{"query_echo":{"q":"","filters":{"geography":["Lusaka"]},"warnings":[]},"total":{"value":52,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Lusaka&page=1","next":"https://climateinsightsdirectory.org/api/v1/search?geography=Lusaka&page=2","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":"sei-000960","url":"https://climateinsightsdirectory.org/document/sei-000960","title":"Text Network Analysis-Based Decision Framework","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2025-01-28","source_url":"https://www.sei.org/publications/text-network-analysis-based-decision-framework/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The researchers used a co-creative, narrative-based approach in Lusaka, Zambia, combining natural language processing (NLP) and text network analysis (TNA) to integrate residents' experiences from informal settlements into flood-risk maps. This process, facilitated through 'learning labs' with stakeholders, aimed to address gaps in disaster risk management and social vulnerability. The primary finding was a critical need for local government to be more adaptive and inclusive of community voices in decision-making. The authors argue this framework provides a dynamic way to enhance stakeholder engagement and tailor resilience-building measures.","ai_generated":true,"unit":"sei-000960#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The researchers integrated community-based narratives from residents of informal settlements in Lusaka using natural language processing (NLP) and text network analysis (TNA) to refine flood maps originally based on global rainfall and global information system (GIS) datasets.","ai_generated":true,"unit":"sei-000960#insight-1","date_modified":"2026-10-23"},{"text":"Stakeholder 'learning labs' focused on unplanned settlements in Lusaka identified the most urgent priority as the need for local government to increase inclusivity and adaptivity by better representing community voices in decision-making.","ai_generated":true,"unit":"sei-000960#insight-2","date_modified":"2026-10-23"},{"text":"The authors assert that this narrative-based approach facilitates the discussion of social vulnerability to climate change and floods, offering a method for the swift evaluation of needs and the creation of tailored resilience measures.","ai_generated":true,"unit":"sei-000960#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","disaster risk reduction"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological framework","case study"]},{"id":"gga-000108","url":"https://climateinsightsdirectory.org/document/gga-000108","title":"Cape Town CITY PROFILING REPORT 2025","publisher":{"name":"Good Governance Africa","organization":"good-governance-africa"},"document_type":"report","language":"en","date_published":"2025","source_url":"https://digitalmallblobstorage.blob.core.windows.net/wp-content/2025/12/Cape-Town-African-Cities-Report-2025.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The 2025 City Profiling Report for Cape Town describes a city with strong institutional governance and high service delivery standards relative to other SADC cities, yet one plagued by deep structural inequality and chronic traffic congestion. While the city maintains a clean audit record and high human development indices, it faces significant challenges in youth unemployment, informal settlement growth, and climate vulnerability, particularly regarding water scarcity and fire risk.","ai_generated":true,"unit":"gga-000108#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Cape Town is South Africa's most congested city, a result of its bowl-shaped topography and apartheid-era spatial planning that forced residents of the Cape Flats to commute 20–40 km via a few narrow corridors.","ai_generated":true,"unit":"gga-000108#insight-1","date_modified":"2026-10-23"},{"text":"The city's governance is ranked as the highest among South Africa's eight metro municipalities in the 2024 Governance Performance Index, scoring 4.5, with its strongest performance in service delivery.","ai_generated":true,"unit":"gga-000108#insight-2","date_modified":"2026-10-23"},{"text":"Cape Town has maintained a clean audit outcome from the Auditor-General of South Africa for six consecutive years as of 2023-24, making it the only metro municipality to do so.","ai_generated":true,"unit":"gga-000108#insight-3","date_modified":"2026-10-23"},{"text":"Despite a high Human Development Index of 0.76 in 2022, the city exhibits significant inequality with a Gini coefficient of 0.61.","ai_generated":true,"unit":"gga-000108#insight-4","date_modified":"2026-10-23"},{"text":"Youth unemployment is a critical issue, with 45.2% of people aged 15–24 unemployed in 2025, although this is lower than the national rate of 62.4%.","ai_generated":true,"unit":"gga-000108#insight-5","date_modified":"2026-10-23"},{"text":"The city is diversifying its water sources to mitigate drought risks, aiming for 25% of its supply to come from groundwater, water reuse, and desalination by 2040.","ai_generated":true,"unit":"gga-000108#insight-6","date_modified":"2026-10-23"},{"text":"Energy-related greenhouse gas emissions decreased by 6.5% between 2012 and 2018, with per capita emissions falling from 5.98 tCO2e to 4.92 tCO2e.","ai_generated":true,"unit":"gga-000108#insight-7","date_modified":"2026-10-23"},{"text":"The passenger rail network has seen a massive decline, losing 92% of passenger trips since the 2013/14 financial year due to theft, vandalism, and mismanagement.","ai_generated":true,"unit":"gga-000108#insight-8","date_modified":"2026-10-23"},{"text":"Cape Town's air quality is relatively high compared to regional peers, with a PM 2.5 concentration of 8 µg/m³, which is below the WHO recommended limit of 15 µg/m³.","ai_generated":true,"unit":"gga-000108#insight-9","date_modified":"2026-10-23"},{"text":"The city's operating expenditure is dominated by trading services—electricity, water, sanitation, and solid waste management—which account for 57% of total spending.","ai_generated":true,"unit":"gga-000108#insight-10","date_modified":"2026-10-23"}],"climate_tags":["climate change","water scarcity","drought","flood risk","coastal erosion","greenhouse gas emissions","air quality","renewable energy","photovoltaics","energy efficiency","urban transport","public transport"],"geography_discussed":["South Africa","Western Cape","Johannesburg","Bulawayo","Harare","Dar es Salaam","Luanda","Lusaka","Ndola","Lilongwe","Maputo"],"frame_perspective":[],"analysis_type":["city profiling","governance assessment","socio-economic analysis","infrastructure review"]},{"id":"gga-000110","url":"https://climateinsightsdirectory.org/document/gga-000110","title":"Dar es Salaam CITY PROFILING REPORT 2025","publisher":{"name":"Good Governance Africa","organization":"good-governance-africa"},"document_type":"report","language":"en","date_published":"2025","source_url":"https://digitalmallblobstorage.blob.core.windows.net/wp-content/2025/11/Dar-es-Salaam-African-Cities-Report-2025.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Dar es Salaam is one of Africa's fastest-growing cities and Tanzania's economic hub, though it faces significant challenges in infrastructure and governance. While the city's GDP is growing and it leads the country in startups and telecommunications, it is characterized by high levels of informality, with 70% of the population living in informal settlements. Public services such as water, sanitation, and waste management are underperforming, and the city is highly vulnerable to flooding and urban heat. Governance is heavily centralized, with local authorities relying on the national government for approximately 75% to 90% of their revenue, severely limiting their fiscal autonomy and ability to address local needs.","ai_generated":true,"unit":"gga-000110#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Dar es Salaam is experiencing rapid urban expansion, with its urban area growing by 133% between 2011 and 2022, while the population grew by 75% in the same period. It is projected to become a megacity of over 10 million people by 2030.","ai_generated":true,"unit":"gga-000110#insight-1","date_modified":"2026-10-23"},{"text":"Informal settlements are pervasive in the city, with UN-HABITAT estimating that 80% of Dar es Salaam's territory is informal and only 30% of the population lives in formal housing.","ai_generated":true,"unit":"gga-000110#insight-2","date_modified":"2026-10-23"},{"text":"The city's economy is dominated by the tertiary sector (61% of formal employment) and a large informal sector, which contributes 22.5% of GDP and 41.5% of total employment. Unemployment is high, particularly among youth, with a city-wide rate of 20.5%.","ai_generated":true,"unit":"gga-000110#insight-3","date_modified":"2026-10-23"},{"text":"Water and sanitation services are inadequate; while 79.5% of households have access to piped water, only 18% of flush toilets are connected to the sewer system. Approximately 50% of generated excreta is not safely contained on-site.","ai_generated":true,"unit":"gga-000110#insight-4","date_modified":"2026-10-23"},{"text":"Solid waste management is poorly executed, with 21% of households burning or burying waste and 5% disposing of it in open spaces. The Pugu Kinyamwezi landfill is described as an 'open dumping site' due to a lack of pollution control mechanisms.","ai_generated":true,"unit":"gga-000110#insight-5","date_modified":"2026-10-23"},{"text":"Energy access is high for lighting (86% grid electricity), but cooking remains dependent on solid fuels, with 43% of