (GATE) INSTRUMENT ANALYSIS","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2018-09","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2020/07/Green-Aggregation-Tech-Enterprise-GATE_Instrument-Analysis-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Green Aggregation Tech Enterprise (GATE) is a proposed guarantee facility designed to mitigate demand and payment risks for mini-grids in Sub-Saharan Africa. By guaranteeing a baseline level of revenue, GATE aims to transform mini-grids into a bankable asset class, shifting their financing from donor grants to private debt. The instrument will be piloted in Nigeria, Kenya, Zambia, and the DRC, with a phased implementation pathway moving from a proof-of-concept (2018-2019) to full commercialization by 2028-2030. Financial modelling suggests that at scale, GATE can be sustainable and catalytic, potentially mobilizing US$ 1.725 billion in private investment by 2030 and providing electricity to millions of households and businesses.","ai_generated":true,"unit":"clipolin-001137#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mini-grids in Sub-Saharan Africa are currently hindered by unpredictable cashflows and demand risk, which leads them to be \"overwhelmingly financed with grants and equity and some limited concessional debt.\"","ai_generated":true,"unit":"clipolin-001137#insight-1","date_modified":"2026-10-23"},{"text":"GATE operates as a guarantee facility where mini-grids pay a premium to secure a guaranteed minimum revenue stream; if revenues fall below a pre-agreed threshold, GATE pays the difference to ensure debt obligations are met.","ai_generated":true,"unit":"clipolin-001137#insight-2","date_modified":"2026-10-23"},{"text":"The instrument's implementation is divided into four phases: Phase 1 (2018-2019) is a proof of concept with 3-4 mini-grids; Phase 2 (2019-2022) focuses on deployment in Nigeria, Kenya, Zambia, and the DRC; Phase 3 (2023-2027) involves scale-up and expansion; and Phase 4 (2028-2030) targets full commercialization.","ai_generated":true,"unit":"clipolin-001137#insight-3","date_modified":"2026-10-23"},{"text":"Financial modelling of a typical 0.76 MW project indicates that GATE can make a project commercially viable by allowing lenders to relax conditions, reducing interest rates from 12% to 7% and increasing debt tenor from five to ten years.","ai_generated":true,"unit":"clipolin-001137#insight-4","date_modified":"2026-10-23"},{"text":"GATE has the potential to catalyze US$ 61 million of private investment during its deployment phase (2019-2022) and a total of US$ 1.725 billion by 2030, guaranteeing over 1,000 mini-grids (~350 MW).","ai_generated":true,"unit":"clipolin-001137#insight-5","date_modified":"2026-10-23"},{"text":"The projected environmental and social impact for Kenya, Nigeria, and Zambia by 2023 includes providing energy access for 27 million households and businesses and achieving 11.71 million tons of CO2 abatement annually.","ai_generated":true,"unit":"clipolin-001137#insight-6","date_modified":"2026-10-23"},{"text":"The facility faces two primary challenges: the lack of data to understand pooled portfolio demand risk and the need to build a sufficiently large and diversified portfolio to manage payouts effectively.","ai_generated":true,"unit":"clipolin-001137#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Mini-grids","renewable energy","climate finance","energy access"],"geography_discussed":["Angola","Ivory Coast","Ghana","Mozambique","Namibia","Rwanda","Senegal","Tanzania","Uganda","Zimbabwe","Bumba","Gemena","Isiro"],"frame_perspective":[],"analysis_type":["instrument analysis","financial modelling","market assessment"]},{"id":"iisd-001575","url":"https://climateinsightsdirectory.org/document/iisd-001575","title":"Women in Artisanal and Small-Scale Mining: Interventions for greater participation","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"case study","language":"en","date_published":"2018-09","source_url":"https://www.iisd.org/system/files/publications/igf-women-asm-interventions-participation-case-study.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that empowering women in artisanal and small-scale mining (ASM) requires a holistic approach combining economic, social, technical, and political interventions. Key recommendations include literacy and awareness campaigns to challenge traditional norms, technical and leadership training to reduce dependency on men, and the provision of gender-sensitive financial services and equipment. It emphasizes the need for legislative reforms, such as mandatory gender-impact assessments within environmental impact assessments, and the promotion of women-led cooperatives and associations to improve market access and governance.","ai_generated":true,"unit":"iisd-001575#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A holistic