{"query_echo":{"q":"","filters":{"climate_tags":["hydrological model"]},"warnings":[]},"total":{"value":18,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=hydrological+model","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":"zca-000062","url":"https://climateinsightsdirectory.org/document/zca-000062","title":"Almost USD 1 billion in Europe-bound Brazilian soy exposed to river port disruption annually by mid-century","publisher":{"name":"Zero Carbon Analytics","organization":"zero-carbon-analytics"},"document_type":"report","language":"en","date_published":"2026-06-11","source_url":"https://zerocarbon-analytics.org/nature/almost-usd-1-billion-in-europe-bound-brazilian-soy-exposed-to-river-port-disruption-annually-by-mid-century/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that by mid-century, between USD 300 million and almost USD 1 billion in annual soy trade bound for Europe could be exposed to disruption due to critically low river levels at the ports of Manaus and Santarém. This risk is driven by a combination of climate change and Amazon deforestation, which reduces rainfall and moisture cycling. The analysis highlights that major commodity traders like Cargill, Amaggi, and Bunge face significant financial exposure, and that EU importers are particularly vulnerable given their reliance on Brazilian soy for livestock feed. The document argues that protecting the Amazon forest is essential for maintaining the physical river infrastructure that compliant, deforestation-free supply chains depend on.","ai_generated":true,"unit":"zca-000062#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"By mid-century, annual soy trade bound for Europe transiting the ports of Manaus and Santarém during critically low river levels is projected to be between USD 300 million and almost USD 1 billion. At the higher estimate, this represents more than one-third of the USD 2.4 billion in annual Europe-bound soy passing through these ports.","ai_generated":true,"unit":"zca-000062#insight-1","date_modified":"2026-10-23"},{"text":"Major agricultural commodity traders face significant financial risk from port disruptions by the 2060s, with a combined exposure of up to USD 440 million. Cargill has the highest potential exposure at up to USD 346 million annually, followed by Amaggi (up to USD 60.5 million) and Bunge (up to USD 30 million).","ai_generated":true,"unit":"zca-000062#insight-2","date_modified":"2026-10-23"},{"text":"Specific European nations face varying levels of annual soy trade disruption by mid-century: Spain could see disruptions up to USD 146 million, the Netherlands up to USD 72 million, and the UK up to USD 50 million.","ai_generated":true,"unit":"zca-000062#insight-3","date_modified":"2026-10-23"},{"text":"Deforestation in the Amazon exacerbates drought and river flow decline by reducing moisture cycling and altering rainfall patterns. A 2026 Nature paper indicated that the southern basin saw an 8-11% decline in annual precipitation over 40 years, with up to 75% of this linked to deforestation.","ai_generated":true,"unit":"zca-000062#insight-4","date_modified":"2026-10-23"},{"text":"Recent extreme weather events have already caused severe economic losses in the region. In 2024, Hidrovias do Brasil reported a net loss exceeding USD 100 million (BRL 622 million) due to drought-disrupted navigation routes, while the Madeira River reached a record low that reduced cargo transport by 60%.","ai_generated":true,"unit":"zca-000062#insight-5","date_modified":"2026-10-23"},{"text":"There is a risk that river disruptions could accelerate deforestation if producers shift agricultural land closer to alternative transport corridors when river routes become unreliable.","ai_generated":true,"unit":"zca-000062#insight-6","date_modified":"2026-10-23"},{"text":"The EU Deforestation Regulation (EUDR) targets deforestation at the point of production but does not address the resilience of the river infrastructure. Consequently, some of the most compliant supply chains—at least 41.6% of soy through these ports is already under zero-deforestation commitments—are also the most exposed to physical port disruption.","ai_generated":true,"unit":"zca-000062#insight-7","date_modified":"2026-10-23"}],"climate_tags":["deforestation","climate change","hydrological model","climate finance"],"geography_discussed":["Europe","Spain","Netherlands","United Kingdom","France","Cerrado"],"frame_perspective":[],"analysis_type":["economic risk assessment","hydrological projection"]},{"id":"iisd-003718","url":"https://climateinsightsdirectory.org/document/iisd-003718","title":"Water Retention Beneficial Management Practices","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2025-05","source_url":"https://www.iisd.org/system/files/2025-05/water-retention-spatial-targeting-canada-prairies.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details a spatial targeting strategy for phosphorus reduction in the Canadian Prairies, using the Swan Lake study area as a pilot. It integrates the PTMApp model with HEC-HMS and HEC-RAS to account for regional hydrological specifics, such as spring runoff and non-contributing areas. Key findings highlight that default PTMApp settings may overestimate BMP efficiency during spring runoff and that high-quality land-use data is critical to avoid significant errors in nutrient load estimates. The report also discusses the practical application of these models for government and First Nations stakeholders, emphasizing the value of local knowledge and the need for compensation programs to encourage BMP adoption on high-value cropland.","ai_generated":true,"unit":"iisd-003718#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 2-year spring runoff event in the Swan Lake study area is estimated to be approximately 78% larger in total volume than the runoff generated from a 10-year 24-hour rainfall event using the SCS curve number method.","ai_generated":true,"unit":"iisd-003718#insight-1","date_modified":"2026-10-23"},{"text":"Default PTMApp methodology for farm pond/wetland BMPs can be inaccurate for large flow events because the decay coefficient is too low, potentially overestimating treatment efficiency when most water spills untreated.","ai_generated":true,"unit":"iisd-003718#insight-2","date_modified":"2026-10-23"},{"text":"In the Swan Lake study area, 21.1% of farm pond/wetland BMPs (106 out of 503) have reduction ratios lower than 1.0 for the 2-year spring runoff event, meaning their efficiency is sensitive to the inflow scenario.","ai_generated":true,"unit":"iisd-003718#insight-3","date_modified":"2026-10-23"},{"text":"Incorrect land-use data can lead to significant overestimations of nutrient reduction; in one case, a downstream farm pond/wetland BMP's TP reduction was overestimated by 47.7% due to an erroneous barren land assignment.","ai_generated":true,"unit":"iisd-003718#insight-4","date_modified":"2026-10-23"},{"text":"The use of HEC-RAS to identify non-contributing areas provides a critical filtering criterion for BMPs, as many highly feasible and effective sites overlap with areas that contribute little to no flow during average years.","ai_generated":true,"unit":"iisd-003718#insight-5","date_modified":"2026-10-23"},{"text":"There is a significant conflict between the most cost-effective BMP