{"query_echo":{"q":"","filters":{"climate_tags":["surface runoff"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'surface runoff' for facet 'climate_tags' is not in the controlled vocabulary."}]},"total":{"value":7,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=surface+runoff","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":"iai-000163","url":"https://climateinsightsdirectory.org/document/iai-000163","title":"Cambios en la partición de flujos de agua en el Chaco Árido al reemplazar bosques por pasturas","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"research paper","language":"es","date_published":"2025-01-14","source_url":"https://iai.int/es/pub_acad/cambios-en-la-particion-de-flujos-de-agua-en-el-chaco-arido-al-reemplazar-bosques-por-pasturas/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"A study in San Luis, Argentina, comparing native dry forests and pastures found that replacing forests with pastures reduces direct precipitation interception and increases surface runoff and potential soil-level evaporation. These changes suggest a reduction in transpirable precipitation and a higher risk of water erosion.","ai_generated":true,"unit":"iai-000163#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Pastures exhibit lower direct interception of precipitation compared to forests, with values of 0.35±0.13 mm per event versus 1.51±0.50 mm per event.","ai_generated":true,"unit":"iai-000163#insight-1","date_modified":"2026-10-23"},{"text":"Replacing forests with pastures increases surface runoff, particularly during large and intense precipitation events, where runoff rose from 0% in forests to approximately 28% in pastures.","ai_generated":true,"unit":"iai-000163#insight-2","date_modified":"2026-10-23"},{"text":"Pastures show higher potential evaporation at the soil level during summer (7.0±0.9 mm/day) compared to forests (4.4±0.9 mm/day).","ai_generated":true,"unit":"iai-000163#insight-3","date_modified":"2026-10-23"},{"text":"Deep drainage was null for both land covers, although pastures showed a vertical displacement of salts in the soil profile up to 2 meters deep.","ai_generated":true,"unit":"iai-000163#insight-4","date_modified":"2026-10-23"},{"text":"The transition from forest to pasture is expected to decrease the fraction of precipitation available for transpiration and increase the potential risk of water erosion.","ai_generated":true,"unit":"iai-000163#insight-5","date_modified":"2026-10-23"}],"climate_tags":["land-use change","deforestation","surface runoff"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["comparative study","field measurement"]},{"id":"sei-002411","url":"https://climateinsightsdirectory.org/document/sei-002411","title":"Transformando la Gestión del Agua mediante el Control de Incendios en la Chiquitania","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"es","date_published":"2024-10","source_url":"https://www.sei.org/wp-content/uploads/2024/11/ortiz-hidrico-chiquitania-sei2024-049.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the hydrological impacts of forest fires and deforestation in the Chiquitania region of Bolivia, specifically focusing on the Curichi Grande and Tucavaca watersheds. It details the development of a multi-criteria prioritization tool using Google Earth Engine (GEE) and a hydrological model using WEAP to assess water availability and soil retention. Field findings from 2021-2022 highlight critical water scarcity and quality issues in local communities following the 2019 and 2020 fires, while the report argues that integrating fire risk into water management is essential for sustainable regional development.","ai_generated":true,"unit":"sei-002411#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Deforestation in the Chiquitano Dry Forest increased by 640% between 1986 and 2020, growing from 1 million to 6.4 million hectares, primarily driven by agricultural and livestock expansion.","ai_generated":true,"unit":"sei-002411#insight-1","date_modified":"2026-10-23"},{"text":"The Curichi Grande and Tucavaca watersheds are identified as the most affected by fires, deforestation, and water resource issues; Curichi Grande had the largest total burned area (27%) during the study period, while Tucavaca was most affected by the 2019 fires (14% of its area).","ai_generated":true,"unit":"sei-002411#insight-2","date_modified":"2026-10-23"},{"text":"Local communities in the Tucavaca basin report severe water scarcity from August to October and a decline in water quality following the 2019 and 2020 fires, with ash and sediment altering the color and taste of water and contributing to cases of gastroenteritis and kidney problems.","ai_generated":true,"unit":"sei-002411#insight-3","date_modified":"2026-10-23"},{"text":"Hydrological modeling using the WEAP tool indicates a decrease in the soil's water retention capacity, resulting in increased surface runoff during the rainy season (November to March) due to soil compaction from the conversion of forest to agriculture.","ai_generated":true,"unit":"sei-002411#insight-4","date_modified":"2026-10-23"},{"text":"A multi-criteria prioritization tool was developed in Google Earth Engine (GEE) to identify restoration priorities based on five main indicator categories: water resources, biophysical/ecosystem criteria, territorial management, human impacts, and fire risk.","ai_generated":true,"unit":"sei-002411#insight-5","date_modified":"2026-10-23"},{"text":"The report identifies a governance gap in Santa Cruz, where unclear responsibilities between institutions and a lack of communication tools hinder effective water and land management, while national policies promoting agricultural expansion exacerbate deforestation and fire risks.","ai_generated":true,"unit":"sei-002411#insight-6","date_modified":"2026-10-23"}],"climate_tags":["forest fire","water management","deforestation","land-use change","climate change","ecological restoration","surface runoff","water quality","biodiversity loss"],"geography_discussed":["Roboré Municipality","Paraguay","Brazil","Amazon rainforest","Q157603"],"frame_perspective":[],"analysis_type":["hydrological modeling","multi-criteria spatial analysis","socio-environmental survey"]},{"id":"iisd-002334","url":"https://climateinsightsdirectory.org/document/iisd-002334","title":"Hydrology: River discharge and level","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"fact sheet","language":"en","date_published":"2021-05","source_url":"https://www.iisd.org/system/files/2021-06/winnipeg-river-basin-sheet-3-hydrology.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The lower Winnipeg River basin (LWRB) is characterized by a mean annual discharge of 1,008 ± 294 m3/s at the Pine Falls Generating system, with peaks typically occurring in June and July. The river is a critical contributor to Lake Winnipeg, accounting for 49% of the mean monthly discharge of all rivers and streams entering the lake and providing the largest volume of water to it. Six run-of-river hydroelectric stations in the LWRB generate 583 MW of electrical capacity, representing approximately 10% of Manitoba's energy needs. Climate projections for the 2050s suggest a 6.9% increase in mean annual precipitation and a 3.3% increase in runoff, which may impact downstream nutrient loading. While water levels at most hydrometric stations remain relatively constant, Nutimik Lake shows seasonal trends.","ai_generated":true,"unit":"iisd-002334#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The mean annual discharge at the Pine Falls Generating system between 1987 and 2016 was 1,008 ± 294 m3/s, with peak flows generally occurring in June and July.","ai_generated":true,"unit":"iisd-002334#insight-1","date_modified":"2026-10-23"},{"text":"The Winnipeg River is the primary water source for Lake Winnipeg, providing the greatest volume of water and 49% of the mean monthly discharge from all entering rivers and streams.","ai_generated":true,"unit":"iisd-002334#insight-2","date_modified":"2026-10-23"},{"text":"Six run-of-river hydroelectric generating stations (Pointe du Bois, Slave Falls, Seven Sisters, McArthur Falls, Great Falls, and Pine Falls) provide 583 MW of capacity, which is about 10% of Manitoba's energy requirements.","ai_generated":true,"unit":"iisd-002334#insight-3","date_modified":"2026-10-23"},{"text":"Climate simulations for the 2050s project a 6.9% increase in mean annual precipitation and a 3.3% increase in runoff for the Winnipeg River basin, potentially affecting downstream nutrient