empowerment strategy for women in ASM must integrate economic, social, technical, and political dimensions, starting with education and awareness to build confidence and knowledge of legal and human rights.","ai_generated":true,"unit":"iisd-001575#insight-1","date_modified":"2026-10-23"},{"text":"Capacity building should focus on three primary skill sets: leadership training to manage mines and associations, technical skills (such as using geological data and retorts) to reduce exploitation by men, and business management skills including accounting and bookkeeping.","ai_generated":true,"unit":"iisd-001575#insight-2","date_modified":"2026-10-23"},{"text":"Women in ASM face significant barriers to capital and market access; solutions include treating ASM as part of small and medium-sized enterprises (SMEs), supporting microfinance schemes, and establishing institutional buying arrangements that prioritize women to prevent exploitation by buyers.","ai_generated":true,"unit":"iisd-001575#insight-3","date_modified":"2026-10-23"},{"text":"The formation of women's groups, specifically cooperatives and associations, is essential for empowerment, provided there is a framework for ethical governance and legal recognition to attract funding and policy influence.","ai_generated":true,"unit":"iisd-001575#insight-4","date_modified":"2026-10-23"},{"text":"Legislative and regulatory reforms are urgently needed, including the adoption of a human rights approach to address gender-based violence and the requirement that gender-impact assessments be mandatory components of environmental impact assessments (EIAs).","ai_generated":true,"unit":"iisd-001575#insight-5","date_modified":"2026-10-23"},{"text":"Health and safety interventions are critical for business sustainability and should include providing gender-appropriate safety gear, childcare facilities, and research into affordable mining equipment suited for women.","ai_generated":true,"unit":"iisd-001575#insight-6","date_modified":"2026-10-23"}],"climate_tags":["gender equality","microfinance","environmental impact assessment","human rights"],"geography_discussed":["Zambia","Madagascar","Tanzania","Uganda","Ghana"],"frame_perspective":[],"analysis_type":["case study","stakeholder interviews"]},{"id":"eesi-000026","url":"https://climateinsightsdirectory.org/document/eesi-000026","title":"Strengthening Financial Resilience to Climate Change","publisher":{"name":"Environmental and Energy Study Institute","organization":"environmental-and-energy-study-institute"},"document_type":"fact sheet","language":"en","date_published":"2018-08-31","source_url":"https://www.eesi.org/papers/view/fact-sheet-strengthening-financial-resilience-to-climate-change","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes how climate change increases the frequency and intensity of 'billion-dollar' disasters, straining national budgets and widening the 'protection gap'—the difference between total economic losses and insured losses. It details the transition from traditional actuarial science to forward-looking 'cat models' and geospatial modeling to price risk. To address 'tail risks' and the lack of insurability in vulnerable regions, the text highlights alternative mechanisms: catastrophe bonds for capital market risk transfer, microinsurance (parametric insurance) for low-income populations, and sovereign risk pools for multi-country coverage. It also notes the codification of insurance in international frameworks like the Paris Agreement's 'Loss and Damage' pillar and the Sendai Framework for Disaster Risk Reduction.","ai_generated":true,"unit":"eesi-000026#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change is increasing the frequency of 'billion-dollar' disasters in the United States; the average number of such events per year rose from 5.3 between 1980 and 2012 to 11.6 between 2013 and 2017.","ai_generated":true,"unit":"eesi-000026#insight-1","date_modified":"2026-10-23"},{"text":"The global 'protection gap'—the disparity between total disaster losses and insured losses—is widening due to urbanization, globalization, and climate change. In 2016, insurance losses were less than one-third of the approximately $175 billion in total disaster-related losses, leaving a gap of $121 billion.","ai_generated":true,"unit":"eesi-000026#insight-2","date_modified":"2026-10-23"},{"text":"Traditional insurance models based on historical data are becoming obsolete; the industry now relies on 'cat models' and geospatial models that incorporate meteorological science and topographical data to predict future risks and price insurance accurately.","ai_generated":true,"unit":"eesi-000026#insight-3","date_modified":"2026-10-23"},{"text":"Catastrophe bonds ('cat bonds') allow the insurance industry to transfer 'tail risks'—extremely rare and destructive events—to broader capital markets, providing a