locations and high-value agricultural land, suggesting that compensation programs are necessary to make BMP implementation viable for producers.","ai_generated":true,"unit":"iisd-003718#insight-6","date_modified":"2026-10-23"},{"text":"Local knowledge from Indigenous communities, such as the Swan Lake First Nation, can identify non-contributing areas that models may miss, highlighting the importance of engaging stakeholders early in the modelling cycle.","ai_generated":true,"unit":"iisd-003718#insight-7","date_modified":"2026-10-23"}],"climate_tags":["hydrological model","climate change","Flood mitigation"],"geography_discussed":["Prince Edward Island","Quebec","Ontario"],"frame_perspective":[],"analysis_type":["case study","modelling strategy","technical guidance"]},{"id":"iai-000041","url":"https://climateinsightsdirectory.org/document/iai-000041","title":"Escenarios costeros en el Caribe (CCS): un análisis integrado de las conexiones tierra-costa para guiar el uso sustentable y la protección de los ecosistemas costeros","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"executive summary","language":"en","date_published":"2024-09-16","source_url":"https://iai.int/en/escenarios-costeros-en-el-caribe-ccs-un-analisis-integrado-de-las-conexiones-tierra-costa-para-guiar-el-uso-sustentable-y-la-proteccion-de-los-ecosistemas-costeros-crn-2061/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project analyzes the connection between inland watersheds and coastal ecosystems in several Caribbean island nations. It utilizes hydrological modeling of 84 catchments to assess how land-cover, soil, and human activities—such as urban wastewater discharge in Puerto Rico and deforestation in the Dominican Republic—affect water quality and coastal resources.","ai_generated":true,"unit":"iai-000041#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human alterations to rivers, including the construction of dams, channeling, and sewage discharge, have led to increased sedimentation, nutrient export, and algal biomass, while decreasing overall water quality.","ai_generated":true,"unit":"iai-000041#insight-1","date_modified":"2026-10-23"},{"text":"In Puerto Rico, approximately 80% of the population resides in urban areas, and only about 50% of wastewater is treated, leading to river contamination from phosphate and nitrate in sewage effluents.","ai_generated":true,"unit":"iai-000041#insight-2","date_modified":"2026-10-23"},{"text":"The upper Haina River watershed in the Dominican Republic is affected by slash-and-burn agriculture, overgrazing, and deforestation, which results in high peak runoff that causes property destruction, infrastructure damage, flooding, and occasional loss of life.","ai_generated":true,"unit":"iai-000041#insight-3","date_modified":"2026-10-23"},{"text":"The Dominican Republic and Cuba are experiencing an expansion of water-intensive rice cultivation, creating conflicts in future water allocations due to competing demands and growing populations.","ai_generated":true,"unit":"iai-000041#insight-4","date_modified":"2026-10-23"}],"climate_tags":["coastal ecosystem","water quality","climate change","deforestation","wastewater treatment","hydrological model"],"geography_discussed":["Haiti"],"frame_perspective":[],"analysis_type":["quantitative analysis","modelling"]},{"id":"sei-001137","url":"https://climateinsightsdirectory.org/document/sei-001137","title":"Hydro-ecological monitoring of high-elevation wetlands in the Katari watershed, Bolivia","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2021-10","source_url":"https://www.sei.org/wp-content/uploads/2021/10/211027c-burton-fernandez-katari-wetlands-2109g.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document describes the use of a WEAP model and a 36-year remote sensing dataset (1984–2020) to analyze bofedales wetlands in Bolivia's Katari watershed. It identifies that while glacier retreat in the Cordillera Real is evident, bofedales currently show a greening trend potentially due to increased meltwater and higher temperatures, though long-term decline is expected as aquifer recharge drops. The study also notes that human activities, including overgrazing and mining-related groundwater extraction, are deteriorating wetland health.","ai_generated":true,"unit":"sei-001137#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bofedales wetlands in Bolivia, particularly in the La Paz-El Alto region, are deteriorating due to human pressures including urbanization, overgrazing, dam construction, and groundwater extractions for mining.","ai_generated":true,"unit":"sei-001137#insight-1","date_modified":"2026-10-23"},{"text":"Remote sensing analysis of 222 satellite images from 1984 to 2020 shows that wetlands below 4,200 metres are greener and more productive than those above 4,600 metres, likely due to more constant groundwater outflows and higher temperatures.","ai_generated":true,"unit":"sei-001137#insight-2","date_modified":"2026-10-23"},{"text":"Climate change has caused a dramatic loss of glacier area in the Cordillera Real; however, bofedales currently exhibit a general greening trend, possibly due to increased rainwater and snow melt.","ai_generated":true,"unit":"sei-001137#insight-3","date_modified":"2026-10-23"},{"text":"Despite current greening, climate change is expected to negatively impact the wetlands in the long term as precipitation patterns alter and glacier retreat leads to a decline in aquifer recharge.","ai_generated":true,"unit":"sei-001137#insight-4","date_modified":"2026-10-23"}],"climate_tags":["glacier retreat","groundwater recharge","hydrological model","remote sensing"],"geography_discussed":["La Paz-El Alto","Titicaca","Peru","Cordillera Real","Andes"],"frame_perspective":[],"analysis_type":["remote sensing analysis","hydrological modelling"]},{"id":"sei-000345","url":"https://climateinsightsdirectory.org/document/sei-000345","title":"Hydro-ecological monitoring and modelling of high-altitude wetlands in the Katari watershed, Bolivia","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2021-01-26","source_url":"https://www.sei.org/projects/hydro-ecological-monitoring-and-modelling-of-high-altitude-wetlands-in-the-katari-watershed-bolivia/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project focuses on the Katari watershed in Bolivia, where high-altitude wetlands known as \"bofedales\" are critical for regulating water balance and supplying drinking water to La Paz and El Alto. These ecosystems are currently deteriorating due to climate change, glacier retreat, rapid urbanization, overgrazing, and mining-related groundwater extraction. To address this, the Stockholm Environment Institute (SEI) is using multi-temporal remote sensing data from 1984-2020 and the WEAP modelling platform to establish eco-hydrological baselines and evaluate potential conflicts between urban water demands and the preservation of these wetlands.","ai_generated":true,"unit":"sei-000345#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"High-altitude wetlands called \"bofedales,\" located above 3,800 meters in the Andean plateaus, are essential for sustainable water supply because they regulate the soil and nutrients cycle and the water balance of mountain watersheds.","ai_generated":true,"unit":"sei-000345#insight-1","date_modified":"2026-10-23"},{"text":"The