households using charcoal. Demand for charcoal quadrupled from 0.22 million tonnes in 1990 to 0.94 million tonnes in 2018.","ai_generated":true,"unit":"gga-000110#insight-6","date_modified":"2026-10-23"},{"text":"The city's road network is underdeveloped, with only 4.8% of total road length being paved. Traffic congestion is a major challenge, and residents spend approximately 34% of their average monthly income on transportation.","ai_generated":true,"unit":"gga-000110#insight-7","date_modified":"2026-10-23"},{"text":"Dar es Salaam is highly vulnerable to climate-related hazards, specifically recurring flooding from sea level rise and river overflows. The 2018 floods cost $100 million and reduced the city's GDP by 2%.","ai_generated":true,"unit":"gga-000110#insight-8","date_modified":"2026-10-23"},{"text":"Environmental degradation is evident through the loss of 121 hectares of humid primary forest between 2002 and 2024, and air quality is poor, with PM2.5 concentrations (10 µg/m3) exceeding WHO standards (5 µg/m3).","ai_generated":true,"unit":"gga-000110#insight-9","date_modified":"2026-10-23"},{"text":"Local governance is characterized by extreme centralization; local authorities rely on the central government for 67% to 90% of their revenue, and the President appoints the executive directors of councils, undermining local autonomy.","ai_generated":true,"unit":"gga-000110#insight-10","date_modified":"2026-10-23"}],"climate_tags":["informal housing","urbanization","energy transition","greenhouse gas emissions","carbon dioxide emissions","air quality","deforestation","flood","sea level rise","urban heat island","public transport","bus rapid transit"],"geography_discussed":["Tanzania","Cape Town","Johannesburg","Lilongwe","Luanda","Lusaka","Maputo","Harare","Bulawayo","Ndola"],"frame_perspective":[],"analysis_type":["city profiling","comparative analysis","socio-economic assessment","governance review"]},{"id":"gga-000199","url":"https://climateinsightsdirectory.org/document/gga-000199","title":"AFRICAN CITIES REPORT","publisher":{"name":"Good Governance Africa","organization":"good-governance-africa"},"document_type":"report","language":"en","date_published":"2025","source_url":"https://digitalmallblobstorage.blob.core.windows.net/wp-content/2026/04/10-SADC-cities-comparison.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report compares 10 SADC cities, revealing stark disparities in economic wealth and infrastructure. While South African cities like Johannesburg and Cape Town are the wealthiest, they face high inequality and unemployment. Most other cities are characterized by high proportions of informal housing (60-86%) and a heavy reliance on national parastatals for engineered services. Sanitation remains the most critical service gap, with sewered sanitation being rare outside of South Africa and Zimbabwe. Local government finance varies wildly, with some cities relying heavily on national transfers while others, particularly in Zimbabwe, receive no transfers despite high service obligations.","ai_generated":true,"unit":"gga-000199#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant disparity in economic wealth and inequality among the studied cities; Johannesburg and Cape Town are the wealthiest but exhibit high Gini Coefficients (0.60 to 0.64), whereas poorer cities like Maputo and Dar es Salaam are less unequal.","ai_generated":true,"unit":"gga-000199#insight-1","date_modified":"2026-10-23"},{"text":"Informal housing is prevalent in most SADC cities, with Maputo reporting the highest rate at 86% of households. Other cities including Lusaka, Luanda, Dar es Salaam, Ndola, and Lilongwe see 60% to 75% of households in informal settlements, while South African cities have the lowest proportions at 10-12%.","ai_generated":true,"unit":"gga-000199#insight-2","date_modified":"2026-10-23"},{"text":"Sanitation is the most neglected urban service; sewered sanitation is largely limited to South African and Zimbabwean cities, with 18% or fewer citizens having access to sewered systems in the other eight cities.","ai_generated":true,"unit":"gga-000199#insight-3","date_modified":"2026-10-23"},{"text":"Water service provider effectiveness is generally poor across the region, with non-revenue water (water not billed to consumers) exceeding the 30% benchmark in all cities except Cape Town; Bulawayo and Ndola report figures above 60%.","ai_generated":true,"unit":"gga-000199#insight-4","date_modified":"2026-10-23"},{"text":"Institutional responsibility for services varies by country: Harare and Bulawayo have the highest functional allocation for both engineered and social services, while cities in Malawi, Mozambique, and Zambia rely primarily on national parastatals for engineered services.","ai_generated":true,"unit":"gga-000199#insight-5","date_modified":"2026-10-23"},{"text":"Local government financial capacity is extremely varied, with budgeted expenditure per capita ranging from US$704 in Johannesburg to US$1.5 in Lilongwe.","ai_generated":true,"unit":"gga-000199#insight-6","date_modified":"2026-10-23"},{"text":"Revenue sources differ by city wealth and policy; Harare and Bulawayo receive no national transfers and rely heavily on property rates (up to 50% of revenue), while Dar es Salaam, Luanda, Ndola, and Lusaka depend on national transfers for 45-50% of their operating budgets.","ai_generated":true,"unit":"gga-000199#insight-7","date_modified":"2026-10-23"},{"text":"Air quality in all 10 cities fails to meet the WHO recommended limit of 5 µg/m³ for PM2.5 concentrations, with Johannesburg being the worst performer at 44 µg/m³.","ai_generated":true,"unit":"gga-000199#insight-8","date_modified":"2026-10-23"},{"text":"Private sector involvement is most significant in social services and small-scale engineered services for the poor; for example, 79% of schools in Lilongwe and 58% in Dar es Salaam are privately run.","ai_generated":true,"unit":"gga-000199#insight-9","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","air quality","water quality","urbanization","climate change","Sustainable Development Goals"],"geography_discussed":["Johannesburg","Cape Town","Harare","Bulawayo","Luanda","Maputo","Dar es Salaam","Lusaka","Ndola","Lilongwe","South Africa","Zimbabwe","Angola","Tanzania","Zambia","Malawi","Mozambique"],"frame_perspective":[],"analysis_type":["comparative study","city profiling","institutional assessment"]},{"id":"gga-000225","url":"https://climateinsightsdirectory.org/document/gga-000225","title":"Harare CITY PROFILING REPORT 2025","publisher":{"name":"Good Governance Africa","organization":"good-governance-africa"},"document_type":"report","language":"en","date_published":"2025","source_url":"https://digitalmallblobstorage.blob.core.windows.net/wp-content/2026/02/Harare-African-Cities-Report-2025.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Harare City Profiling Report 2025 details the challenges facing Zimbabwe's capital, characterized by rapid informal urban growth, severe infrastructure decay, and a strained relationship between the opposition-led city council and the national government. While Harare serves as the country's economic hub, it suffers from critical gaps in water, sanitation, and waste management, with a significant portion of the population living in informal settlements. The report highlights a severe fiscal crisis where the city relies almost entirely on its own limited revenue sources while facing low payment compliance and high levels of non-revenue water.","ai_generated":true,"unit":"gga-000225#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Harare's urban expansion has been largely informal, with the built-up area increasing from 279.5km2 in 1984 to 445km2 in 2018. By 2021, the World Bank estimated that 33% of the population lived in informal settlements, and 63 neighbourhoods have been classified as 'slums'.","ai_generated":true,"unit":"gga-000225#insight-1","date_modified":"2026-10-23"},{"text":"The city's water supply system is in critical condition, meeting less than 40% of demand through formal treated systems. Non-revenue water reached 58% in 2024, far exceeding the African utility benchmark of 30%, due to leaks, theft, and illegal connections.","ai_generated":true,"unit":"gga-000225#insight-2","date_modified":"2026-10-23"},{"text":"Sanitation services are severely overloaded; in 2012, treatment plants processed only 80 megalitres per day of the 274 megalitres received. This has led to frequent sewer bursts and the contamination of water sources, contributing to cholera and typhoid outbreaks.","ai_generated":true,"unit":"gga-000225#insight-3","date_modified":"2026-10-23"},{"text":"Solid waste management is inefficient, with only 61% of waste collected based on 2015 data. Only 50% of the waste collection fleet is operational due to lack of maintenance funding, and landfill management is poor, with only one site compacting and covering waste.","ai_generated":true,"unit":"gga-000225#insight-4","date_modified":"2026-10-23"},{"text":"Electricity supply is unreliable with frequent load-shedding, often from 6 am to 6 pm. While 88% of households had access as of 2019, the sector is hampered by low tariffs and high debts owed to regional suppliers like Eskom and Hydro Cahora Bassa.","ai_generated":true,"unit":"gga-000225#insight-5","date_modified":"2026-10-23"},{"text":"Harare's road network is in a state of disaster, with over 87% requiring rehabilitation. Only 15% of the total road length is paved, and the city struggles to secure the estimated USD 250 million per year needed to revamp 250 km of roads