{"query_echo":{"q":"","filters":{"analysis_type":["landscape monitoring"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'landscape monitoring' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=landscape+monitoring","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-001564","url":"https://climateinsightsdirectory.org/document/sei-001564","title":"Exploring the water-energy-food nexus in Rwanda’s Akagara Basin","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2018-11","source_url":"https://www.sei.org/wp-content/uploads/2018/11/rwanda-nexus-project-report-final-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report applies a 'nexus toolkit' to analyze the interactions between agricultural transformation, energy transition, and natural resource use in Rwanda, specifically within the Akagera Basin. Using policy coherence mapping and scenario modelling (Reference, Pessimistic, and Optimistic) up to 2050, the study finds that high population growth and climate change create severe pressure on water and biomass. Key findings indicate that ambitious national plans for irrigation and hydropower may be physically impossible to meet due to water scarcity, and that the transition to peat for electricity will increase GHG emissions despite reductions in cooking-fuel emissions. At the district level, the report identifies critical needs for improved water management, off-grid energy solutions, and a shift away from urban charcoal demand to combat deforestation.","ai_generated":true,"unit":"sei-001564#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The policy coherence analysis identifies potential conflicts where energy transitions could constrain agricultural transformations if water is prioritised for hydropower over irrigation, although synergies exist through multi-purpose dams.","ai_generated":true,"unit":"sei-001564#insight-1","date_modified":"2026-10-23"},{"text":"Modelling indicates that by 2050, total electricity demand will rise significantly across all scenarios, with the Reference scenario projecting a ten-fold increase from 440 GWh in 2010 to 4,134 GWh in 2050.","ai_generated":true,"unit":"sei-001564#insight-2","date_modified":"2026-10-23"},{"text":"The projected electricity mix for 2050 shows a shift toward peat and methane, which are expected to hold 52% and 9% shares respectively, while the share of hydropower is projected to decrease to approximately 16-17%.","ai_generated":true,"unit":"sei-001564#insight-3","date_modified":"2026-10-23"},{"text":"Interventions to adopt efficient cooking fuels and technologies can reduce household energy demand for cooking by up to 49% in the Optimistic scenario compared to the Reference scenario.","ai_generated":true,"unit":"sei-001564#insight-4","date_modified":"2026-10-23"},{"text":"Despite agricultural modernization, food demand is expected to outpace production by 2050; the unmet demand for food is projected to increase from 1.1 Mton/yr currently to between 1.9 and 2.5 Mton/yr depending on the scenario.","ai_generated":true,"unit":"sei-001564#insight-5","date_modified":"2026-10-23"},{"text":"Water availability is projected to be insufficient for both irrigation and hydropower by 2050 in all scenarios. In the Optimistic scenario, the total annual unmet demand for irrigation (approx. 22.5 km3) exceeds the total water availability for the study area (approx. 19 km3).","ai_generated":true,"unit":"sei-001564#insight-6","date_modified":"2026-10-23"},{"text":"Biomass scarcity remains a critical constraint across all scenarios, with wood demand continuing to exceed supply, posing a high risk of deforestation and forest degradation.","ai_generated":true,"unit":"sei-001564#insight-7","date_modified":"2026-10-23"},{"text":"Overall GHG emissions are projected to increase as energy supply grows and peat becomes a major electricity source, although the Optimistic scenario shows a 10% reduction compared to the Reference scenario due to cleaner cooking fuels.","ai_generated":true,"unit":"sei-001564#insight-8","date_modified":"2026-10-23"},{"text":"At the district level in Rutsiro, Bugesera, and Kirehe, major challenges include a lack of clean drinking water, high reliance on firewood (95-97% of families), and low agricultural productivity exacerbated by climate variability.","ai_generated":true,"unit":"sei-001564#insight-9","date_modified":"2026-10-23"},{"text":"Deforestation in the targeted districts is driven largely by agricultural land clearing and the production of charcoal to meet demand in urban areas, specifically Kigali.","ai_generated":true,"unit":"sei-001564#insight-10","date_modified":"2026-10-23"},{"text":"The report concludes that the 'pessimistic' scenario of slow development may be less damaging to natural resource sustainability than the 'optimistic' scenario, which sees diminishing returns on infrastructure due to absolute water limits.","ai_generated":true,"unit":"sei-001564#insight-11","date_modified":"2026-10-23"}],"climate_tags":["energy transition","hydropower","bioenergy","agricultural irrigation","deforestation","greenhouse gas emissions","climate resilience","water management","land degradation"],"geography_discussed":["Rutsiro District","Bugesera District","Kirehe District","Kigali","Tanzania","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["scenario modelling","policy coherence analysis","stakeholder engagement","landscape monitoring"]},{"id":"sei-001563","url":"https://climateinsightsdirectory.org/document/sei-001563","title":"Managing natural resources in Rwanda’s districts under competing development pressures","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"policy brief","language":"en","date_published":"2018","source_url":"https://www.sei.org/wp-content/uploads/2018/03/rwanda-nexus-district-development1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the tension between Rwanda's national development goals—such as becoming a middle-income country by 2020—and the resulting pressure on natural resources at the district level. Focusing on Rutsiro, Bugesera, and Kirehe, it identifies widespread scarcity of woody biomass and clean water, driven by urban demand for charcoal and traditional farming practices. It argues that while national strategies like the Green Growth and Climate Resilience Strategy exist, there is a gap in translating these into local action, necessitating tailored district-level solutions and national policy incentives to shift urban energy demand away from charcoal.","ai_generated":true,"unit":"sei-001563#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rwanda's national ambitions for agricultural growth and energy expansion create significant pressure on limited water and biomass resources, potentially leading to conflict over water demanded by hydropower, irrigation, and urban supply.","ai_generated":true,"unit":"sei-001563#insight-1","date_modified":"2026-10-23"},{"text":"Woody biomass scarcity is a critical issue across the studied districts, driven by the demand for construction materials, agricultural land, and charcoal, particularly to supply Kigali where approximately 70% of residents use charcoal for cooking.","ai_generated":true,"unit":"sei-001563#insight-2","date_modified":"2026-10-23"},{"text":"In the Rutsiro, Bugesera, and Kirehe districts, electricity access is extremely low, with 96–99% of the population lacking access and 95–97% of families relying on firewood for heating and cooking.","ai_generated":true,"unit":"sei-001563#insight-3","date_modified":"2026-10-23"},{"text":"Water scarcity and pollution drivers vary by district: Rutsiro faces infrastructure challenges due to hilly terrain and pollution from coltan mining, while Bugesera and Kirehe suffer from a lack of treatment plants and pollution from riverbank farming.","ai_generated":true,"unit":"sei-001563#insight-4","date_modified":"2026-10-23"},{"text":"Agricultural productivity in the studied districts is hindered by traditional, un-mechanized practices, limited irrigation, and a lack of finance for farmers to upgrade their farms.","ai_generated":true,"unit":"sei-001563#insight-5","date_modified":"2026-10-23"},{"text":"Addressing deforestation requires more than increasing biomass supply; it necessitates a national-level shift in urban demand from charcoal to alternative energy sources to free up land for agriculture or afforestation.","ai_generated":true,"unit":"sei-001563#insight-6","date_modified":"2026-10-23"}],"climate_tags":["biomass","deforestation","forest degradation","hydropower","renewable energy","clean cooking","agroforestry","climate resilience","water management"],"geography_discussed":["Kigali","Tanzania","Democratic Republic of the Congo","Akagera basin","Burundi","Uganda"],"frame_perspective":[],"analysis_type":["policy assessment","landscape monitoring"]}]}