Katari watershed, covering approximately 700km2, provides a primary water source for the cities of La Paz and El Alto, but is experiencing severe water quality degradation due to rapid urbanization and a lack of environmental territorial planning.","ai_generated":true,"unit":"sei-000345#insight-2","date_modified":"2026-10-23"},{"text":"Wetland health in the region is declining due to a combination of climate change, the retreat of mountain glaciers, increased urban water demand, the construction of dams, overgrazing, and groundwater extraction for mining.","ai_generated":true,"unit":"sei-000345#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","glacier retreat","water-supply management","water quality","remote sensing","hydrological model","urbanization"],"geography_discussed":["La Paz Department","La Paz","El Alto","Batallas Municipality","Pucarani Municipality","Andes Province"],"frame_perspective":[],"analysis_type":["project description","environmental assessment"]},{"id":"sei-001447","url":"https://climateinsightsdirectory.org/document/sei-001447","title":"Escenarios de Cambio Climático: Método k-NN","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"es","date_published":"2020-06","source_url":"https://www.sei.org/wp-content/uploads/2020/06/knndiscussionbrief-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines a methodology employed by the Stockholm Environment Institute (SEI) to bridge the gap between global climate models and local water resource planning. Because General Circulation Models (GCMs) from the CMIP5 project lack the spatial resolution (40–120km) necessary for local hydrological assessment, SEI uses the k-NN statistical downscaling method. This process involves selecting high-performing GCMs based on eight climate attributes and using them to create synthetic daily series for temperature and precipitation from 2020 to 2100. These series are then integrated into the Water Evaluation and Planning (WEAP) system to explore robust adaptation alternatives for water service providers and environmental agencies.","ai_generated":true,"unit":"sei-001447#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"General Circulation Models (GCMs) from the CMIP5 project are the primary source for long-term climate change scenarios, but their spatial resolution of 40–120km is insufficient for local water resource planning.","ai_generated":true,"unit":"sei-001447#insight-1","date_modified":"2026-10-23"},{"text":"The k-NN method is a non-parametric statistical downscaling technique that generates synthetic daily climate series for temperature and precipitation for the period 2020–2100, which are then used to inform the Water Evaluation and Planning (WEAP) system.","ai_generated":true,"unit":"sei-001447#insight-2","date_modified":"2026-10-23"},{"text":"The k-NN methodology preserves attributes from historical series and captures daily resolution climate attributes while maintaining spatial correlation, allowing for the construction of climate series tailored to specific planning needs.","ai_generated":true,"unit":"sei-001447#insight-3","date_modified":"2026-10-23"},{"text":"The process for generating synthetic series involves eight steps, including the compilation of at least two decades of historical daily meteorology, the selection of GCMs based on eight quantitative and qualitative climate attributes, and the application of k-NN to predict local climate attributes (Y) using GCM attributes (X).","ai_generated":true,"unit":"sei-001447#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change scenario","hydrological model","temperature","precipitation","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological briefing"]},{"id":"sei-000195","url":"https://climateinsightsdirectory.org/document/sei-000195","title":"Assessing Climate Change Impacts on River Flows in the Tonle Sap Lake Basin, Cambodia","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2019-03-25","source_url":"https://www.sei.org/publications/assessing-climate-change-impacts-on-river-flows-in-the-tonle-sap-lake-basin-cambodia/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study addresses the lack of hydrological monitoring in the tributaries of Cambodia's Tonle Sap Lake, which contribute 25–30% of the annual flow and are critical for maintaining dry-season lake levels. It aims to simulate baseline flows and project future climate change impacts across 11 sub-basins to support water resource management in a country where 80% of the population depends on agriculture.","ai_generated":true,"unit":"sei-000195#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The tributaries of the Tonle Sap Lake are critical for maintaining water levels during the dry season and contribute 25–30% of the annual flow, with precipitation accounting for 12.5%.","ai_generated":true,"unit":"sei-000195#insight-1","date_modified":"2026-10-23"},{"text":"Cambodia is highly vulnerable to climate change because approximately 80% of its population relies on the agriculture sector for their livelihoods, making them susceptible to food shortages and crop failures caused by flooding and water scarcity.","ai_generated":true,"unit":"sei-000195#insight-2","date_modified":"2026-10-23"},{"text":"Water resources in the Tonle Sap basin have been degraded by several factors, including hydropower demand, agricultural expansion, deforestation, urbanization, and rapid population growth.","ai_generated":true,"unit":"sei-000195#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate impact","water management","hydrological model","agriculture","food security","deforestation","hydropower"],"geography_discussed":["Southeast Asia","Mekong River"],"frame_perspective":[],"analysis_type":["hydrological simulation","impact assessment"]},{"id":"napglob-000176","url":"https://climateinsightsdirectory.org/document/napglob-000176","title":"Assessment of the Current and Future Available Water Resources Under Different Climate Scenarios in the Lake Bunyonyi Catchment, Uganda","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2019-02","source_url":"https://napglobalnetwork.org/wp-content/uploads/2019/10/napgn-en-2019-assessment-of-the-current-and-future-available-water-resources-under-different-climate-scenarios-in-the-lake-bunyonyi-catchment-uganda.