annually.","ai_generated":true,"unit":"gga-000225#insight-6","date_modified":"2026-10-23"},{"text":"The city's economy is a major national driver, contributing an estimated 40% to Zimbabwe's GDP, though per capita GDP remained static at about US$2,900 between 2015 and 2020. The unemployment rate was reported at 24% in 2025, though citizen surveys suggest it could be as high as 43%.","ai_generated":true,"unit":"gga-000225#insight-7","date_modified":"2026-10-23"},{"text":"Governance is characterized by political conflict between the opposition-led Harare City Council (CCC) and the ZANU-PF national government. This results in extreme fiscal centralisation, with intergovernmental transfers making up only 1% of the city's operating revenue.","ai_generated":true,"unit":"gga-000225#insight-8","date_modified":"2026-10-23"},{"text":"The city's 2025 revenue budget relies almost entirely on 'own source' revenue (99%), with property rates contributing 48% and trading services (water, wastewater, and waste management) contributing 34%. However, actual revenue collection averaged only 40% in the first three quarters of 2024/25.","ai_generated":true,"unit":"gga-000225#insight-9","date_modified":"2026-10-23"}],"climate_tags":["urbanization","informal housing","water-supply management","sanitation","renewable energy","solar energy","carbon dioxide emissions","air quality","water pollution","climate change","drought","urban infrastructure","public transport"],"geography_discussed":["Ruwa","Goromonzi District","Chegutu District","Zvimba District","Mazowe District","Mashonaland East Province","Johannesburg","Cape Town","Lusaka","Lilongwe","Dar es Salaam","Luanda","Maputo","Bulawayo"],"frame_perspective":[],"analysis_type":["city profiling","socio-economic assessment","governance analysis","infrastructure review"]},{"id":"gga-000232","url":"https://climateinsightsdirectory.org/document/gga-000232","title":"Luanda CITY PROFILING REPORT 2025","publisher":{"name":"Good Governance Africa","organization":"good-governance-africa"},"document_type":"report","language":"en","date_published":"2025","source_url":"https://digitalmallblobstorage.blob.core.windows.net/wp-content/2026/01/Luanda-African-Cities-Report-2025.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report provides a comprehensive profile of Luanda, highlighting its rapid population growth, extreme economic inequality, and a highly centralised governance structure. While the city has benefited from oil wealth, significant service delivery gaps persist, particularly in housing, water, and sanitation for those in informal settlements. The report notes that Luanda is one of the most congested cities globally and faces increasing climate risks, including flooding and sea-level rise.","ai_generated":true,"unit":"gga-000232#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Luanda is one of Africa's fastest-growing and largest cities, with a 2024 population estimated between 9.65 million and 10.9 million, making it the fourth largest city on the continent.","ai_generated":true,"unit":"gga-000232#insight-1","date_modified":"2026-10-23"},{"text":"Housing remains a critical challenge, with nearly two-thirds of the population residing in informal, self-built housing known as 'musseques'.","ai_generated":true,"unit":"gga-000232#insight-2","date_modified":"2026-10-23"},{"text":"Luanda's economy is heavily dependent on oil, with a high GDP per capita of $7,400 in 2024, yet it suffers from extreme inequality and a high unemployment rate of 40.1% in 2021/2022.","ai_generated":true,"unit":"gga-000232#insight-3","date_modified":"2026-10-23"},{"text":"The city's governance is extraordinarily centralised; the Province of Luanda acts as the de facto local authority, and neither the province nor its 16 municipalities have elected councils.","ai_generated":true,"unit":"gga-000232#insight-4","date_modified":"2026-10-23"},{"text":"Water and sanitation services are inadequate for the poor; while 87% have basic water access, nearly one million people still lack basic services, and only 10.2% of households have sewered sanitation.","ai_generated":true,"unit":"gga-000232#insight-5","date_modified":"2026-10-23"},{"text":"Luanda is identified as potentially the most congested city in the world, with a NUMBEO traffic index of 371, far exceeding other SADC cities.","ai_generated":true,"unit":"gga-000232#insight-6","date_modified":"2026-10-23"},{"text":"The city faces significant climate change risks, specifically regarding coastal flooding, sea-level rise, and salt-water intrusion, which exacerbate the existing housing crisis.","ai_generated":true,"unit":"gga-000232#insight-7","date_modified":"2026-10-23"},{"text":"Local government financing is heavily reliant on national government transfers, which account for 92% of revenue, indicating a low level of financial devolution.","ai_generated":true,"unit":"gga-000232#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change","sea level rise","flood","carbon dioxide emissions","air quality","climate change adaptation","urban infrastructure","water-supply management","sanitation","energy transition","hydropower","fossil fuel"],"geography_discussed":["Bengo Province","Icolo e Bengo Province","Johannesburg","Cape Town","Dar es Salaam","Harare","Lusaka","Lilongwe","Maputo","Ndola","Bulawayo"],"frame_perspective":[],"analysis_type":["city profiling","comparative analysis","governance assessment"]},{"id":"sei-002285","url":"https://climateinsightsdirectory.org/document/sei-002285","title":"SOURCE WATER PROTECTION AND DIVERSIFICATION FOR RESILIENT URBAN WATER SUPPLY","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2023-12","source_url":"https://www.sei.org/wp-content/uploads/2024/07/fa3-desk-report-revised-dec2023-clean.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes planning frameworks, negotiation methods, and financing models used by city water authorities (CWAs) in LMICs to secure resilient water supplies. It identifies that while tools like Scenario Analysis, Robust Decision Support (RDS), and Climate Risk-based Decision Analysis (CRIDA) exist, their implementation is often hindered by low technical capacity, data gaps, and reactive planning driven by crises. Successful negotiation often relies on incentivization, trusted intermediaries, and public buy-in, while financing varies from traditional tariffs and grants to innovative mechanisms like Payment for Ecosystem Services (PES) and water funds. Case studies from cities such as São Paulo, Cape Town, and Amman illustrate the practical application and challenges of these strategies.","ai_generated":true,"unit":"sei-002285#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Four planning frameworks are identified for managing urban water supply uncertainties: Scenario Analysis, Robust Decision Support (RDS), Dynamic Adaptive Policy Pathways (DAPP), and Climate Risk-based Decision Analysis (CRIDA). Scenario Analysis is the most common but often lacks robustness, while DAPP is frequently inaccessible in low-resource settings due to high computational and technical requirements. CRIDA and RDS are better suited for LMICs as they explicitly consider gender and social inclusion.","ai_generated":true,"unit":"sei-002285#insight-1","date_modified":"2026-10-23"},{"text":"City water authorities (CWAs) in LMICs often struggle with a lack of data and technical capacity, leading to a reliance on outdated information or donor-driven 'projectized' activities. This often results in reactive planning, where long-term resilience strategies are only prioritized after a crisis occurs.","ai_generated":true,"unit":"sei-002285#insight-2","date_modified":"2026-10-23"},{"text":"Successful negotiation for water security across multiscale institutional frameworks typically employs three methods: incentivization (financial or behavioral), the use of trusted intermediaries to ensure equitable representation, and securing public buy-in, which is especially critical for demand management and wastewater reuse.","ai_generated":true,"unit":"sei-002285#insight-3","date_modified":"2026-10-23"},{"text":"Financing for urban water resilience varies by project type: large infrastructure (reservoirs, pipelines) is typically funded via loans, bonds, public-private partnerships (PPPs), or grants, whereas source water protection (SWP) is most effectively funded through innovative mechanisms like Payment for Ecosystem Services (PES) and water funds.","ai_generated":true,"unit":"sei-002285#insight-4","date_modified":"2026-10-23"},{"text":"Payment for Ecosystem Services (PES) and water funds require high levels of stakeholder trust, political commitment, and long-term timeframes (often 10 years or more) to achieve results and build community trust.","ai_generated":true,"unit":"sei-002285#insight-5","date_modified":"2026-10-23"},{"text":"In many LMICs, power dynamics often favor national institutional actors over local CWAs, and sectoral conflicts—particularly between residential water supply, agriculture, and hydroelectric interests—can hinder the implementation of diversification and protection measures.","ai_generated":true,"unit":"sei-002285#insight-6","date_modified":"2026-10-23"},{"text":"Transboundary water conflicts create significant institutional uncertainty for cities. While legally binding agreements are difficult to enforce, 'soft-law' instruments and the work of intermediaries like the Internationally Shared Aquifer Resources Management (ISARM) can facilitate cooperation.","ai_generated":true,"unit":"sei-002285#insight-7","date_modified":"2026-10-23"},{"text":"Non-revenue water (NRW) is a major financial and physical barrier to water security in LMIC cities, as high leakage and theft reduce the available water supply and undermine the financial viability of utilities.","ai_generated":true,"unit":"sei-002285#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","nature-based solutions","Integrated Water Resources Management"],"geography_discussed":["Addis Ababa","Ethiopia","Amman","Jordan","Cape Town","South Africa","Lusaka","Zambia","Manila","Philippines","Quito","Ecuador","São Paulo","Brazil"],"frame_perspective":[],"analysis_type":["desk review","case study analysis","literature review"]},{"id":"glorespar-000131","url":"https://climateinsightsdirectory.org/document/glorespar-000131","title":"A TOOLKIT FOR ZAMBIAN POLICYMAKERS AND URBAN PLANNERS","publisher":{"name":"Global Resilience Partnership","organization":"global-resilience-partnership"},"document_type":"guide","language":"en","date_published":"2023-07","source_url":"https://www.globalresiliencepartnership.org/wp-content/uploads/2023/12/sara_policy-toolkit_ufs_21nov.