buffer when traditional insurance capacity is insufficient.","ai_generated":true,"unit":"eesi-000026#insight-4","date_modified":"2026-10-23"},{"text":"Microinsurance uses a parametric 'index approach' based on pre-set numeric measures (e.g., rainfall levels) to provide swift payouts to vulnerable populations, such as smallholder farmers, without the need for expensive individual damage assessments.","ai_generated":true,"unit":"eesi-000026#insight-5","date_modified":"2026-10-23"},{"text":"Sovereign risk pools, such as the Caribbean Catastrophe Risk Insurance Facility (CCRIF SPC), enable member countries to share risks and access international reinsurance markets, providing payouts within 14 days of a disaster.","ai_generated":true,"unit":"eesi-000026#insight-6","date_modified":"2026-10-23"},{"text":"International climate policy has formally recognized insurance as a tool for addressing 'Loss and Damage' under Article 8 of the Paris Agreement and within the Sendai Framework for Disaster Risk Reduction.","ai_generated":true,"unit":"eesi-000026#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate finance","insurance","loss and damage","disaster risk reduction","climate change adaptation","sea level rise","hurricane","wildfire","flood"],"geography_discussed":["Haiti","Miami","Thailand","New York City","Malawi","Ethiopia","Senegal","Zambia","Kenya","West Africa","Caribbean","Nicaragua","Turks and Caicos Islands"],"frame_perspective":[],"analysis_type":["policy analysis","financial assessment"]},{"id":"eesi-000482","url":"https://climateinsightsdirectory.org/document/eesi-000482","title":"Strengthening Financial Resilience to Climate Change: The Role of Insurance","publisher":{"name":"Environmental and Energy Study Institute","organization":"environmental-and-energy-study-institute"},"document_type":"fact sheet","language":"en","date_published":"2018-08","source_url":"https://www.eesi.org/files/FactSheet_Climate_Change_Resilience_Insurance_Role.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the role of insurance in mitigating the fiscal shocks of climate change, highlighting the growing 'protection gap' where economic losses far exceed insured amounts. It details the shift from historical actuarial data to forward-looking 'catastrophe models' and explores innovative tools such as catastrophe bonds, microinsurance, and sovereign risk pools. The text also discusses the integration of insurance into international climate governance frameworks like the Paris Agreement and the Sendai Framework for Disaster Risk Reduction.","ai_generated":true,"unit":"eesi-000482#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'protection gap'—the difference between total economic losses and insured losses—is widening globally due to urbanization, globalization, and climate change. In 2016, insurance losses were less than one-third of the approximately $175 billion in total disaster-related losses, resulting in a gap of $121 billion.","ai_generated":true,"unit":"eesi-000482#insight-1","date_modified":"2026-10-23"},{"text":"Traditional insurance models based on historical data are becoming insufficient for predicting climate risks. The industry now utilizes 'cat models' (catastrophe models) and geospatial models that incorporate meteorological science to price risk and incentivize the use of low-risk buildings.","ai_generated":true,"unit":"eesi-000482#insight-2","date_modified":"2026-10-23"},{"text":"Catastrophe bonds ('cat bonds') allow governments and municipalities to transfer 'tail risks'—extremely rare and destructive events—to the broader capital markets, expanding the capacity to absorb losses beyond the traditional insurance market.","ai_generated":true,"unit":"eesi-000482#insight-3","date_modified":"2026-10-23"},{"text":"Microinsurance, often utilizing a parametric or 'index approach' based on pre-set numeric measures like rainfall, provides financial security to vulnerable populations in the developing world, such as smallholder farmers.","ai_generated":true,"unit":"eesi-000482#insight-4","date_modified":"2026-10-23"},{"text":"Sovereign risk pools, such as the Caribbean Catastrophe Risk Insurance Facility (CCRIF SPC), allow multiple countries to share risks and access international reinsurance markets, providing faster payouts than traditional international aid.","ai_generated":true,"unit":"eesi-000482#insight-5","date_modified":"2026-10-23"},{"text":"Insurance is formally recognized in international climate law; Article 8 of the Paris Agreement identifies 'Loss and Damage' as a distinct pillar of climate policy and recognizes insurance as a tool to address it.","ai_generated":true,"unit":"eesi-000482#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate finance","insurance","loss and damage","climate risk management","Paris Agreement"],"geography_discussed":["Haiti","Miami","Thailand","New York City","Malawi","Ethiopia","Senegal","Zambia","Kenya","Caribbean","Nicaragua","Turks and Caicos Islands","West Africa"],"frame_perspective":[],"analysis_type":["policy analysis","financial analysis"]},{"id":"iejza-000275","url":"https://climateinsightsdirectory.org/document/iejza-000275","title":"SECTOR STRATEGIES FOR EMPLOYMENT CREATION","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"policy brief","language":"en","date_published":"2018-08","source_url":"https://iej.org.za/wp-content/uploads/2020/07/Stream-1-Policy-Brief-5-Sector-Strategies-for-Employment-Creation.