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates the hydrological impact of climate change on the Lake Bunyonyi catchment within the Ruhezamyenda catchment in southwestern Uganda. Using the COSERO hydrological model and CMIP5 global climate model ensembles under RCP4.5 and RCP8.5 scenarios, the study projects increases in temperature, precipitation, and evapotranspiration for the mid-term (2041\u00132070) and far future (2071\u00132100). While runoff trends show significant uncertainty, there is a general trend toward increasing runoff, particularly in the far future under RCP8.5. The report identifies 'no-regrets' adaptation options focusing on governance, land management, and data collection to address risks such as soil erosion, landslides, and wetland degradation.","ai_generated":true,"unit":"napglob-000176#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Ruhezamyenda catchment is identified as one of 15 hotspot catchments in Uganda threatened by water scarcity, deforestation, soil erosion, loss of wetlands, and population pressure.","ai_generated":true,"unit":"napglob-000176#insight-1","date_modified":"2026-10-23"},{"text":"Between 1987 and 2014, the Lake Bunyonyi catchment experienced significant land-use changes, primarily the conversion of tropical high forests to small-scale farmland and woodlots, and a 3.8 per cent decline in wetland areas.","ai_generated":true,"unit":"napglob-000176#insight-2","date_modified":"2026-10-23"},{"text":"All climate simulations project an increase in mean annual temperature for the Ruhezamyenda catchment. For RCP4.5, the median increase is approximately 1.5C to 2.0C by 2100, while for RCP8.5, the median increase is approximately 2.5C to 4.0C.","ai_generated":true,"unit":"napglob-000176#insight-3","date_modified":"2026-10-23"},{"text":"Mean annual precipitation is generally simulated to increase for both future periods. Under RCP4.5, increases range from approximately 0 to 50 per cent, and under RCP8.5, changes range from -25 to +75 per cent compared to the 1971\u00132000 period.","ai_generated":true,"unit":"napglob-000176#insight-4","date_modified":"2026-10-23"},{"text":"Increased air temperatures are projected to lead to higher potential evapotranspiration (PET) and actual evapotranspiration (AET). In the RCP8.5 far future scenario, the median GCM indicates PET will be higher by about 12 mm/month and AET will increase by approximately 8 mm/month.","ai_generated":true,"unit":"napglob-000176#insight-5","date_modified":"2026-10-23"},{"text":"Runoff simulations for the future periods 2041\u00132070 and 2071\u00132100 show a slight trend toward increasing runoff compared to 1971\u00132000, though results contain large uncertainties. The increasing trend is stronger under the far future RCP8.5 scenario, with simulated increases up to 200 mm/yr.","ai_generated":true,"unit":"napglob-000176#insight-6","date_modified":"2026-10-23"},{"text":"The risk of significant water availability shortcomings for 2041\u00132100 is considered low, unless there is a significant increase in domestic water demands or the implementation of large-scale dam construction and irrigation schemes.","ai_generated":true,"unit":"napglob-000176#insight-7","date_modified":"2026-10-23"},{"text":"The study recommends 'no-regrets' adaptation options, including the implementation of terraces and bund systems to manage soil erosion, stopping the conversion of wetlands to farmland or eucalyptus woodlots, and establishing a continuous hydro-meteorological observation network.","ai_generated":true,"unit":"napglob-000176#insight-8","date_modified":"2026-10-23"}],"climate_tags":["water management","hydrological model","climate change adaptation","precipitation","soil erosion","land-use change","Integrated Water Resources Management"],"geography_discussed":["Kabale","Rubanda District","Lake Victoria","Jinja"],"frame_perspective":[],"analysis_type":["hydrological assessment","climate projection","adaptation planning"]},{"id":"ucs-001290","url":"https://climateinsightsdirectory.org/document/ucs-001290","title":"A Guide to California’s Groundwater Sustainability Plans","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"guide","language":"en","date_published":"2017-09","source_url":"https://www.ucs.org/sites/default/files/attach/2017/10/ws-report-CAtoolkit-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document explains the requirements of California's Sustainable Groundwater Management Act (SGMA), detailing the components of Groundwater Sustainability Plans (GSPs) and the role of Groundwater Sustainability Agencies (GSAs). It identifies six 'undesirable results' that plans must avoid, such as land subsidence and seawater intrusion, and explains the technical tools used to manage these, including water budgets and hydrologic models. The guide emphasizes the subjective nature of 'sustainability' and provides a framework for stakeholders to engage in the planning process, set minimum thresholds, and collaborate with technical experts to ensure plans reflect community values.","ai_generated":true,"unit":"ucs-001290#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Sustainable Groundwater Management Act (SGMA) requires each groundwater basin in California to develop a groundwater sustainability plan (GSP) to be approved by the California Department of Water Resources. These plans must be achieved by 2040, or 2042 for lower-priority basins.","ai_generated":true,"unit":"ucs-001290#insight-1","date_modified":"2026-10-23"},{"text":"A GSP must contain four primary components: a description of the plan area and basin setting (including a water budget), a sustainability goal that avoids six specific 'undesirable results', projects and management actions to reach that goal, and a monitoring plan.","ai_generated":true,"unit":"ucs-001290#insight-2","date_modified":"2026-10-23"},{"text":"There are six types of 'undesirable results' that sustainability plans aim to avoid: significant and unreasonable reduction of groundwater storage, lowering of groundwater levels, seawater intrusion, degraded water quality, land subsidence, and depletions of interconnected surface water.","ai_generated":true,"unit":"ucs-001290#insight-3","date_modified":"2026-10-23"},{"text":"Sustainability is defined locally and is largely subjective, as there is no single technical definition. Communities must decide the acceptable level of damage or the desired amount of repair for each undesirable result, though they cannot threaten the sustainability goals of neighboring basins.","ai_generated":true,"unit":"ucs-001290#insight-4","date_modified":"2026-10-23"},{"text":"GSAs use 'minimum thresholds' (numeric failure points) and 'measurable objectives' (forward-looking goals) to manage basins. Minimum thresholds may vary by time (e.g., summer vs. winter) or space (e.g., populated vs. unpopulated areas).","ai_generated":true,"unit":"ucs-001290#insight-5","date_modified":"2026-10-23"},{"text":"Water budgets and hydrologic models are essential technical tools. While water budgets track total inflows and outflows to determine safe yield, hydrologic models provide three-dimensional, geographically specific data to test 'if...then' scenarios and project future conditions including climate change.","ai_generated":true,"unit":"ucs-001290#insight-6","date_modified":"2026-10-23"},{"text":"SGMA mandates the active involvement of diverse stakeholders, including the general public, agricultural users, domestic well owners, municipal well operators, public water systems, local land-use planning agencies, environmental interests, surface water users, the federal government, California Native American tribes, and disadvantaged communities.","ai_generated":true,"unit":"ucs-001290#insight-7","date_modified":"2026-10-23"}],"climate_tags":["hydrological model","water quality","climate change"],"geography_discussed":["Central Valley","Gridley"],"frame_perspective":[],"analysis_type":["policy guide","technical framework"]},{"id":"ucs-001291","url":"https://climateinsightsdirectory.org/document/ucs-001291","title":"Guía para entender los planes de sustentabilidad de aguas subterráneas de California","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"guide","language":"es","date_published":"2017-09","source_url":"https://www.ucs.org/sites/default/files/attach/2017/10/ws-report-CAtoolkit-sp.