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines the challenges of urban food insecurity in Zambia, drawing on household surveys from 14 cities. It advocates for a diverse urban food system that integrates formal and informal sources, such as street vending and urban agriculture. The toolkit details how the Constituency Development Fund (CDF) can be used for food-system investments and maps specific local and national policies—including those related to land, energy, and climate change—that can be leveraged to improve food access and affordability.","ai_generated":true,"unit":"glorespar-000131#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Household surveys conducted in 14 Zambian cities between 2019 and 2021 revealed that 40 percent of surveyed households were food insecure in 2019, with female-headed households of lower incomes facing the greatest hardships.","ai_generated":true,"unit":"glorespar-000131#insight-1","date_modified":"2026-10-23"},{"text":"Across all income levels, high food prices were identified as the primary challenge to maintaining food security, followed by employment and income stability, and then climate- or weather-related challenges.","ai_generated":true,"unit":"glorespar-000131#insight-2","date_modified":"2026-10-23"},{"text":"Urban agriculture participation increased from 40 percent of households in 2019 to 50 percent in 2020 during the COVID-19 pandemic, remaining at 48 percent in 2022, though practitioners struggle with land access, water, and inputs.","ai_generated":true,"unit":"glorespar-000131#insight-3","date_modified":"2026-10-23"},{"text":"The Constituency Development Fund (CDF), which increased to K28.3 million per constituency in the 2023 National budget, has been used for food-system projects including fishponds in Lusaka and Southern Province, a maize mill in Kitwe, and market upgrades in Kanyama and Chibombo.","ai_generated":true,"unit":"glorespar-000131#insight-4","date_modified":"2026-10-23"},{"text":"The CDF has been utilized to empower women in the food sector through business management training for vendors in Lusaka, loans for food businesses in Ndola, a dedicated women's market in Kitwe, and urban agriculture training in Kabwe.","ai_generated":true,"unit":"glorespar-000131#insight-5","date_modified":"2026-10-23"},{"text":"The document identifies several national policies essential for food security, including the National Lands Policy for allocating urban food production land and the National Climate Change Policy for investing in climate-resilient urban infrastructure.","ai_generated":true,"unit":"glorespar-000131#insight-6","date_modified":"2026-10-23"}],"climate_tags":["food insecurity","urban agriculture","Climate-smart agriculture","climate change adaptation","climate finance","renewable energy","land tenure","urban planning"],"geography_discussed":["Southern Africa","Lusaka","Kitwe","Ndola","Kabwe","Solwezi"],"frame_perspective":[],"analysis_type":["policy analysis","household survey analysis"]},{"id":"sei-001995","url":"https://climateinsightsdirectory.org/document/sei-001995","title":"The SEI Urban Toolbox for Liveable Cities","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2023-05","source_url":"https://www.sei.org/wp-content/uploads/2023/05/urban-toolbox-brief-sei2023.028.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The SEI Urban Toolbox for Liveable Cities is a living digital resource hosted on the weADAPT platform, designed to gather SEI-developed tools for city officials, residents, and community groups. Developed through a four-phase co-design process involving internal reviews and workshops with stakeholders in Thailand, Kenya, Uganda, Rwanda, Zambia, and Colombia, the toolbox focuses on improving environmental conditions, health, and well-being. Key findings from stakeholder workshops emphasized a strong demand for tools that foster citizen science, participatory mapping, and open data access to inform decision-making. The toolbox organizes resources into four main domains: residents' wellbeing, neighbourhood conditions, environmental quality and ecosystem services, and cross-cutting issues.","ai_generated":true,"unit":"sei-001995#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Urban Toolbox was developed through a four-phase process: an external review of 55 urban tools, an internal review of SEI resources, co-design workshops with urban actors, and internal workshops with SEI tool developers.","ai_generated":true,"unit":"sei-001995#insight-1","date_modified":"2026-10-23"},{"text":"City stakeholders across multiple countries expressed a need for increased public participation in data collection and planning, specifically through tools for citizen science, participatory mapping, and multi-stakeholder dialogue frameworks.","ai_generated":true,"unit":"sei-001995#insight-2","date_modified":"2026-10-23"},{"text":"Stakeholders highlighted the necessity for data to be accessible to both policymakers and citizens to better inform urban decision-making.","ai_generated":true,"unit":"sei-001995#insight-3","date_modified":"2026-10-23"},{"text":"The toolbox categorizes SEI tools into four primary topic areas: residents' wellbeing (e.g., water, mobility), neighbourhood conditions (e.g., crime, sanitation), environmental quality and ecosystem services (e.g., urban heat islands, disaster risks), and cross-cutting issues.","ai_generated":true,"unit":"sei-001995#insight-4","date_modified":"2026-10-23"},{"text":"A review of specific SEI tools revealed that while some are highly valued, others are limited by requirements for specialist expertise, expensive equipment, or the fact that methodologies are hidden behind paywalls.","ai_generated":true,"unit":"sei-001995#insight-5","date_modified":"2026-10-23"},{"text":"The toolbox is hosted on the weADAPT platform to facilitate knowledge exchange, networking, and the addition of new tools as a 'living resource'.","ai_generated":true,"unit":"sei-001995#insight-6","date_modified":"2026-10-23"}],"climate_tags":["urban planning","climate change adaptation","disaster risk reduction","green infrastructure","urban heat island","air pollution"],"geography_discussed":["Thailand","Kenya","Uganda","Rwanda","Zambia","Colombia","Udon Thani","Nakuru","Kampala","Lusaka","Kigali","Bogotá"],"frame_perspective":[],"analysis_type":["co-design process","stakeholder consultation","tool review"]},{"id":"iisd-002344","url":"https://climateinsightsdirectory.org/document/iisd-002344","title":"A Gendered Analysis of Employment and Skills in the Large-Scale Mining Sector in Zambia","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2023-04","source_url":"https://www.iisd.org/system/files/2025-08/women-mine-of-the-future-zambia.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that women represent only about 10% of the Zambian mining workforce, primarily in support roles. Despite national policies like the Gender Equity and Equality Act of 2015, the sector suffers from a 'gender-blind attitude', persistent sexual harassment, and significant data gaps. The authors recommend standardizing gender-disaggregated data collection, promoting STEM education for girls, and implementing specific retention strategies to address the gender pay gap and structural barriers.","ai_generated":true,"unit":"iisd-002344#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women are significantly underrepresented in Zambia's large-scale mining sector, comprising approximately 10% of the workforce, which is lower than the global average of 14%. They are predominantly concentrated in support roles such as administration, human resources, and catering rather than technical positions.","ai_generated":true,"unit":"iisd-002344#insight-1","date_modified":"2026-10-23"},{"text":"There is a critical lack of standardized, gender-disaggregated data across the mining industry. National statistics are fragmented, and reporting requirements for mining companies do not stipulate the disaggregation of data by sex, which hinders the ability to monitor progress or inform policy reforms.","ai_generated":true,"unit":"iisd-002344#insight-2","date_modified":"2026-10-23"},{"text":"Despite the existence of the National Gender Policy and the Gender Equity and Equality Act of 2015, the mining sector often maintains a 'gender-blind' or 'gender-neutral' approach that fails to address gender-specific impacts or implement transformative change.","ai_generated":true,"unit":"iisd-002344#insight-3","date_modified":"2026-10-23"},{"text":"Women in the mining sector face