loading.","ai_generated":true,"unit":"iisd-002334#insight-4","date_modified":"2026-10-23"}],"climate_tags":["hydroelectricity","climate change scenario","precipitation","surface runoff"],"geography_discussed":["Manitoba","Ontario","United States","Minnesota","Lake Winnipeg","Lake of the Woods"],"frame_perspective":[],"analysis_type":["hydrological assessment","climate impact projection"]},{"id":"iai-002020","url":"https://climateinsightsdirectory.org/document/iai-002020","title":"Producción, nutrientes, eutrofización y cianobacterias en Uruguay: armando el rompecabezas","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"research paper","language":"es","date_published":"2021","source_url":"https://iai.int/wp-content/uploads/2025/01/Produccion-nutrientes-eutrofizacion-y-cianobacterias-en-Uruguay-armando-el-rompecabezas.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the widespread eutrophication of Uruguay's aquatic ecosystems, identifying agricultural intensification as the primary driver of nutrient pollution, particularly phosphorus. It details how climate change exacerbates these symptoms and describes the public health risks posed by toxic cyanobacterial blooms, such as those from the Microcystis aeruginosa complex. The authors argue that current soil conservation practices, like no-till farming, may inadvertently increase soluble phosphorus runoff. They recommend a transition toward neutral or negative phosphorus balances, the use of catch crops, and a shift from a centralized to a decentralized, multi-actor water governance model to effectively mitigate the crisis.","ai_generated":true,"unit":"iai-002020#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agricultural and livestock production is the primary source of nutrient pollution in Uruguay's aquatic ecosystems, with an estimated 65% of the land area undergoing agricultural-livestock intensification between 2000 and 2017.","ai_generated":true,"unit":"iai-002020#insight-1","date_modified":"2026-10-23"},{"text":"Phosphorus (P) is identified as the most relevant nutrient for the current eutrophication situation in Uruguay and the wider Río de la Plata region.","ai_generated":true,"unit":"iai-002020#insight-2","date_modified":"2026-10-23"},{"text":"Many Uruguayan aquatic ecosystems exceed the national regulatory limit of 25 µg P L-1 for total phosphorus; for example, Laguna del Sauce has recorded 80-100 µg.L-1 and Laguna del Cisne has not fallen below 275 µg.L-1 since 2000.","ai_generated":true,"unit":"iai-002020#insight-3","date_modified":"2026-10-23"},{"text":"Climate change is expected to worsen eutrophication by increasing surface runoff and total phosphorus loads—potentially by up to 30% in winter by 2050—and by promoting thermal stratification that favors cyanobacteria.","ai_generated":true,"unit":"iai-002020#insight-4","date_modified":"2026-10-23"},{"text":"Toxic cyanobacterial blooms, particularly the Microcystis aeruginosa complex (CMA), are frequent in Uruguay's freshwater and coastal environments, posing severe public health risks including liver failure.","ai_generated":true,"unit":"iai-002020#insight-5","date_modified":"2026-10-23"},{"text":"Conventional soil conservation practices, specifically no-till farming (siembra directa) adopted since 1999, have led to vertical stratification of labile phosphorus in the top 15 cm of soil, increasing soluble phosphorus losses via surface runoff.","ai_generated":true,"unit":"iai-002020#insight-6","date_modified":"2026-10-23"},{"text":"To reduce phosphorus export, the authors recommend adjusting fertilizer doses, incorporating phosphate below the top 3 cm of soil, using occasional moldboard plowing to break stratification, and employing 'catch crops' to extract labile phosphorus.","ai_generated":true,"unit":"iai-002020#insight-7","date_modified":"2026-10-23"},{"text":"Uruguay's water monitoring systems are insufficient, lacking long-term data, comprehensive integration of water quality and quantity, and reference ecosystems, relying too heavily on physicochemical properties rather than bioindicators.","ai_generated":true,"unit":"iai-002020#insight-8","date_modified":"2026-10-23"},{"text":"The document argues for a transition from a centralized 'command-control' water governance model toward a decentralized, multi-actor system to better address