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document explains the framework of California's Sustainable Groundwater Management Act (SGMA), which requires local Groundwater Sustainability Agencies (GSAs) to achieve groundwater sustainability by 2040 (or 2042 for low-priority basins). It details the four main components of a Groundwater Sustainability Plan (GSP): basin description, sustainable goals to avoid six 'undesirable outcomes', management projects, and monitoring plans. The guide emphasizes that sustainability is a social and technical definition determined by local community values. It provides a framework for understanding water budgets and hydrological models, stressing the need for open-source software and the integration of community values into technical data. Finally, it outlines pathways for public engagement, such as joining GSA boards or advisory committees, and lists critical questions to ensure transparency and accountability in the planning process.","ai_generated":true,"unit":"ucs-001291#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Sustainable Groundwater Management Act (SGMA) mandates that local Groundwater Sustainability Agencies (GSAs) achieve sustainability by 2040, or by 2042 for basins designated as low priority.","ai_generated":true,"unit":"ucs-001291#insight-1","date_modified":"2026-10-23"},{"text":"A Groundwater Sustainability Plan (GSP) must include four primary elements: a description of the basin's current and future conditions (including a water budget), a sustainable goal to avoid six specific undesirable outcomes, management actions to reach that goal, and a monitoring plan.","ai_generated":true,"unit":"ucs-001291#insight-2","date_modified":"2026-10-23"},{"text":"There are six defined 'undesirable outcomes' that GSPs aim to avoid: excessive reduction in groundwater storage, excessive decline in groundwater levels, excessive seawater intrusion, excessive degradation of water quality, excessive land subsidence, and excessive depletion of interconnected surface water.","ai_generated":true,"unit":"ucs-001291#insight-3","date_modified":"2026-10-23"},{"text":"Sustainability is defined locally and is considered subjective, as communities must decide the level of acceptable damage or desired repair for each undesirable outcome through 'minimum thresholds' (numerical failure points) and 'measurable objectives'.","ai_generated":true,"unit":"ucs-001291#insight-4","date_modified":"2026-10-23"},{"text":"Water budgets are used to calculate 'sustainable yield' (the amount of water that can be extracted without causing an undesirable outcome), which differs from 'safe yield' (which only ensures that inflows equal or exceed outflows to avoid storage reduction).","ai_generated":true,"unit":"ucs-001291#insight-5","date_modified":"2026-10-23"},{"text":"Hydrological models are essential for spatial and temporal analysis and for testing management scenarios, but they cannot define community values or determine what constitutes an undesirable outcome.","ai_generated":true,"unit":"ucs-001291#insight-6","date_modified":"2026-10-23"},{"text":"The law requires that hydrological models developed for GSPs after June 1, 2016, must use free, public-domain software to ensure transparency and accessibility.","ai_generated":true,"unit":"ucs-001291#insight-7","date_modified":"2026-10-23"},{"text":"Climate change effects must be incorporated into hydrological models using a planning horizon of 50 years, utilizing various global climate models and emission scenarios.","ai_generated":true,"unit":"ucs-001291#insight-8","date_modified":"2026-10-23"},{"text":"GSAs are legally obligated to encourage active participation from diverse social, cultural, and economic groups, including agricultural users, domestic well owners, environmental groups, and disadvantaged communities.","ai_generated":true,"unit":"ucs-001291#insight-9","date_modified":"2026-10-23"},{"text":"The GSP approval process involves three steps: approval by the GSA board in a public meeting, submission to the California Department of Water Resources (DWR) for evaluation, and potential intervention by the State Water Resources Control Board (SWRCB) if the plan is deemed inadequate.","ai_generated":true,"unit":"ucs-001291#insight-10","date_modified":"2026-10-23"}],"climate_tags":["hydrological model","climate change","water quality","environmental justice"],"geography_discussed":["Central Valley","Gridley"],"frame_perspective":[],"analysis_type":["guide","policy analysis"]},{"id":"cdkn-000572","url":"https://climateinsightsdirectory.org/document/cdkn-000572","title":"Using climate information to achieve long-term development objectives in Zambia","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"policy brief","language":"en","date_published":"2015-01","source_url":"http://cdkn.org/wp-content/uploads/2015/01/FCFA_PolicyBrief_Zambia_WEB1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The FCFA Zambia pilot study found that climate information is not currently used for long-term planning or infrastructure decisions in Zambia. While there is high demand for high-resolution projections, decision-makers often overlook the associated uncertainty. The brief recommends investing in 'adaptation ready' science, creating institutional incentives for collaboration between scientists and planners, and adopting interactive engagement methods like gamification to build trust and improve data flow. It also advocates for open data systems to break down departmental silos and the implementation of forecast-based financing to trigger early action before climate disasters occur.","ai_generated":true,"unit":"cdkn-000572#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A pilot study in Zambia revealed that climate information is not currently being used to inform decisions regarding long-lived infrastructure or long-term planning.","ai_generated":true,"unit":"cdkn-000572#insight-1","date_modified":"2026-10-23"},{"text":"Decision-makers in Zambia show strong demand for high-resolution climate projections but generally fail to recognize that increased geographic detail leads to higher levels of uncertainty.","ai_generated":true,"unit":"cdkn-000572#insight-2","date_modified":"2026-10-23"},{"text":"There is a need for 'adaptation ready' climate science that focuses on real-world system thresholds, such as the probability of extreme rainfall events over 5-40 years or critical temperature levels for human health, rather than just annual or seasonal averages.","ai_generated":true,"unit":"cdkn-000572#insight-3","date_modified":"2026-10-23"},{"text":"Institutional barriers often isolate science providers from development planners; the brief suggests system-based approaches and organizational structures designed for dynamic relationships to align climate services with user needs.","ai_generated":true,"unit":"cdkn-000572#insight-4","date_modified":"2026-10-23"},{"text":"Interactive and creative engagement methods, such as serious games and experiential learning, can overcome communication barriers and build the trust necessary for climate-smart decision-making.","ai_generated":true,"unit":"cdkn-000572#insight-5","date_modified":"2026-10-23"},{"text":"The lack of open data systems in Zambia hinders adaptation, as environmental data collected by departments like the