persistent workplace challenges, including gender-based violence, sexual harassment, and biased recruitment practices, particularly regarding women who intend to start a family.","ai_generated":true,"unit":"iisd-002344#insight-4","date_modified":"2026-10-23"},{"text":"A significant gender gap exists in STEM (science, technology, engineering, and mathematics) education and careers in Zambia. Only 18% of tertiary students pursue STEM disciplines, and women are chronically underrepresented in these fields, which limits their access to high-level technical and management roles in mining.","ai_generated":true,"unit":"iisd-002344#insight-5","date_modified":"2026-10-23"},{"text":"Workplace infrastructure in the mining sector is often inadequate for women's needs. Only 12.2% of surveyed women reported access to daycare support facilities, and only 30.5% had access to dedicated toilets and change rooms.","ai_generated":true,"unit":"iisd-002344#insight-6","date_modified":"2026-10-23"},{"text":"There is a notable gender pay gap in the broader Zambian workforce, with women earning an average of 28% less than men.","ai_generated":true,"unit":"iisd-002344#insight-7","date_modified":"2026-10-23"}],"climate_tags":["gender equality"],"geography_discussed":["Copperbelt Province","Kitwe","Ndola","Chingola","Northwestern Province","Central Province","Lusaka"],"frame_perspective":[],"analysis_type":["baseline analysis","gap analysis","gendered analysis"]},{"id":"sei-002506","url":"https://climateinsightsdirectory.org/document/sei-002506","title":"Annual Results Report for 2022","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://www.sei.org/wp-content/uploads/2024/08/sei-annual-results-report-2022.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Stockholm Environment Institute (SEI) 2022 Annual Results Report details the organization's progress across three impact areas: reducing climate risk, promoting sustainable resource use and resilient ecosystems, and improving health and well-being. Key achievements include contributing to the COP27 decision to establish a loss and damage fund, developing the Global Environmental Impacts of Consumption (GEIC) indicator adopted at COP15, and implementing water management master plans in Bolivia. The report highlights the use of digital tools like LEAP, WEAP, and Trase to inform policy in various regions, including Africa, Asia, and Latin America. Organizationally, SEI reports an increase in scientific publications, a diversification of funding sources, and the implementation of a global monitoring, evaluation, and learning (MEL) procedure.","ai_generated":true,"unit":"sei-002506#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Global Environmental Impacts of Consumption (GEIC) indicator, based on SEI's IOTA footprinting model, was adopted as part of the 2022 UN Biodiversity Conference (COP15) agreement to help countries measure the environmental impacts of their consumption outside their borders.","ai_generated":true,"unit":"sei-002506#insight-1","date_modified":"2026-10-23"},{"text":"In Bolivia, the WATCH project resulted in the co-creation of three watershed master plans for the Tupiza, Pampa Huari, and Choqueyapu rivers to ensure equitable water access and empower local authorities.","ai_generated":true,"unit":"sei-002506#insight-2","date_modified":"2026-10-23"},{"text":"SEI supported the development of the Lancang-Mekong Environmental Cooperation Strategy and Action Framework (2023–2027) to improve cooperation on water resources and environmental issues among Cambodia, China, Lao PDR, Myanmar, Thailand, and Viet Nam.","ai_generated":true,"unit":"sei-002506#insight-3","date_modified":"2026-10-23"},{"text":"The institute's Trase tool provided detailed deforestation risk assessments for Belgium and Germany and helped the French government create a public risk assessment dashboard for soy imports.","ai_generated":true,"unit":"sei-002506#insight-4","date_modified":"2026-10-23"},{"text":"SEI collaborated with Athletics Kenya to implement the UNFCCC Sports for Climate Action Framework, which included installing air quality sensors in seven stadiums and sports facilities in Kenya.","ai_generated":true,"unit":"sei-002506#insight-5","date_modified":"2026-10-23"},{"text":"In Estonia, SEI developed a methodological approach and emissions factor database that enabled the Ministry of Defence to reduce its carbon footprint by 26% in 2021 compared to 2019.","ai_generated":true,"unit":"sei-002506#insight-6","date_modified":"2026-10-23"},{"text":"The Low Emissions Analysis Platform (LEAP) tool was used to support the development of Cambodia's first Clean Air Plan and Côte d'Ivoire's updated Nationally Determined Contribution (NDC), with the latter projecting the avoidance of over 7,000 premature deaths per year.","ai_generated":true,"unit":"sei-002506#insight-7","date_modified":"2026-10-23"},{"text":"SEI's scientific output increased in 2022, with 160 peer-reviewed journal articles published, including four in top-tier journals such as Nature Sustainability and Science.","ai_generated":true,"unit":"sei-002506#insight-8","date_modified":"2026-10-23"},{"text":"The institute's funding base is diversified, with core funding from the Swedish Government and Sida representing approximately 25% of total funding, while the remainder comes from research council grants and international collaboration projects.","ai_generated":true,"unit":"sei-002506#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate risk","climate finance","loss and damage","renewable energy","energy efficiency","decarbonization","air pollution","biodiversity","water management","sustainable consumption","deforestation","circular economy","biobased economy","climate change adaptation","disaster risk reduction","just transition","greenhouse gas emissions","methane","nature-based solutions"],"geography_discussed":["Sweden","Bolivia","Cambodia","People's Republic of China","Laos","Myanmar","Thailand","Vietnam","Algeria","Tunisia","Colombia","Pakistan","Estonia","Latvia","Lithuania","Finland","Ethiopia","Ivory Coast","Kenya","Zambia","Uganda","Germany","Belgium","France","Philippines","Lusaka","Bosnia and Herzegovina","Egypt"],"frame_perspective":[],"analysis_type":["results report","organizational assessment","impact evaluation"]},{"id":"issafri-002329","url":"https://climateinsightsdirectory.org/document/issafri-002329","title":"Práticas laborais chinesas em seis países da África Austral","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"pt","date_published":"2022-08","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/Mono-207-por.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies widespread labor rights violations by Chinese companies in Southern Africa, including low wages, unsafe working conditions, and unfair dismissals. It highlights a systemic failure of national governments to enforce labor laws, often exacerbated by corruption and political ties between Chinese investors and local elites. While some positive impacts on employment and infrastructure are noted, the study emphasizes the precarious nature of these jobs and the marginalization of trade unions.","ai_generated":true,"unit":"issafri-002329#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Across the six analyzed countries, employment conditions for African workers in Chinese firms are generally precarious, characterized by low wages, unpaid overtime, and unsafe work environments.","ai_generated":true,"unit":"issafri-002329#insight-1","date_modified":"2026-10-23"},{"text":"There is a widespread lack of formal employment contracts, particularly for unskilled or casual workers, which leaves them vulnerable to exploitation and prevents them from claiming benefits like annual leave or maternity leave.","ai_generated":true,"unit":"issafri-002329#insight-2","date_modified":"2026-10-23"},{"text":"Occupational health and safety standards are frequently ignored, especially in the mining sector, with reports of inadequate personal protective equipment (PPE), poor ventilation, and safety signage provided only in Chinese.","ai_generated":true,"unit":"issafri-002329#insight-3","date_modified":"2026-10-23"},{"text":"Unfair dismissals without due process or disciplinary hearings are the primary source of labor conflicts in the studied regions.","ai_generated":true,"unit":"issafri-002329#insight-4","date_modified":"2026-10-23"},{"text":"Trade unions often face intimidation, victimization, and restricted access to workplaces, while national-level union leadership is sometimes perceived as being compromised by Chinese interests.","ai_generated":true,"unit":"issafri-002329#insight-5","date_modified":"2026-10-23"},{"text":"In Angola's fishing sector, specifically in Caota, workers report extreme abuses including physical aggression, lack of contracts, and wages below the legal minimum.","ai_generated":true,"unit":"issafri-002329#insight-6","date_modified":"2026-10-23"},{"text":"In the Democratic Republic of Congo's construction sector, workers experience significant wage disparities between local and Chinese staff and a lack of risk insurance.","ai_generated":true,"unit":"issafri-002329#insight-7","date_modified":"2026-10-23"},{"text":"Lesotho's textile industry, dominated by Chinese and Taiwanese firms, is marked by a 'piece-rate' pay system that often leads to unpaid overtime and reports of gender-based sexual harassment used to maintain employment.","ai_generated":true,"unit":"issafri-002329#insight-8","date_modified":"2026-10-23"},{"text":"In South Africa, while some mining operations align with national laws due to strong union oversight, there are still reports of poor safety and non-compliance with Social and Labour Plans (SLPs).","ai_generated":true,"unit":"issafri-002329#insight-9","date_modified":"2026-10-23"},{"text":"Zambian copper mines operated by Chinese firms are accused of severe discrimination against local workers and failing to provide medical results of annual exams to hide occupational health damage.","ai_generated":true,"unit":"issafri-002329#insight-10","date_modified":"2026-10-23"},{"text":"In Zimbabwe, Chinese mining companies leverage close ties with political and military elites to operate with impunity, ignoring labor and environmental laws.","ai_generated":true,"unit":"issafri-002329#insight-11","date_modified":"2026-10-23"}],"climate_tags":["mining"],"geography_discussed":["Benguela Province","Kinshasa","Maseru","Limpopo","Copperbelt Province","Lusaka","Kenya","Ethiopia"],"frame_perspective":[],"analysis_type":["field research","comparative analysis","case studies"]},{"id":"saiia-001053","url":"https://climateinsightsdirectory.org/document/saiia-001053","title":"Zambian Civil Society’s Arduous APRM Journey","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"policy brief","language":"en","date_published":"2021-06","source_url":"https://saiia.org.za/wp-content/uploads/2021/07/Policy-Insights-108-mwape.