{"query_echo":{"q":"","filters":{"geography":["Gandaki Province"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Gandaki Province' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":4,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Gandaki+Province","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":"wwatt-000032","url":"https://climateinsightsdirectory.org/document/wwatt-000032","title":"Rapid urbanisation and climate change: key drivers of dramatic flood impacts in Nepal","publisher":{"name":"World Weather Attribution","organization":"world-weather-attribution"},"document_type":"research paper","language":"en","date_published":"2024-10-16","source_url":"https://www.worldweatherattribution.org/rapid-urbanisation-and-climate-change-key-drivers-of-dramatic-flood-impacts-in-nepal/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that human-induced climate change has increased the intensity of heavy 3-day rainfall events in Nepal by approximately 10% and their likelihood by about 70% compared to a 1.3°C cooler climate. These climate drivers combined with rapid urbanisation in the Kathmandu Valley—which saw a 386% increase in built-up areas between 1990 and 2020—and a 28% reduction in forest cover from 1989 to 2019, significantly increased flood exposure and disrupted natural drainage. The analysis notes that the 2015 Gorhka earthquake and the COVID-19 pandemic acted as compounding factors that increased vulnerability. While the Department of Hydrology and Meteorology provided forecasts, the Kathmandu Valley has historically not been the focus of flood risk management, which typically prioritises the Terai region.","ai_generated":true,"unit":"wwatt-000032#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rapid urban growth and deforestation in the Kathmandu Valley have severely impaired natural water management and increased human exposure to floods. Built-up areas increased by 386% from 1990 to 2020, and forest cover decreased by 28% between 1989 and 2019.","ai_generated":true,"unit":"wwatt-000032#insight-1","date_modified":"2026-10-23"},{"text":"Climate models indicate that human-induced climate change has increased the intensity of heavy 3-day rainfall events by 10% and the likelihood by approximately 70% relative to a climate that was 1.3°C cooler.","ai_generated":true,"unit":"wwatt-000032#insight-2","date_modified":"2026-10-23"},{"text":"Future warming of 2°C above pre-industrial levels is predicted to further increase the intensity of 3-day rainfall events by approximately 3%, though this is considered a conservative estimate.","ai_generated":true,"unit":"wwatt-000032#insight-3","date_modified":"2026-10-23"},{"text":"The vulnerability of the region was exacerbated by long-term compounding factors, including the 2015 Gorhka earthquake, which weakened infrastructure and destabilised hillsides, and the COVID-19 pandemic, which impacted incomes for the middle and low classes.","ai_generated":true,"unit":"wwatt-000032#insight-4","date_modified":"2026-10-23"},{"text":"Flood risk management in Nepal has historically prioritised the Terai region, leaving the Kathmandu Valley without a specific focus in risk management efforts despite its high exposure.","ai_generated":true,"unit":"wwatt-000032#insight-5","date_modified":"2026-10-23"}],"climate_tags":["extreme rainfall","flood","landslide","urbanization","deforestation","disaster risk reduction","climate change adaptation","climate change"],"geography_discussed":["Gandaki Province","Bagmati Province","Madhesh Province","Koshi Province","Kathmandu Valley","Terai"],"frame_perspective":[],"analysis_type":["attribution study"]},{"id":"cdkn-000686","url":"https://climateinsightsdirectory.org/document/cdkn-000686","title":"Supporting climate action through gender-responsive budgeting in Nepal","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"policy brief","language":"en","date_published":"2021-03","source_url":"https://cdkn.org/sites/default/files/files/Mainstreaming-Gender-Responsive-Budgeting_25Mar2021.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that while Nepal has established national frameworks for gender-responsive budgeting since 2007, these have not effectively translated to local levels due to technical knowledge gaps, patriarchal social norms, and a lack of integration between gender and climate budget codes. It highlights that women, particularly in agriculture, are disproportionately affected by climate change and that gender-responsive investments are necessary to improve their adaptive capacity. The brief recommends capacity building for local leaders, improved financial literacy for women, and the alignment of climate and gender budget monitoring systems to ensure equitable outcomes.","ai_generated":true,"unit":"cdkn-000686#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Nepal introduced gender-responsive budgeting in 2007 and established ministerial committees, but integrating these perspectives into local budgeting remains a significant challenge.","ai_generated":true,"unit":"cdkn-000686#insight-1","date_modified":"2026-10-23"},{"text":"Gender inequalities, specifically regarding land ownership, hinder women's climate resilience; 2011 census data indicates only 19.7% of households included women who owned land or property.","ai_generated":true,"unit":"cdkn-000686#insight-2","date_modified":"2026-10-23"},{"text":"There is a critical lack of alignment between the gender-responsive budget code and the climate budget code (introduced in 2013), meaning there is no evidence that gender budgeting is currently used to improve women's climate resilience.","ai_generated":true,"unit":"cdkn-000686#insight-3","date_modified":"2026-10-23"},{"text":"Local government leadership remains heavily male-dominated, with women holding only 2% of positions such as mayors or chairpersons of urban and rural municipalities.","ai_generated":true,"unit":"cdkn-000686#insight-4","date_modified":"2026-10-23"},{"text":"Budget monitoring in Nepal focuses on allocation rather than expenditure or impact, leaving gender commitments without evidence of equitable outcomes.","ai_generated":true,"unit":"cdkn-000686#insight-5","date_modified":"2026-10-23"},{"text":"Evidence suggests that combining climate