Meteorological Department, Department of Water Affairs, and Department of Agriculture are often inaccessible to other government officials.","ai_generated":true,"unit":"cdkn-000572#insight-6","date_modified":"2026-10-23"},{"text":"Forecast-based financing is proposed as a tool to enable early action in Zambia, such as distributing mosquito nets or prepositioning relief items before flooding occurs upstream of Victoria Falls.","ai_generated":true,"unit":"cdkn-000572#insight-7","date_modified":"2026-10-23"},{"text":"The 'UpRiver' prototype game in Zambia demonstrates the potential of combining participatory sensing and gamification to crowdsource water level data along the Zambezi River to calibrate hydrological models and increase trust in flood warnings.","ai_generated":true,"unit":"cdkn-000572#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Climate information service","climate change adaptation","climate risk management","climate change scenario","early warning system","hydrological model"],"geography_discussed":["Africa","Kazungula District","Zambezi River","Victoria Falls"],"frame_perspective":[],"analysis_type":["case study","policy analysis"]},{"id":"wwfza-000222","url":"https://climateinsightsdirectory.org/document/wwfza-000222","title":"Defining South Africa’s Water Source Areas","publisher":{"name":"WWF South Africa","organization":"wwf-south-africa"},"document_type":"report","language":"en","date_published":"2013-08","source_url":"http://awsassets.wwf.org.za/downloads/wwf_defining_sa_wsa.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies strategic water source areas (SWSAs) across South Africa, Lesotho, and Swaziland, finding that just 8% of the land surface area generates 50% of the region's mean annual runoff. It assesses the land cover and protection status of these areas, noting that while 63% of SWSAs in South Africa remain in a natural condition, only 16% have formal legal protection. The document highlights threats from plantation forestry, cultivation, and mining, specifically noting that over 70% of SWSAs in Mpumalanga are under mining or prospecting licenses.","ai_generated":true,"unit":"wwfza-000222#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Strategic water source areas in South Africa, Lesotho, and Swaziland occupy only 8% of the land surface area but contribute 50% of the region's mean annual runoff. South Africa provides 80% of this runoff, followed by Lesotho at 12% and Swaziland at 8%.","ai_generated":true,"unit":"wwfza-000222#insight-1","date_modified":"2026-10-23"},{"text":"At a national level in South Africa, 63% of water source areas are in a natural condition. The primary modifiers of natural land cover are cultivation (approximately 15%) and plantation forestry (13%).","ai_generated":true,"unit":"wwfza-000222#insight-2","date_modified":"2026-10-23"},{"text":"Formal legal protection for national strategic water source areas in South Africa is low, with only 16% of the area protected. The Western Cape has the highest protection level at 57%, while provinces like the Free State and KwaZulu-Natal have 96% and 90% of their SWSAs not protected, respectively.","ai_generated":true,"unit":"wwfza-000222#insight-3","date_modified":"2026-10-23"},{"text":"While only 0.5% of strategic water source areas nationwide overlap with coal fields, specific areas are highly vulnerable. The Phongola Drakensberg and Mfolozi Headwaters show spatial overlaps of 36.93% and 31.27% respectively.","ai_generated":true,"unit":"wwfza-000222#insight-4","date_modified":"2026-10-23"},{"text":"Mining represents a significant growing threat to water security, particularly in Mpumalanga, where over 70% of strategic water source areas are under some form of mining or prospecting license.","ai_generated":true,"unit":"wwfza-000222#insight-5","date_modified":"2026-10-23"}],"climate_tags":["water security","hydrological model"],"geography_discussed":["Western Cape","Mpumalanga","Limpopo","Eastern Cape","Free State","United States","Kenya","Himalayas"],"frame_perspective":[],"analysis_type":["spatial analysis","hydrological assessment","land use analysis"]},{"id":"iisd-001272","url":"https://climateinsightsdirectory.org/document/iisd-001272","title":"SUSTAINABLE WETLAND MANAGEMENT IN THE FACE OF CLIMATE RISKS IN NIGER: THE CASE OF LA MARE DE TABALAK","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2013-01","source_url":"https://www.iisd.org/system/files/publications/crm_niger.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the vulnerability of La Mare de Tabalak, a Ramsar site in Niger's Tahoua region, to climate hazards, specifically recurring droughts and occasional floods. Using hydrological modelling (SWAT) and field surveys, the study finds that while the pond is vital for agrosilvopastoral activities, it is threatened by silting, invasive species, and high population pressure. It recommends improving intercommunal governance, establishing continuous environmental monitoring, and accelerating restoration efforts to ensure the wetland's sustainability.","ai_generated":true,"unit":"iisd-001272#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"La Mare de Tabalak and its residents are highly vulnerable to recurring droughts, which lead to reduced water levels, decreased agrosilvopastoral production, and frequent food crises.","ai_generated":true,"unit":"iisd-001272#insight-1","date_modified":"2026-10-23"},{"text":"While floods can damage infrastructure, local communities generally view them positively as they provide abundant water that increases fishing and agricultural production.","ai_generated":true,"unit":"iisd-001272#insight-2","date_modified":"2026-10-23"},{"text":"The wetland is suffering from significant environmental degradation caused by silting, the spread of invasive plant species, and overexploitation of resources by a growing population.","ai_generated":true,"unit":"iisd-001272#insight-3","date_modified":"2026-10-23"},{"text":"Hydrological modelling using the SWAT tool suggests that pond water levels may vary less in the future because projected climate scenarios are less variable than historical records, though this requires further validation.","ai_generated":true,"unit":"iisd-001272#insight-4","date_modified":"2026-10-23"},{"text":"The pond is estimated to be shrinking by approximately 1 percent per year due to sediment transport, potentially losing 28 to 33 percent of its total volume by 2050.","ai_generated":true,"unit":"iisd-001272#insight-5","date_modified":"2026-10-23"},{"text":"Gender inequality exacerbates vulnerability, as women often have significantly lower incomes than men and more limited access to resources, despite playing a key role in market gardening and fish trading.","ai_generated":true,"unit":"iisd-001272#insight-6","date_modified":"2026-10-23"},{"text":"Local adaptation strategies include diversifying livelihoods into market gardening and fishing, and developing small-scale irrigation via groundwater boreholes to reduce reliance on rain-fed crops.","ai_generated":true,"unit":"iisd-001272#insight-7","date_modified":"2026-10-23"},{"text":"Many local responses to climate stress are unsustainable 'strategies of last resort,' such as selling off livestock, relying on food aid, or migrating to urban centers.","ai_generated":true,"unit":"iisd-001272#insight-8","date_modified":"2026-10-23"},{"text":"Niger's