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the 'arduous' journey of Zambian civil society in the APRM process, highlighting the establishment of a dedicated CSO APRM Secretariat in 2007 and its eventual closure in 2011. It details how the process was hindered by resource constraints, political instability following the death of President Levy Mwanawasa, and overlaps with a contentious national constitutional review. Key achievements include the production of an independent CSO thematic report that influenced the Country Self-Assessment Report and the Country Review Report. The author argues that the lack of a plan to monitor the National Programme of Action (NPoA) after the Secretariat's closure was a fundamental flaw, and emphasizes the need for long-term funding and collective capacity building for effective governance oversight.","ai_generated":true,"unit":"saiia-001053#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The APRM process in Zambia was delayed by the dual responsibility of the Justice Ministry, which served as the APRM Focal Point while simultaneously overseeing the national constitutional review process.","ai_generated":true,"unit":"saiia-001053#insight-1","date_modified":"2026-10-23"},{"text":"Zambia was the first member country to create a dedicated Civil Society APRM Secretariat, launched in July 2007, which operated as a loose, rotational alliance hosted by member institutions like FODEP and Caritas Zambia.","ai_generated":true,"unit":"saiia-001053#insight-2","date_modified":"2026-10-23"},{"text":"The National Governing Council (NGC) was criticized for being bloated and lacking independent representation, as the government appointed 47 members, many of whom were from government or quasi-government institutions, despite recommendations for a smaller, tripartite body.","ai_generated":true,"unit":"saiia-001053#insight-3","date_modified":"2026-10-23"},{"text":"The death of President Levy Mwanawasa in August 2008 and the subsequent presidential by-election halted national programs and delayed the start of the Country Self-Assessment Report (CSAR).","ai_generated":true,"unit":"saiia-001053#insight-4","date_modified":"2026-10-23"},{"text":"Civil society successfully influenced the official APRM outcomes by developing a rigorous, evidence-based thematic report that was incorporated into both the CSAR and the Country Review Report.","ai_generated":true,"unit":"saiia-001053#insight-5","date_modified":"2026-10-23"},{"text":"A critical failure in the Zambian APRM journey was the closure of the CSO Secretariat in 2011 without a strategy to monitor the implementation of the National Programme of Action (NPoA), leading to a lack of progress tracking.","ai_generated":true,"unit":"saiia-001053#insight-6","date_modified":"2026-10-23"},{"text":"Donor funding, primarily from GIZ, was often time-bound and activity-based, which forced civil society into short-term planning and hindered the ability to strategically manage shifting national and continental timelines.","ai_generated":true,"unit":"saiia-001053#insight-7","date_modified":"2026-10-23"}],"climate_tags":["civil society","governance","public policy"],"geography_discussed":["Tanzania","Mauritius","Kenya","Lesotho","Lusaka"],"frame_perspective":[],"analysis_type":["policy brief","case study"]},{"id":"sei-001697","url":"https://climateinsightsdirectory.org/document/sei-001697","title":"Monitoring, evaluation and learning to build better climate services","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2021-02","source_url":"https://www.sei.org/wp-content/uploads/2021/03/sei-discussion-brief-monitoring-of-tandem-framework-2021.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that effective climate services require an intentional MEL design based on outcome mapping to foster collaboration and adaptive management. It details the use of boundary partners, outcome challenges, and progress markers to track behavioral changes rather than just direct development impacts. The briefing recommends specific tools like the 'most significant change' technique and outcome harvesting to capture complex, non-linear results. An illustrative example from the FRACTAL project in Windhoek, Namibia, demonstrates how these elements are applied to different stakeholder groups, including city officials and climate service providers.","ai_generated":true,"unit":"sei-001697#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Tandem framework utilizes a co-design approach to create climate services that are tailored to specific contexts, aiming to support disaster risk reduction and climate change adaptation through seven iterative steps.","ai_generated":true,"unit":"sei-001697#insight-1","date_modified":"2026-10-23"},{"text":"Outcome mapping is proposed as a foundation for MEL within Tandem because it focuses on behavioral changes among 'boundary partners'—the individuals and organizations the program interacts with directly—rather than immediate development impacts.","ai_generated":true,"unit":"sei-001697#insight-2","date_modified":"2026-10-23"},{"text":"Intentional MEL design requires the formulation of 'outcome challenges' for each stakeholder group, which describe the expected change in behavior, and 'progress markers' that track evolution from simple progress to transformative outcomes.","ai_generated":true,"unit":"sei-001697#insight-3","date_modified":"2026-10-23"},{"text":"The 'sphere of influence' concept helps project designers ensure realism by distinguishing between the 'sphere of control' (direct boundary partners), the 'sphere of influence' (broader reachable networks), and the 'sphere of interest' (the wider group of climate-vulnerable beneficiaries).","ai_generated":true,"unit":"sei-001697#insight-4","date_modified":"2026-10-23"},{"text":"Two recommended tools for gathering qualitative information on outcomes are the 'most significant change' technique, which uses story-based dialogue to identify valued outcomes, and 'outcome harvesting', which verifies outcomes from reports and interviews.","ai_generated":true,"unit":"sei-001697#insight-5","date_modified":"2026-10-23"},{"text":"A robust MEL framework supports adaptive management by allowing climate services to remain flexible and recalibrate based on iterative learning and unanticipated outcomes, which is essential given the uncertainty of climate change.","ai_generated":true,"unit":"sei-001697#insight-6","date_modified":"2026-10-23"},{"text":"The FRACTAL project in Windhoek, Namibia, applied these principles by setting specific markers for different partners; for example, for the City of Windhoek Department of Water, Infrastructure and Technical Services, progress ranged from including capacity development in the CCSAP to the actual implementation of capacity strengthening actions.","ai_generated":true,"unit":"sei-001697#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Climate information service","climate change adaptation","disaster risk reduction","capacity building"],"geography_discussed":["Windhoek","Namibia","Lusaka","Zambia"],"frame_perspective":[],"analysis_type":["framework development","methodological guidance"]},{"id":"sei-001423","url":"https://climateinsightsdirectory.org/document/sei-001423","title":"Co-producing climate information for Windhoek decision making","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2020-10","source_url":"https://www.sei.org/wp-content/uploads/2021/01/janes-et-al-windhoek-climate-information-for-decision-making-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The FRACTAL project developed three Climate Risk Narratives (CRNs) for Windhoek to translate complex climate projections into non-technical, actionable scenarios for the 2040s. These narratives—ranging from 'much hotter and drier' to 'warmer with similar rainfall'—were co-produced through 'Learning Labs' involving scientists, city officials, and stakeholders. The CRNs served as 'boundary objects' to facilitate dialogue and inform the City of Windhoek's Integrated Climate Change Strategy and Action Plan (ICCSAP). Findings highlight critical vulnerabilities in water security due to increased evaporation and the disproportionate impact of flooding on informal settlements.","ai_generated":true,"unit":"sei-001423#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project