{"query_echo":{"q":"","filters":{"analysis_type":["predictive modeling"]},"warnings":[]},"total":{"value":49,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=predictive+modeling&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=predictive+modeling&page=3","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":"bc3res-000201","url":"https://climateinsightsdirectory.org/document/bc3res-000201","title":"COASTAL FLOODING AND EROSION UNDER CLIMATE CHANGE: A RISK ASSESSMENT FOR DAKAR","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2021-05","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/202202110830591326992866.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses coastal risks in the Dakar region, specifically within the departments of Dakar, Pikine, and Guédiawaye. It identifies high-risk areas for flooding, such as the canal of Ngor and the Port of Dakar, and high-risk areas for erosion, including the beach of Hanika. Projections indicate that without adaptation, the population at risk of coastal flooding will increase by 20-30% by 2050 and over 80% by 2100. Economic damages to buildings are expected to rise by 30% by 2050 and up to 180% by 2100 under the worst-case scenario.","ai_generated":true,"unit":"bc3res-000201#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The areas most vulnerable to coastal flooding in the Dakar region include the canal of Ngor, the flat areas surrounding the Port of Dakar, and the chemical industrial facilities (ICS) in Mbao.","ai_generated":true,"unit":"bc3res-000201#insight-1","date_modified":"2026-10-23"},{"text":"Coastal erosion is most severe along the long beach of Hanika in the Grand Côte and the narrow beaches stretching from Hann to Mbao.","ai_generated":true,"unit":"bc3res-000201#insight-2","date_modified":"2026-10-23"},{"text":"Without the implementation of adaptation measures, the population exposed to coastal flooding from sea-level rise and extreme events is projected to grow by 20-30% by 2050 and by more than 80% by 2100.","ai_generated":true,"unit":"bc3res-000201#insight-3","date_modified":"2026-10-23"},{"text":"Under a middle-of-the-road sea-level rise scenario and in the absence of adaptation, economic damages to buildings are expected to increase by 30% by 2050 and by 80% by 2100.","ai_generated":true,"unit":"bc3res-000201#insight-4","date_modified":"2026-10-23"},{"text":"Current annual economic damages to buildings are estimated at approximately 3-4 million USD, with the potential for damages to increase between 80% and 180% by 2100 depending on the sea-level rise scenario.","ai_generated":true,"unit":"bc3res-000201#insight-5","date_modified":"2026-10-23"},{"text":"Coastal erosion in Dakar is driven by both natural processes, such as sea-level rise and sand deficit, and anthropogenic activities, including sand extraction for construction and inadequate urban planning.","ai_generated":true,"unit":"bc3res-000201#insight-6","date_modified":"2026-10-23"}],"climate_tags":["coastal flood","coastal erosion","sea level rise","storm surge","climate change adaptation","Climate risk assessment","urban development"],"geography_discussed":["Senegal","West Africa","Saint-Louis","Rufisque"],"frame_perspective":[],"analysis_type":["risk assessment","predictive modeling"]},{"id":"gem-000195","url":"https://climateinsightsdirectory.org/document/gem-000195","title":"THE GAS INDEX","publisher":{"name":"Global Energy Monitor","organization":"global-energy-monitor"},"document_type":"report","language":"en","date_published":"2020-12-15","source_url":"https://globalenergymonitor.org/sites/default/files/migration/reports/Gas-Index-report-2020_11.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Gas Index finds that methane leakage across the U.S. natural gas supply chain is significantly more extensive than EPA estimates, particularly within city distribution systems and buildings. The report argues that replacing gas heating with electric heat pumps would reduce emissions in every city evaluated, with the greatest benefits occurring where electricity grids are decarbonized.","ai_generated":true,"unit":"gem-000195#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Methane leakage across the U.S. natural gas supply chain is substantially higher than the estimates provided in the Environmental Protection Agency’s (EPA) Greenhouse Gas Inventory. All 71 cities evaluated in the Gas Index showed higher life cycle leakage rates than the EPA's estimates, with some exceeding them by more than four times.","ai_generated":true,"unit":"gem-000195#insight-1","date_modified":"2026-10-23"},{"text":"Leakage from production areas is the largest single contributor to methane emissions in the oil and gas system. The Gas Index