national climate risk management is fragmented between the National Environment Council for Sustainable Development (CNEDD), focused on adaptation, and the Early Warning System (EWS), focused on disaster risk reduction.","ai_generated":true,"unit":"iisd-001272#insight-9","date_modified":"2026-10-23"},{"text":"There is a severe institutional deficit in wetland management, with only four of Niger's 12 Ramsar sites having finalized management plans.","ai_generated":true,"unit":"iisd-001272#insight-10","date_modified":"2026-10-23"},{"text":"Priority actions for the sustainability of La Mare de Tabalak include establishing joint resource management across the six communes in the watershed and creating a continuous environmental monitoring system.","ai_generated":true,"unit":"iisd-001272#insight-11","date_modified":"2026-10-23"}],"climate_tags":["climate risk management","drought","flood","hydrological model","food security","climate change adaptation","disaster risk reduction","gender equality","soil erosion","water management"],"geography_discussed":["Tahoua Region","Niamey"],"frame_perspective":[],"analysis_type":["case study","risk assessment","policy review"]},{"id":"sei-001627","url":"https://climateinsightsdirectory.org/document/sei-001627","title":"Building Knowledge to Support Adaptation: Lessons from the Regional Climate Change Adaptation Knowledge Platform for Asia","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"policy brief","language":"en","date_published":"2013","source_url":"https://www.sei.org/mediamanager/documents/Publications/Climate/SEI-AKP-PB-2013-Knowledge-adaptation.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document identifies a significant gap between climate research and practical application in Asia, noting that while national-level knowledge exists in some countries, sub-national and local levels suffer from severe data and capacity deficits. It highlights systemic barriers such as language, technical framing of research, and the underrepresentation of local traditional knowledge. The brief argues for a collaborative approach that integrates capacity-building with research, utilizes scenario-based analysis to manage uncertainty, and prioritizes the translation of technical data into local languages and simplified formats to support practitioners and policy-makers.","ai_generated":true,"unit":"sei-001627#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"National-level knowledge regarding climate change impacts and adaptation measures is inconsistent across Asia; countries like Bangladesh and the Philippines have established significant knowledge bases, whereas others have very little.","ai_generated":true,"unit":"sei-001627#insight-1","date_modified":"2026-10-23"},{"text":"Knowledge at sub-national and local levels is severely limited due to both systemic failures—such as inadequate training and dissemination—and a genuine lack of primary data, including hydrological models, meteorological records, and downscaled climate models.","ai_generated":true,"unit":"sei-001627#insight-2","date_modified":"2026-10-23"},{"text":"Language and technical framing act as major barriers to adaptation; most research is published in English, which is often inaccessible to national agencies and practitioners, and the technical nature of the research frequently fails to answer the practical questions of policy-makers.","ai_generated":true,"unit":"sei-001627#insight-3","date_modified":"2026-10-23"},{"text":"Local and traditional knowledge are essential for resilience but are currently underrepresented in national adaptation knowledge bases; the document suggests using participatory processes to bridge this gap.","ai_generated":true,"unit":"sei-001627#insight-4","date_modified":"2026-10-23"},{"text":"Climate uncertainty often paralyzes decision-making because officials prefer firm knowledge over the wide ranges provided by projections. Tools like scenario-based analysis and reframing goals toward 'safe to fail' strategies can help move action forward.","ai_generated":true,"unit":"sei-001627#insight-5","date_modified":"2026-10-23"},{"text":"In Laos, adaptation knowledge is fragmented, with significant progress at the local level via NGOs in agriculture, but critical gaps remain at the national level regarding water resources, meteorological data for disaster risk reduction, and public health data.","ai_generated":true,"unit":"sei-001627#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","capacity building","hydrological model","traditional knowledge","disaster risk reduction","public health","water management"],"geography_discussed":["Philippines","Bangladesh","People's Republic of China","Ningxia","Guizhou","Malaysia","Thailand","Cambodia","Laos","Indonesia","Bali"],"frame_perspective":[],"analysis_type":["policy assessment","gap analysis"]},{"id":"iai-000477","url":"https://climateinsightsdirectory.org/document/iai-000477","title":"Caribbean Coastal Scenarios (CCS): an integrated analysis of inland-coastal linkages to guide sustainable use and protection of coastal ecosystems (CRN2061)","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"fact sheet","language":"en","date_published":"2010-02","source_url":"https://iai.int/admin/site/sites/default/files/CRN2061.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Caribbean Coastal Scenarios (CCS) project models the flow of water, sediments, and contaminants from inland watersheds to coastal ecosystems in several Caribbean island nations. Initial findings highlight the degradation of water quality due to dams, sewage, and deforestation, specifically noting wastewater treatment gaps in Puerto Rico and agricultural runoff in the Dominican Republic.","ai_generated":true,"unit":"iai-000477#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The project has mapped land-cover and soils for 84 watersheds draining to coastal waters across the Dominican Republic, Jamaica, and Puerto Rico, and has developed operational hydrological models to simulate runoff.","ai_generated":true,"unit":"iai-000477#insight-1","date_modified":"2026-10-23"},{"text":"Human interventions such as dam construction, channeling, and sewage discharge have degraded river water quality, leading to higher sedimentation, nutrient export, and algal biomass.","ai_generated":true,"unit":"iai-000477#insight-2","date_modified":"2026-10-23"},{"text":"Specific regional pressures include a 50% wastewater treatment rate in Puerto Rico leading to nitrate and phosphate contamination, and deforestation and slash-and-burn agriculture in the Haina River watershed of the Dominican Republic causing flooding and infrastructure destruction.","ai_generated":true,"unit":"iai-000477#insight-3","date_modified":"2026-10-23"},{"text":"Expanding water-intensive rice cultivation in Cuba and the Dominican Republic, combined with population growth, is creating conflicts over future water allocations.","ai_generated":true,"unit":"iai-000477#insight-4","date_modified":"2026-10-23"}],"climate_tags":["coastal ecosystem","water quality","climate change","deforestation","wastewater treatment","hydrological model"],"geography_discussed":["Haina River"],"frame_perspective":[],"analysis_type":["modelling","environmental assessment"]},{"id":"cdkn-000965","url":"https://climateinsightsdirectory.org/document/cdkn-000965","title":"Effect of climate change on water availability in the Font D’Or catchment, Saint Lucia","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":null,"source_url":"http://cdkn.org/wp-content/uploads/2013/01/Saint-Lucia-Watershed-Case-Study-by-HR-Wallingford.