eutrophication.","ai_generated":true,"unit":"iai-002020#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate change","water-management","surface runoff","water quality"],"geography_discussed":["Río de la Plata","Laguna del Sauce","Laguna del Cisne","Montevideo","Maldonado Department"],"frame_perspective":[],"analysis_type":["literature review","environmental assessment","policy analysis"]},{"id":"cer-001150","url":"https://climateinsightsdirectory.org/document/cer-001150","title":"Strategic Water Source Areas: Management Framework and Implementation Guidelines for Planners and Managers","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"report","language":"en","date_published":"2018-07","source_url":"https://cer.org.za/wp-content/uploads/2019/03/Management-Guidelines.pdf?x21779","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) as critical land areas that provide a disproportionate amount of surface water runoff or groundwater recharge, sustaining over 50% of South Africa's population and 64% of its economy. It establishes a management framework to mitigate impacts from forestry, agriculture, mining, and invasive alien plants, while providing guidelines for government planners to integrate SWSA maps into strategic development frameworks and zoning schemes.","ai_generated":true,"unit":"cer-001150#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Strategic Water Source Areas (SWSAs) are critical for national water and food security, with surface water SWSAs producing over 50% of the mean annual runoff from approximately 10% of the land area.","ai_generated":true,"unit":"cer-001150#insight-1","date_modified":"2026-10-23"},{"text":"SWSAs provide immense economic and social value, sustaining more than 50% of the population and 64% of the economy.","ai_generated":true,"unit":"cer-001150#insight-2","date_modified":"2026-10-23"},{"text":"Irrigated agriculture in South Africa is heavily dependent on SWSAs, receiving about 70% of its water from surface water SWSAs and generating a gross income of approximately R47.8 billion in 2013.","ai_generated":true,"unit":"cer-001150#insight-3","date_modified":"2026-10-23"},{"text":"Groundwater SWSAs are vital for rural and town water security, supporting 126 towns and rural schemes for over 1.9 million people, with at least 6.7 million people living in settlements where groundwater is the sole source.","ai_generated":true,"unit":"cer-001150#insight-4","date_modified":"2026-10-23"},{"text":"The report identifies three primary human activities that significantly impact water quantity and quality in SWSAs: changing land cover, irrigated agriculture, and mining, alongside the threat of invasive alien plants.","ai_generated":true,"unit":"cer-001150#insight-5","date_modified":"2026-10-23"},{"text":"Invasive alien plants reduce South Africa's mean annual runoff by at least 1,444 million m3/a, which represents 2.9% of the national total.","ai_generated":true,"unit":"cer-001150#insight-6","date_modified":"2026-10-23"},{"text":"There is a significant lack of formal protection for SWSAs; only about 11% of surface-water SWSAs (approximately 18.2 million ha) are formally protected under the National Environmental Management: Protected Areas Act.","ai_generated":true,"unit":"cer-001150#insight-7","date_modified":"2026-10-23"},{"text":"The report recommends that SWSA maps be integrated into strategic planning tools, including Spatial Development Frameworks (SDFs), Integrated Development Plans (IDPs), and zoning schemes to ensure proactive water resource management.","ai_generated":true,"unit":"cer-001150#insight-8","date_modified":"2026-10-23"},{"text":"Mining in SWSAs poses risks of acid mine drainage (AMD) and siltation, requiring strict monitoring of return flows and the implementation of separate clean and dirty water systems.","ai_generated":true,"unit":"cer-001150#insight-9","date_modified":"2026-10-23"},{"text":"The report suggests two primary legal options for enhancing SWSA protection: using Section 24(2A) of NEMA to restrict environmental authorisations in specific areas, or adding a dedicated protection chapter to the new Water & Sanitation Act.","ai_generated":true,"unit":"cer-001150#insight-10","date_modified":"2026-10-23"}],"climate_tags":["water security","groundwater recharge","surface