developed three plausible future climate scenarios for Windhoek in the 2040s: one characterized by temperatures increasing by more than 2ºC and a one-third reduction in annual rainfall; another with slightly lower temperature increases and more rain later in the season; and a third with a 1-1.5ºC increase and similar total rainfall but more intense events.","ai_generated":true,"unit":"sei-001423#insight-1","date_modified":"2026-10-23"},{"text":"Climate Risk Narratives (CRNs) function as 'boundary objects' that bridge the gap between scientific data and policy practice, helping to overcome communication barriers and build trust between scientists and decision-makers.","ai_generated":true,"unit":"sei-001423#insight-2","date_modified":"2026-10-23"},{"text":"Across all three climate scenarios, higher temperatures are projected to increase evaporation, which reduces water availability in dams and reservoirs, a problem exacerbated by population growth and migration into Windhoek.","ai_generated":true,"unit":"sei-001423#insight-3","date_modified":"2026-10-23"},{"text":"Increased flooding risks, particularly in scenarios with late-season or intense rainfall, disproportionately affect informal settlements and necessitate the reconsideration of buffer zones and setback lines to limit construction near water courses.","ai_generated":true,"unit":"sei-001423#insight-4","date_modified":"2026-10-23"},{"text":"The co-production process revealed that scientific thresholds may not align with operational needs; for example, a city engineer found a 30°C threshold irrelevant, as structural integrity of manhole covers is only affected as temperatures approach 40°C.","ai_generated":true,"unit":"sei-001423#insight-5","date_modified":"2026-10-23"},{"text":"The CRNs were integrated into the development of the City of Windhoek's Integrated Climate Change Strategy and Action Plan (ICCSAP) and used in leadership workshops to raise awareness among city councillors and executives.","ai_generated":true,"unit":"sei-001423#insight-6","date_modified":"2026-10-23"}],"climate_tags":["informal housing","urban resilience","climate change scenario","climate change adaptation","Flood risk management","solar energy","heat stress","biodiversity loss"],"geography_discussed":["Khomas Region","South Africa","Lusaka"],"frame_perspective":[],"analysis_type":["co-production","climate projection distillation","stakeholder engagement"]},{"id":"sei-000874","url":"https://climateinsightsdirectory.org/document/sei-000874","title":"Refocusing the Climate Services Lens","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2020-09-23","source_url":"https://www.sei.org/publications/refocusing-the-climate-services-lens/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The authors argue for a shift in climate services from a narrow focus on products to a process-centric approach based on transdisciplinary collaboration. To facilitate this, they introduce the 'Tandem' framework, which provides structured elements and guiding questions to support the co-exploration and co-production of integrated climate information. The framework aims to improve knowledge integration across the science-society interface, identify decision-relevant needs, and build the institutional and human capacities necessary for climate-resilient decision-making.","ai_generated":true,"unit":"sei-000874#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors advocate for a paradigm shift in climate services, moving from a supply-driven emphasis on products toward a process-centric approach based on transdisciplinary collaboration. This shift is intended to generate long-term benefits such as enhanced institutional and human capacity and the establishment of relationships necessary for science-informed decision-making.","ai_generated":true,"unit":"sei-000874#insight-1","date_modified":"2026-10-23"},{"text":"The 'Tandem' framework is designed to facilitate science-informed policy and policy-informed science by achieving three primary goals: improving the design of transdisciplinary knowledge integration, co-exploring decision-relevant needs for integrated climate and non-climate information, and increasing the capacities and networks required to translate information into climate-resilient action.","ai_generated":true,"unit":"sei-000874#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","Climate information service","capacity building"],"geography_discussed":["Lusaka","Zambia"],"frame_perspective":[],"analysis_type":["framework development","case study"]},{"id":"issafri-001621","url":"https://climateinsightsdirectory.org/document/issafri-001621","title":"Africa First!","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"policy brief","language":"en","date_published":"2020-06","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/policybrief146.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that Africa is experiencing a growing economic divergence from the rest of the world, with GDP per capita projected to be less than one quarter of the global average by 2040. While human well-being indicators like life expectancy have improved, the continent's growth is constrained by an unproductive economic structure dominated by low-end informal services and a slow demographic transition. To ignite a 'growth revolution', the author advocates for a 'bottom-up' approach focusing on basic infrastructure, reducing fertility rates, and transitioning toward manufacturing and productive agriculture. The brief emphasizes that leveraging the fourth industrial revolution, renewable energy, and the African Continental Free Trade Area, alongside accountable leadership, is essential to reversing commodity dependence and achieving sustainable prosperity.","ai_generated":true,"unit":"issafri-001621#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Africa is seeing a widening economic gap compared to the rest of the world; while GDP per capita was about half the global average in 1960, it is projected to be less than one quarter by 2040.","ai_generated":true,"unit":"issafri-001621#insight-1","date_modified":"2026-10-23"},{"text":"Despite a projected economic increase of over 130% and average growth of 4.3% between 2020 and 2040, Africa's average income will only rise by 30% due to a population increase of 82%.","ai_generated":true,"unit":"issafri-001621#insight-2","date_modified":"2026-10-23"},{"text":"The continent's slow development is attributed to an unproductive economic structure where low-end services in the informal economy dominate, unlike in developed countries where the services sector enhances productivity.","ai_generated":true,"unit":"issafri-001621#insight-3","date_modified":"2026-10-23"},{"text":"Demographic factors are a primary constraint on productivity; the ratio of working-age persons to dependents only improves when fertility rates drop below 2.8 children per woman, a threshold Africa is not expected to reach until after 2050.","ai_generated":true,"unit":"issafri-001621#insight-4","date_modified":"2026-10-23"},{"text":"Agriculture and manufacturing are underperforming; Africa is a net food importer with an annual agricultural trade deficit near US$100 billion, and its manufacturing sector peaked around 1988 at below 15% of GDP.","ai_generated":true,"unit":"issafri-001621#insight-5","date_modified":"2026-10-23"},{"text":"A lack of basic infrastructure, such as potable water and sanitation, has increased vulnerability to climate change and hindered the mitigation of the COVID-19 pandemic.","ai_generated":true,"unit":"issafri-001621#insight-6","date_modified":"2026-10-23"},{"text":"To achieve a growth revolution, Africa must prioritize 'fixing the basics'—including primary education, literacy, and basic infrastructure—before investing in large industrial projects.","ai_generated":true,"unit":"issafri-001621#insight-7","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","climate change","agriculture","industrial manufacturing","urbanization","economic diversity"],"geography_discussed":["Addis Ababa","Lusaka","Nairobi","Lagos","Seychelles","Nigeria","East Asia","People's Republic of China","India","Netherlands","United States","France","Australia","Brazil","Cape Town"],"frame_perspective":[],"analysis_type":["economic forecasting","policy analysis"]},{"id":"sei-000270","url":"https://climateinsightsdirectory.org/document/sei-000270","title":"Game play to address climate change adaptation","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"guide","language":"en","date_published":"2020-01-28","source_url":"https://www.sei.org/publications/game-play-to-address-climate-change-adaptation/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Stockholm Environment Institute developed a terminology card game as part of the Future Resilience for African CiTies and Lands (FRACTAL) project to address gaps in understanding climate-related terms. The game is designed for use in 'Learning Labs' to create a 'level playing field' of knowledge between city stakeholders, scientists, and policy makers. Participants cooperatively categorize statements and actions under concepts such as weather, climate, adaptation, mitigation, sustainable development, and disaster risk reduction. The activity aims to facilitate 'transdisciplinary knowledge integration' and build working relationships to increase the uptake of science in urban policy and planning.","ai_generated":true,"unit":"sei-000270#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The terminology card game was developed to address the fact that