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study uses the Kestrel-Integrated Hydrological Model and CARIWIG climate data to project river flows in Saint Lucia's Font D’Or catchment. Results from two climate models, Echam5 and HADCM3Q0, generally predict a decrease in surface water availability, with the most severe reductions occurring in the HADCM3Q0 scenarios. These decreases, particularly during the rainy season, threaten water supplies for the tourism and agriculture sectors.","ai_generated":true,"unit":"cdkn-000965#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Hydrological modelling indicates that climate change is likely to cause a severe reduction in river flows for the Font D’Or catchment, with the most significant decreases expected during the wet season, potentially hindering the replenishment of water storage systems.","ai_generated":true,"unit":"cdkn-000965#insight-1","date_modified":"2026-10-23"},{"text":"The HADCM3Q0 climate model predicts more severe outcomes than the Echam5 model, suggesting a decrease in mean monthly flows across all future time horizons. The most extreme projected impact for HADCM3Q0 is in December, with mean monthly flow decreases ranging from 50% for 2011-2040 to 90% for 2071-2100.","ai_generated":true,"unit":"cdkn-000965#insight-2","date_modified":"2026-10-23"},{"text":"The Echam5 model predicts the greatest impact on river flows in February, with mean monthly flow decreases between 10% for the 2011-2040 horizon and 40% for the 2071-2100 horizon.","ai_generated":true,"unit":"cdkn-000965#insight-3","date_modified":"2026-10-23"},{"text":"Reduced surface water availability, as predicted by the models, could significantly impact the agriculture and tourism sectors, which are highly dependent on adequate water resources in a region already experiencing regular water outages due to population growth and tourism expansion.","ai_generated":true,"unit":"cdkn-000965#insight-4","date_modified":"2026-10-23"}],"climate_tags":["hydrological model","agriculture","tourism industry","precipitation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study","impact assessment","predictive modelling"]},{"id":"iisd-002320","url":"https://climateinsightsdirectory.org/document/iisd-002320","title":"Water-Energy-Food Security: What are the potential contributions of the mining industry?","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"briefing","language":"en","date_published":null,"source_url":"https://www.iisd.org/system/files/publications/water-energy-food-security-mining-industry.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The briefing describes the 'water-energy-food (WEF) nexus'—defined by quality, quantity, and sustainable access—and how mining operations can threaten these securities through water pollution, land competition, and energy demands. IISD proposes a framework combining participatory approaches, hydrological modelling, and the Driver-Pressure-State-Impact-Response (DPSIR) framework to identify key indicators for monitoring WEF security. This approach is currently being applied to the Maripaston Gold Mine project in Suriname to safeguard the livelihoods of indigenous and maroon communities.","ai_generated":true,"unit":"iisd-002320#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The mining industry faces increasing pressure due to projected growth in resource demand, with metals demand expected to rise by 250 per cent between 2005 and 2030 and global ore extraction expected to increase from 8 billion tonnes to 11 billion tonnes a year between 2010 and 2020.","ai_generated":true,"unit":"iisd-002320#insight-1","date_modified":"2026-10-23"},{"text":"Mining operations impact WEF security through specific pressures: chemical leaching and hard metals affect water and food quality; water withdrawal affects quantity; and land use/disturbance limits sustainable access to food and energy production.","ai_generated":true,"unit":"iisd-002320#insight-2","date_modified":"2026-10-23"},{"text":"IISD utilizes a methodological process to operationalize WEF security in mining contexts, employing hydrological modelling to quantify current conditions and predict future impacts, and the Driver-Pressure-State-Impact-Response (DPSIR) framework to explore cause-and-effect relationships between human activities and human well-being.","ai_generated":true,"unit":"iisd-002320#insight-3","date_modified":"2026-10-23"},{"text":"In Suriname, IISD is applying this WEF-sensitive approach to the Maripaston Gold Mine project to protect the interests of indigenous and maroon communities, resulting in stakeholder workshops, hydrological modelling, and the development of a monitoring indicator set.","ai_generated":true,"unit":"iisd-002320#insight-4","date_modified":"2026-10-23"}],"climate_tags":["mining industry","water quality","land use","food security","energy security","hydrological model"],"geography_discussed":["Canada"],"frame_perspective":[],"analysis_type":["methodological framework","case study"]},{"id":"wwf-000205","url":"https://climateinsightsdirectory.org/document/wwf-000205","title":"CONSERVATION AND ADAPTATION IN ASIA’S HIGH MOUNTAINS (2012-2017)","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://www.worldwildlife.org/documents/379/1b5k24y4tz_USAID_Project_Overview.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The AHM Project (2012-2017) implemented a climate-smart approach to conservation across 10 demonstration sites in six Asian countries. Key achievements include bringing 2.6 million hectares of land under improved management, benefiting 19,000 people through conflict mitigation with snow leopards, and developing climate-smart landscape and watershed management plans to support the Global Snow Leopard and Ecosystem Protection Program (GSLEP).","ai_generated":true,"unit":"wwf-000205#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The AHM Project achieved significant conservation and community impacts, including placing 2.6 million hectares of land under improved management and providing human-snow leopard conflict mitigation measures that benefited 19,000 people.","ai_generated":true,"unit":"wwf-000205#insight-1","date_modified":"2026-10-23"},{"text":"The project conducted hydrological and climate modelling across all six AHM landscapes to identify snow leopard climate refuges and the links between the species' range and water provision.","ai_generated":true,"unit":"wwf-000205#insight-2","date_modified":"2026-10-23"},{"text":"The project produced specific policy and planning tools, including a report on snow leopard crime (2003-2016) covering 12 range countries, climate vulnerability assessments for India, Kyrgyzstan, Mongolia, and Pakistan, and model climate-smart landscape management plans for Nepal and Kyrgyzstan.","ai_generated":true,"unit":"wwf-000205#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","water security","natural resource management","hydrological model"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["project evaluation"]}]}