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief argues that South Africa has experienced premature deindustrialisation, with manufacturing's GDP contribution falling from 21% in 1994 to 13% in 2016. To reverse this, the Institute for Economic Justice recommends strategic interventions in three key areas: the machinery and equipment sector through a regional SADC strategy to create approximately 270,000 total jobs; the fruit industry by addressing phytosanitary constraints and expanding high-value exports (e.g., avocados) to create 130,000 jobs by 2022; and the plastics conversion industry through the establishment of light manufacturing clusters and raw material price regulation to potentially add over 40,000 jobs by 2024.","ai_generated":true,"unit":"iejza-000275#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"South Africa has undergone premature deindustrialisation, evidenced by the manufacturing sector's contribution to GDP dropping from 21% in 1994 to 13% in 2016, resulting in a net loss of 237,413 jobs during that period.","ai_generated":true,"unit":"iejza-000275#insight-1","date_modified":"2026-10-23"},{"text":"The machinery and equipment sector can drive significant employment if a regional strategy is implemented to meet SADC demand. Such interventions could create 45,000 direct jobs and approximately 270,000 total jobs by 2023, while improving the trade balance from a $5 billion deficit to $3.5 billion.","ai_generated":true,"unit":"iejza-000275#insight-2","date_modified":"2026-10-23"},{"text":"The fruit industry has the potential to create 130,000 additional jobs by 2022 if production increases by 44% (from 7 million tonnes in 2016 to 10.1 million tonnes). This requires overcoming phytosanitary constraints and leveraging high-value fruits like avocados, which saw global demand grow by 14% annually between 2012 and 2017.","ai_generated":true,"unit":"iejza-000275#insight-3","date_modified":"2026-10-23"},{"text":"The plastics conversion industry has shed 16,163 jobs between 2002 and 2016. Proposed recovery measures include setting up light manufacturing clusters, regulating polymer prices via NERSA/DOE and mining licence conditions, and removing the 10% duty on perspex. If the industry grew at a 6% CAGR, it could increase employment by over 40,000 by 2024.","ai_generated":true,"unit":"iejza-000275#insight-4","date_modified":"2026-10-23"}],"climate_tags":["industrial manufacturing","trade policy","job creation"],"geography_discussed":["SADC","Zambia","People's Republic of China","Netherlands","United Kingdom","Peru","Mexico"],"frame_perspective":[],"analysis_type":["policy proposal","economic analysis"]},{"id":"iejza-000425","url":"https://climateinsightsdirectory.org/document/iejza-000425","title":"The role of South African supermarket chains in developing capabilities and driving greater intra-regional trade","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"policy brief","language":"en","date_published":"2018-08","source_url":"https://iej.org.za/wp-content/uploads/2020/07/Stream-1-Policy-Brief-7-The-role-of-South-African-supermarket-chains-in-developing-capabilities-and-driving-greater-intra-regional-trade.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The document argues that while the expansion of South African supermarket chains into the SADC region offers opportunities for local suppliers to enter regional value chains, this potential is currently hindered by high market concentration and the abuse of buyer power. It recommends the implementation of a regional code of conduct, the harmonisation of standards, and targeted supplier development programmes to reduce reliance on deep-sea imports and foster industrialisation in southern Africa.","ai_generated":true,"unit":"iejza-000425#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The expansion of supermarket chains into rural and peri-urban areas of the SADC region provides farmers, agro-processors, and light manufacturers with routes to market, allowing them to build scale and develop capabilities for producing value-added products.","ai_generated":true,"unit":"iejza-000425#insight-1","date_modified":"2026-10-23"},{"text":"Despite the growth of retail networks, most supermarket products in the region are imported from South Africa or deep-sea sources, indicating