terminology can act as a barrier to understanding climate change and taking action, particularly for those with limited interdisciplinary experience who may misunderstand terms like weather, climate, adaptation, mitigation, sustainable development, and disaster risk reduction.","ai_generated":true,"unit":"sei-000270#insight-1","date_modified":"2026-10-23"},{"text":"The game serves as a foundational exercise for 'Learning Labs', which are interactive sessions intended to foster two-way learning between diverse city stakeholders and climate information producers/scientists. This process is intended to help scientists understand the socioeconomic, financial, and political challenges of policy decisions, while giving stakeholders a better understanding of climate impacts.","ai_generated":true,"unit":"sei-000270#insight-2","date_modified":"2026-10-23"},{"text":"The activity is designed to be a non-threatening icebreaker that establishes a shared knowledge base, which the document describes as a \"level playing field\", enabling more advanced co-production and co-exploration to support adaptation decision-making.","ai_generated":true,"unit":"sei-000270#insight-3","date_modified":"2026-10-23"},{"text":"The game's practical implementation involves participants cooperatively assigning descriptive statements or actions (e.g., \"rainwater harvesting\" or \"a very hot day\") to large cards representing concepts like weather, climate, adaptation, mitigation, development, and disaster risk reduction, followed by facilitator-led corrections and reflections.","ai_generated":true,"unit":"sei-000270#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate change mitigation","disaster risk reduction","sustainable development","urban planning"],"geography_discussed":["Windhoek","Lusaka"],"frame_perspective":[],"analysis_type":["guide"]},{"id":"issafri-002754","url":"https://climateinsightsdirectory.org/document/issafri-002754","title":"South Africa’s support to peace and security in Burundi","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2019-09","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/sar29.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The report examines South Africa's historical and recent involvement in Burundi, highlighting a transition from significant military and diplomatic leadership during the Arusha Peace and Reconciliation Agreement to a more peripheral role following Burundi's 2015 political crisis. While South Africa has provided tangible support in electoral capacity building and civil service training, the report finds that bilateral agreements have been implemented in a fragmented manner. It emphasizes the value of 'citizen diplomacy' through civil society and academic exchanges, particularly in supporting Burundi's Truth and Reconciliation Commission. The authors argue that South Africa should leverage its remaining political capital and technical expertise through a holistic strategy that navigates complex regional dynamics involving the East African Community (EAC) and the International Conference for the Great Lakes Region (ICGLR).","ai_generated":true,"unit":"issafri-002754#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"South Africa's historical involvement in Burundi, particularly its role in the Arusha Peace and Reconciliation Agreement, established it as a credible leader in continental peace and security, though its role has been viewed as peripheral since the 2015 elections.","ai_generated":true,"unit":"issafri-002754#insight-1","date_modified":"2026-10-23"},{"text":"South Africa has provided targeted electoral support to Burundi since 2005, primarily through bilateral efforts involving the Independent Election Commission (IEC) and the UN Development Programme (UNDP), including an assessment mission in December 2014.","ai_generated":true,"unit":"issafri-002754#insight-2","date_modified":"2026-10-23"},{"text":"The Regional Capacity Building (RCB) project (2008–2013), funded by the Canadian International Development Agency for CAN$10 million, aimed to improve civil service management and leadership at the National School of Administration of Burundi (ENA Burundi).","ai_generated":true,"unit":"issafri-002754#insight-3","date_modified":"2026-10-23"},{"text":"Bilateral cooperation agreements signed in 2007 and 2011 cover defence, education, agriculture, and economic cooperation, but their implementation has been fragmented and lacks meaningful follow-up.","ai_generated":true,"unit":"issafri-002754#insight-4","date_modified":"2026-10-23"},{"text":"Economic diplomacy has declined since 2014, exemplified by South African Airways cancelling direct flights to Burundi in 2015 due to rising costs and falling profits.","ai_generated":true,"unit":"issafri-002754#insight-5","date_modified":"2026-10-23"},{"text":"South African civil society and academic institutions have significantly contributed to Burundi's transitional justice efforts, specifically by providing models and training for the Commission Vérité et Réconciliation (CVR).","ai_generated":true,"unit":"issafri-002754#insight-6","date_modified":"2026-10-23"},{"text":"South Africa has been criticized for a 'muted' and inconsistent foreign policy position on Burundi since 2015, including its endorsement of the government's Kayanza Road Map while ignoring the opposition's Entebbe Road Map.","ai_generated":true,"unit":"issafri-002754#insight-7","date_modified":"2026-10-23"},{"text":"Regional mediation efforts led by the East African Community (EAC), including the Inter-Burundi Dialogue facilitated by Benjamin Mkapa, have largely failed to deliver meaningful outcomes and ended in February 2019.","ai_generated":true,"unit":"issafri-002754#insight-8","date_modified":"2026-10-23"},{"text":"The International Conference for the Great Lakes Region (ICGLR) has been largely ineffective in addressing Burundi's crisis due to limited resources and a lack of impartiality caused by its headquarters being located in Bujumbura.","ai_generated":true,"unit":"issafri-002754#insight-9","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Lesotho","Namibia","South Sudan","Democratic Republic of the Congo","Uganda","Tanzania","Kenya","Bujumbura","Cape Town","Pretoria","Kigali","Johannesburg","Lusaka","Zambia","Angola","Luanda","Mauritania","Senegal","Gabon","Ethiopia","Ivory Coast","Equatorial Guinea"],"frame_perspective":[],"analysis_type":["foreign policy analysis","peace and security assessment","bilateral relations review"]},{"id":"sei-002803","url":"https://climateinsightsdirectory.org/document/sei-002803","title":"The Tandem framework: a holistic approach to co-designing climate services","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"policy brief","language":"en","date_published":"2019-05","source_url":"https://www.sei.org/wp-content/uploads/2019/05/tandem-framework.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Tandem framework addresses the 'usability gap' in climate services by shifting from provider-led to collaborative, transdisciplinary co-design. It outlines a seven-step iterative process—ranging from identifying adaptation challenges to maintaining the service—supported by cross-cutting components like sustainable financing and capacity building. The framework is illustrated through an urban water security case study in Lusaka, Zambia, where co-produced hydrological models helped stakeholders assess water demand against climate scenarios.","ai_generated":true,"unit":"sei-002803#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate services are frequently under-utilized due to a 'usability gap' where information is not tailored to the specific needs, capacities, or institutional contexts of decision-makers.","ai_generated":true,"unit":"sei-002803#insight-1","date_modified":"2026-10-23"},{"text":"Several systemic barriers hinder the use of climate information, particularly in the global South, including a lack of demand from decision-makers, limited technical capacity among users, and a mismatch between the scales of climate projections and policy needs.","ai_generated":true,"unit":"sei-002803#insight-2","date_modified":"2026-10-23"},{"text":"The Tandem framework consists of seven iterative steps: identifying adaptation challenges, engaging users/collaborators, understanding objectives and existing services, analyzing institutional contexts, co-exploring data needs, appraising adaptation options, and maintaining/evaluating the service.","ai_generated":true,"unit":"sei-002803#insight-3","date_modified":"2026-10-23"},{"text":"Effective co-design requires four cross-cutting components: tailored communication of climate concepts, continuous capacity and partnership building, the development of sustainable financing models, and integrated monitoring, evaluation, and learning (MEL).","ai_generated":true,"unit":"sei-002803#insight-4","date_modified":"2026-10-23"},{"text":"In Lusaka, Zambia, the application of the Tandem approach through 'Learning Labs' led to the co-development of a hydrological model for the Kafue River, revealing that while water is sufficient for demand, temperature increases of 1-2º Celsius could reduce hydropower reliability (and water pumping ability) to below 70%.","ai_generated":true,"unit":"sei-002803#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Climate information service","climate change adaptation","climate information","capacity building","climate finance"],"geography_discussed":["Lusaka","Zambia","Southeast Asia","Latin America","sub-Saharan Africa","Northern Europe"],"frame_perspective":[],"analysis_type":["framework proposal","case study"]}]}