runoff","land-use planning","sustainable agriculture","forest management","environmental impact assessment","climate change"],"geography_discussed":["Gauteng","Western Cape","KwaZulu-Natal","Mpumalanga","Limpopo"],"frame_perspective":[],"analysis_type":["policy framework","technical assessment","implementation guidelines"]},{"id":"wwf-000731","url":"https://climateinsightsdirectory.org/document/wwf-000731","title":"Climate Change Vulnerability Assessment in Snow Leopard Habitat Central Tian Shan Region of the Kyrgyz Republic 2017","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2017-11","source_url":"https://www.worldwildlife.org/documents/91/7fw9zpus8w_AHM_Kyrgyzstan_Climate_Vulnerability_Assessment_WEB_Final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details the ecological and physical vulnerability of the Central Tian Shan in the Kyrgyz Republic. It finds a general trend of glacier retreat and shrinking lakes, which threatens the region's role as the 'water tower of Central Asia' and impacts hydropower security. Biodiversity is at risk, particularly the endangered snow leopard, due to habitat shifts and prey instability, although some species have expanded their range. Future scenarios project significant temperature increases and a long-term decrease in surface runoff by 2100. The document advocates for the expansion of protected areas and the implementation of climate-smart livelihoods, such as yak breeding and ecotourism, to build community and ecosystem resilience.","ai_generated":true,"unit":"wwf-000731#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Central Tian Shan region is characterized by high biodiversity and vertical zonation of vegetation, supporting rare and endemic species including the endangered snow leopard (Panthera uncia).","ai_generated":true,"unit":"wwf-000731#insight-1","date_modified":"2026-10-23"},{"text":"Climate change is altering species distribution in the region; while some endangered species face habitat degradation, others, such as polecats, wild boar, and jackals, have been recorded increasing in number or appearing in new areas.","ai_generated":true,"unit":"wwf-000731#insight-2","date_modified":"2026-10-23"},{"text":"Glaciers in the Kyrgyz Republic, which cover 4.2 percent of the national territory, are generally in retreat due to warming trends, though rates vary by slope exposure and glacier size.","ai_generated":true,"unit":"wwf-000731#insight-3","date_modified":"2026-10-23"},{"text":"In the Saryjaz River basin, glaciers decreased in area by 3.7 ± 2.7 percent between 1990 and 2010, with the most intense melting occurring in the northern and western sectors.","ai_generated":true,"unit":"wwf-000731#insight-4","date_modified":"2026-10-23"},{"text":"Future climate projections for the Kyrgyz Central Tian Shan (2011-2070) indicate an annual mean temperature increase of 0.9°C to 1.5°C in the first period and 1.9°C to 3.2°C in the second.","ai_generated":true,"unit":"wwf-000731#insight-5","date_modified":"2026-10-23"},{"text":"Surface runoff is projected to increase until approximately 2020–2025 due to glacial melt, followed by a sharp decline, with a predicted decrease of 43.6–88.4 percent by 2100 compared to 2000 levels.","ai_generated":true,"unit":"wwf-000731#insight-6","date_modified":"2026-10-23"},{"text":"Climate change is expected to negatively impact human health in the Kyrgyz Republic, with projected increases in acute intestinal infections and cardiovascular disease mortality by 2100.","ai_generated":true,"unit":"wwf-000731#insight-7","date_modified":"2026-10-23"},{"text":"The region is highly susceptible to climate-related emergencies; between 2007 and 2011, mudflows, landslides, and avalanches were among the most frequent natural hazards.","ai_generated":true,"unit":"wwf-000731#insight-8","date_modified":"2026-10-23"},{"text":"The WWF Asia High Mountains Project is implementing adaptation measures to reduce grazing pressure and provide alternative incomes, including yak breeding, felt handicraft production, and ecotourism.","ai_generated":true,"unit":"wwf-000731#insight-9","date_modified":"2026-10-23"},{"text":"The establishment and expansion of protected areas (PAs), such as the Sarychat-Ertash State Reserve and the Khan Tengri National Nature Park, are identified as