a lack of intra-regional trade.","ai_generated":true,"unit":"iejza-000425#insight-2","date_modified":"2026-10-23"},{"text":"High market concentration, where two or three South African chains dominate many formal markets, grants supermarkets significant buyer power to control pricing and impose various fees on suppliers.","ai_generated":true,"unit":"iejza-000425#insight-3","date_modified":"2026-10-23"},{"text":"Suppliers face cumulative charges from supermarkets—including listing, support, advertising, and wastage fees—that can reduce the product price by 10-15%, straining their margins.","ai_generated":true,"unit":"iejza-000425#insight-4","date_modified":"2026-10-23"},{"text":"Intra-regional trade is limited by non-harmonised standards; for example, products accredited by the Zambia Bureau of Standards are not recognised in South Africa.","ai_generated":true,"unit":"iejza-000425#insight-5","date_modified":"2026-10-23"},{"text":"The document recommends a regional code of conduct to regulate supermarket behavior, citing Namibia's 2016 Retail Sector Charter as a model for supporting local SMEs through sourcing commitments and enterprise development.","ai_generated":true,"unit":"iejza-000425#insight-6","date_modified":"2026-10-23"},{"text":"Barriers to retail competition in South Africa, such as exclusive leases in shopping malls, prevent the entry of independent retailers, suggesting a need for urban planning policies to ensure a diversity of retail formats.","ai_generated":true,"unit":"iejza-000425#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Namibia","Zambia","Botswana","Australia","United Kingdom","Ireland","Spain"],"frame_perspective":[],"analysis_type":["policy brief"]},{"id":"iejza-000426","url":"https://climateinsightsdirectory.org/document/iejza-000426","title":"Informal Economy/Sector","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"policy brief","language":"en","date_published":"2018-08","source_url":"https://iej.org.za/wp-content/uploads/2020/07/Stream-3-Policy-Brief-1-Informal-Economy-Sector.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that South Africa's informal economy, which employs 4.5 million people, is characterized by low incomes and poor security. It criticizes state-led repression and the narrow focus of micro-enterprise support, proposing instead a transition toward formalization through the implementation of ILO Recommendation 204. Key recommendations include amending the Labour Relations Act and Basic Conditions of Employment Act to recognize own-account workers as workers, enhancing labour inspectorate capacity, and providing basic infrastructure for those working in public spaces. The brief specifically highlights the need for inclusive policies in informal retail and waste recycling, suggesting that corporate responsibility and innovative financing, such as Extended Producer Responsibility levies, be leveraged to support these sectors.","ai_generated":true,"unit":"iejza-000426#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Informal employment in South Africa is extensive, with 4.5 million people in this category: 2.8 million in the informal sector, 1.3 million as domestic workers, and 400,000 in the formal economy under precarious conditions.","ai_generated":true,"unit":"iejza-000426#insight-1","date_modified":"2026-10-23"},{"text":"Informal workers face severe financial exclusion; in 2013, 97% of those interviewed had no access to credit facilities or asset finance, and only 21% possessed a bank account.","ai_generated":true,"unit":"iejza-000426#insight-2","date_modified":"2026-10-23"},{"text":"The document advocates for the implementation of ILO Recommendation 204 (R204), which provides a framework for the transition from the informal to the formal economy, including the recognition of public spaces as workplaces and the extension of social insurance to informal workers.","ai_generated":true,"unit":"iejza-000426#insight-3","date_modified":"2026-10-23"},{"text":"Legal reforms are required to extend rights to own-account workers, specifically by amending the Labour Relations Act (LRA) to allow their trade unions to register and bargain collectively with government institutions.","ai_generated":true,"unit":"iejza-000426#insight-4","date_modified":"2026-10-23"},{"text":"In the waste recycling sector, informal workers are critical to the value chain, with approximately 60,000 waste pickers supplying formal companies like Mpact, Consol, and Universal Recycling, an industry generating R15 billion in revenue.","ai_generated":true,"unit":"iejza-000426#insight-5","date_modified":"2026-10-23"},{"text":"Large corporations such as Unilever, Coca-Cola, and Anheuser-Busch InBev rely on informal retailers for distribution but often avoid responsibility for the protection of workers in their value