budgets with gender-responsive budgets is more effective for introducing climate-smart agricultural technologies to women than using climate budgets alone.","ai_generated":true,"unit":"cdkn-000686#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate finance","agriculture","gender equality","local government","Climate-smart agriculture"],"geography_discussed":["Kathmandu","Gandaki Province"],"frame_perspective":[],"analysis_type":["policy analysis","literature review"]},{"id":"cdkn-000422","url":"https://climateinsightsdirectory.org/document/cdkn-000422","title":"Climate-smart agriculture takes off, thanks to ‘women-friendly’ tools and a gender-smart approach","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2020-09","source_url":"https://cdkn.org/sites/default/files/files/CDKN-Essentials_Nepal-Final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document highlights how a gender-responsive approach and the introduction of 'women-friendly' tools accelerated the adoption of climate-smart agriculture in Nepal's Gandaki province. It identifies key barriers to implementation, such as government staff's lack of technical knowledge and male bias in technology design, and outlines strategies to overcome them, including 'travelling seminars' for political leaders and site-specific agricultural plans.","ai_generated":true,"unit":"cdkn-000422#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change and unsustainable farming practices, such as the over-application of chemicals, threaten the livelihoods of two-thirds of Nepalis working in agriculture across three agro-ecological regions: the high hill, mid hill, and Terai. These regions face diverse hazards including drought, landslides, hailstorms, floods, and heat waves, which erode top soils and impact food security.","ai_generated":true,"unit":"cdkn-000422#insight-1","date_modified":"2026-10-23"},{"text":"Women farmers in Nepal are disproportionately affected by climate hazards due to structural power inequalities and limited access to resources, a situation exacerbated by the exodus of men for overseas employment.","ai_generated":true,"unit":"cdkn-000422#insight-2","date_modified":"2026-10-23"},{"text":"The adoption of climate-smart agriculture was accelerated by introducing 'women-friendly' tools—specifically the jab planter, millet thresher, and hand-held corn sheller—which reduced physical drudgery and were better suited to women's use than labour-intensive conventional methods.","ai_generated":true,"unit":"cdkn-000422#insight-3","date_modified":"2026-10-23"},{"text":"Successful implementation of the Chief Minister’s Environment Friendly Model Agriculture Village Programme (CMEFMAVP) required overcoming several hurdles through targeted interventions: training government staff to address technical knowledge gaps, using 'travelling seminars' to engage political leaders, and developing site-specific plans integrated into local agricultural strategies.","ai_generated":true,"unit":"cdkn-000422#insight-4","date_modified":"2026-10-23"}],"climate_tags":["Climate-smart agriculture","climate resilience","food security","agricultural productivity"],"geography_discussed":["Terai","Dhanusha District"],"frame_perspective":[],"analysis_type":["case study"]},{"id":"wwf-000214","url":"https://climateinsightsdirectory.org/document/wwf-000214","title":"Reaching Out Through Community Radio: Information and knowledge sharing about linear infrastructure development and natural resource safeguarding","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"after-action report","language":"en","date_published":null,"source_url":"https://www.worldwildlife.org/documents/391/1fbtfvwttt_Radio_Series_final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The ALIGN project, supported by USAID, collaborated with Radio Sagarmatha to produce a four-episode radio series titled \"Digo Bikash ra Prakritik Shrot ko Samrakshyan\" (Sustainable Development and Natural Resource safeguarding). The series aimed to educate the public and stakeholders on the impacts of linear infrastructure (LI)—such as roads and power lines—on biodiversity and the implementation of mitigation measures. Broadcast across seven provinces in Nepal, the program reached an estimated 5.5 million people. The episodes featured experts from government bodies, including the Department of National Parks and Wildlife Conservation and the Department of Roads, as well as representatives from WWF-Nepal and the Asian Development Bank. A key focus was the dissemination of the government of Nepal's Wildlife-Friendly Infrastructure Construction Directives 2022, which seek to reduce wildlife accidents and conflicts.","ai_generated":true,"unit":"wwf-000214#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The radio program series reached a total tentative audience of 5.5 million people across Nepal's seven provinces, with the highest reach in Koshi Province via Saptakoshi FM (3.5 million).","ai_generated":true,"unit":"wwf-000214#insight-1","date_modified":"2026-10-23"},{"text":"The series addressed the lack of public and stakeholder knowledge regarding natural resource safeguards in linear infrastructure (LI) development, which is described as a \"novel concept in Nepal\".","ai_generated":true,"unit":"wwf-000214#insight-2","date_modified":"2026-10-23"},{"text":"The program provided specific information on the Wildlife-Friendly Infrastructure Construction Directives 2022, a government of Nepal initiative designed to minimize adverse impacts on wildlife habitats and reduce accidents and conflicts.","ai_generated":true,"unit":"wwf-000214#insight-3","date_modified":"2026-10-23"},{"text":"Experts highlighted that while linear infrastructure is essential for services like electricity and transportation, its linear structure creates significant threats to ecosystems, necessitating a balance between development and biodiversity preservation.","ai_generated":true,"unit":"wwf-000214#insight-4","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","climate resilience"],"geography_discussed":["Koshi Province","Madhesh Province","Bagmati Province","Gandaki Province","Karnali Province","Lumbini Province","Sudur Paschim Province"],"frame_perspective":[],"analysis_type":["after-action report"]}]}