critical adaptation tools for biodiversity conservation.","ai_generated":true,"unit":"wwf-000731#insight-10","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","glacier retreat","water resource","surface runoff","hydropower","natural disaster","glacier lake outburst flood","climate change adaptation","Climate-smart agriculture","ecotourism","public health"],"geography_discussed":["Saryjaz River basin","Sarychat-Ertash State Reserve","Khan Tengri National Nature Park","People's Republic of China","Kazakhstan"],"frame_perspective":[],"analysis_type":["vulnerability assessment","impact analysis","scenario modeling"]},{"id":"sei-002328","url":"https://climateinsightsdirectory.org/document/sei-002328","title":"Impact assessment of agricultural water management interventions in the Jaldhaka watershed","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2012-02","source_url":"https://www.sei.org/mediamanager/documents/Publications/Air-land-water-resources/agwater/impact-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report uses the Soil Water Assessment Tool (SWAT) and a lumped groundwater model to evaluate the Jaldhaka watershed's current hydrology and the effects of shifting land use or increasing groundwater pumping. It finds that while both a deforestation scenario and an electrification scenario increase rice production, deforestation significantly raises flood risks. Electrification increases productivity but may lead to groundwater depletion of up to 8 meters in downstream areas under a 100% adoption scenario, though this may be partially offset by induced recharge from perennial rivers.","ai_generated":true,"unit":"sei-002328#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Jaldhaka watershed is characterized by high humidity and a high rainfall-to-reference evapotranspiration ratio of 2.5, with approximately 73% of rainfall contributing to streamflows and only 26% to evapotranspiration.","ai_generated":true,"unit":"sei-002328#insight-1","date_modified":"2026-10-23"},{"text":"Current groundwater exploitation in the watershed is considered sustainable on average, as the withdrawal of 145 mm/year is lower than the estimated groundwater recharge of 571 mm/year (± 158 mm/year).","ai_generated":true,"unit":"sei-002328#insight-2","date_modified":"2026-10-23"},{"text":"A deforestation scenario, where upstream forests are replaced by rainfed rice or bare land, increases the risk of damaging flood events by raising peak flows and increasing direct surface runoff.","ai_generated":true,"unit":"sei-002328#insight-3","date_modified":"2026-10-23"},{"text":"Deforestation leads to a reduction in groundwater recharge and baseflow because agricultural soils are less permeable than forest soils.","ai_generated":true,"unit":"sei-002328#insight-4","date_modified":"2026-10-23"},{"text":"In the electrification scenario, increasing groundwater pumping for summer rice cultivation can lead to significant groundwater depletion, with levels potentially dropping by 8 meters in downstream areas under the 100% sub-scenario.","ai_generated":true,"unit":"sei-002328#insight-5","date_modified":"2026-10-23"},{"text":"The electrification scenario reduces groundwater baseflow by approximately 15% in the 50% sub-scenario and by 30% in the 100% sub-scenario, though the overall impact on annual river flow remains insignificant.","ai_generated":true,"unit":"sei-002328#insight-6","date_modified":"2026-10-23"},{"text":"Both the deforestation and electrification scenarios increase total rice production, but electrification is deemed preferable as it increases productivity rather than simply expanding agricultural land at the expense of forests.","ai_generated":true,"unit":"sei-002328#insight-7","date_modified":"2026-10-23"},{"text":"The report suggests that the 25% or 50% electrification sub-scenarios are the most attainable due to the high costs for government infrastructure and farmers' equipment.","ai_generated":true,"unit":"sei-002328#insight-8","date_modified":"2026-10-23"}],"climate_tags":["deforestation","groundwater recharge","surface runoff","flood risk","agricultural irrigation"],"geography_discussed":["Cooch Behar","Jalpaiguri","Kurigram"],"frame_perspective":[],"analysis_type":["impact assessment","scenario analysis","hydrological modelling"]}]}