chains.","ai_generated":true,"unit":"iejza-000426#insight-6","date_modified":"2026-10-23"}],"climate_tags":["recycling","green job","social protection","urban planning","poverty reduction","microfinance"],"geography_discussed":["Johannesburg","Limpopo","Durban","India","Senegal","Tunisia","Zambia","Thailand","Ghana","Rwanda","Kenya","Cape Verde","Mauritius"],"frame_perspective":[],"analysis_type":["policy analysis","legal analysis","socio-economic assessment"]},{"id":"saiia-001090","url":"https://climateinsightsdirectory.org/document/saiia-001090","title":"FOREIGN DIRECT INVESTMENT: LESSONS FROM SADC","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"briefing","language":"en","date_published":"2018-08","source_url":"https://saiia.org.za/wp-content/uploads/2018/08/Policy-Insights-65.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines findings from a multi-year research project on FDI in SADC, highlighting that while FDI can catalyze regional trade and economic development, its success is heavily dependent on governance, policy certainty, and the transition from donor-led to private-sector-led investment. It examines the FDI regimes of South Africa, Namibia, Angola, Mozambique, and Tanzania, alongside specific analyses of the energy, transport, and agricultural sectors (specifically macadamia nuts and soybeans). The briefing concludes that regional value chains in SADC remain limited and that the primary barriers to deeper integration are trade facilitation and the lack of private sector opportunities rather than a lack of financing.","ai_generated":true,"unit":"saiia-001090#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In Mozambique, poor governance and political instability have made investors cautious, despite the country possessing significant mineral resources. The country's public debt rose sharply from 40% of GDP in 2011 to 112% by the end of 2017, partly due to borrowing against anticipated revenues from natural gas and mineral deposits expected in 2023.","ai_generated":true,"unit":"saiia-001090#insight-1","date_modified":"2026-10-23"},{"text":"Namibia's New Investment Bill reflects a shift toward restricting liberal FDI regulation to protect the public interest, including provisions to reserve certain sectors for citizens and introduce performance requirements. However, the document suggests that FDI legislation must remain flexible to account for sector-specific differences, as strict requirements may deter investors in sectors where the state has low bargaining power, such as manufacturing.","ai_generated":true,"unit":"saiia-001090#insight-2","date_modified":"2026-10-23"},{"text":"Angola is perceived as one of the least hospitable business environments due to corruption, bureaucracy, unpredictable regulatory frameworks, and inadequate transport infrastructure. These factors have limited FDI primarily to the oil and mineral sectors, hindering the government's goal of economic diversification.","ai_generated":true,"unit":"saiia-001090#insight-3","date_modified":"2026-10-23"},{"text":"South Africa's efforts to ensure inclusive growth through stricter investment regulation have created concerns regarding transparency and certainty for potential investors. This uncertainty has been further exacerbated by state capture scandals during the Zuma presidency and debates over land expropriation without compensation.","ai_generated":true,"unit":"saiia-001090#insight-4","date_modified":"2026-10-23"},{"text":"Tanzania's ability to attract and retain FDI is hindered by structural challenges, including the need to harmonise investment regulatory instruments and empower the Tanzania Investment Centre. In the energy sector specifically, disjointed policies and regulations make attracting FDI difficult despite support from the private sector and donors.","ai_generated":true,"unit":"saiia-001090#insight-5","date_modified":"2026-10-23"},{"text":"Regional value chains in SADC are few and limited in scope. While donor assistance can initiate these chains, they only become viable when the private sector demonstrates significant interest and invests. Examples include the macadamia nut sector in South Africa, Mozambique, and Malawi, and the soybean industry in Zambia, Malawi, and South Africa.","ai_generated":true,"unit":"saiia-001090#insight-6","date_modified":"2026-10-23"},{"text":"The primary obstacles to deeper regional integration in Southern Africa are trade facilitation and the creation of opportunities for the private sector to enter regional value chains, rather than a lack of available financing.","ai_generated":true,"unit":"saiia-001090#insight-7","date_modified":"2026-10-23"}],"climate_tags":["extractive industry","renewable energy","economic diversity"],"geography_discussed":["South Africa","Namibia","Angola","Mozambique","Tanzania","Malawi","Zambia"],"frame_perspective":[],"analysis_type":["policy analysis","case study","comparative study"]}]}