estimates an average leakage rate of 2.3% in production areas, based on studies covering approximately 90% of gas production in the contiguous U.S.","ai_generated":true,"unit":"gem-000195#insight-2","date_modified":"2026-10-23"},{"text":"City-level infrastructure is a major source of leakage, with distribution mains estimated to leak nearly five times more than EPA figures. Additionally, commercial sector gas meters were found to leak approximately six times more than EPA estimates, with a rate of about 0.5% of all gas passing through them.","ai_generated":true,"unit":"gem-000195#insight-3","date_modified":"2026-10-23"},{"text":"The report identifies 'behind-the-meter' leakage—emissions from pipes and appliances within buildings—as a significant source often omitted from national inventories. Research indicates residential buildings leak around 0.5% of consumed gas, while commercial buildings leak about 0.25%.","ai_generated":true,"unit":"gem-000195#insight-4","date_modified":"2026-10-23"},{"text":"Switching from natural gas heating to electric heat pumps would result in emissions reductions in every city evaluated by the Gas Index. These reductions are further amplified if the electricity sector meets existing city and state commitments for 100% clean electricity.","ai_generated":true,"unit":"gem-000195#insight-5","date_modified":"2026-10-23"}],"climate_tags":["methane leak","natural gas","greenhouse gas inventory","Building electrification","heat pump","climate change","decarbonization"],"geography_discussed":["California","New York"],"frame_perspective":[],"analysis_type":["life cycle analysis","comparative analysis","predictive modeling"]},{"id":"sei-001414","url":"https://climateinsightsdirectory.org/document/sei-001414","title":"INFORME FINAL EVALUACIÓN REGIONAL DEL AGUA - ERA","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"es","date_published":"2020-03","source_url":"https://www.sei.org/wp-content/uploads/2023/06/informe-final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details a comprehensive water assessment for the CORPOCHIVOR region in Colombia, employing the Water Evaluation and Planning (WEAP) system to analyze the Garagoa, Lengupá, Guavio, and Upía sub-basins. It establishes a baseline of water availability and demand, identifies critical micro-basins such as those in Úmbita and Ciénaga, and projects impacts under climate change scenarios to 2040. Key findings highlight a general lack of water retention capacity, deteriorating water quality in main river channels, and a discrepancy between official water concessions and potential actual demand in agricultural areas.","ai_generated":true,"unit":"sei-001414#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The jurisdiction of CORPOCHIVOR exhibits a very low capacity for water retention and regulation. Out of the analyzed micro-basins, 196 are categorized as 'Muy Baja' (Very Low) and 5 as 'Baja' (Low) for the Water Retention and Regulation Index (IRH), a result primarily attributed to the steep relief of the region.","ai_generated":true,"unit":"sei-001414#insight-1","date_modified":"2026-10-23"},{"text":"Water quality in the main river channels is deteriorating over time. Analysis of monitoring stations with data since 2001 shows a downward trend in quality, with the river Garagoa specifically deteriorating from 'acceptable' in the upper basin to 'regular' and eventually 'bad' downstream.","ai_generated":true,"unit":"sei-001414#insight-2","date_modified":"2026-10-23"},{"text":"There is a significant discrepancy between officially registered water concessions and potential water demand, particularly in agricultural sectors. The report suggests that the corporation may be underestimating demand in agricultural micro-basins and that the current concessions database does not capture all users and extractions.","ai_generated":true,"unit":"sei-001414#insight-3","date_modified":"2026-10-23"}],"climate_tags":["water management","water quality","water scarcity"],"geography_discussed":["Úmbita","Ciénaga"],"frame_perspective":[],"analysis_type":["regional assessment","predictive modeling","trend analysis"]},{"id":"wwf-000232","url":"https://climateinsightsdirectory.org/document/wwf-000232","title":"Demand Under the Ban -- China Ivory Consumption Research 2019","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2019-09","source_url":"https://www.worldwildlife.org/documents/509/1kaa8frt6d_Demand_Under_the_Ban___China_Ivory_Consumption_Research_2019_FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The report finds that while the 2017 ivory ban significantly reduced purchase rates compared to pre-ban levels, demand remains persistent among 'Diehard Buyers' and regular overseas travelers. By 2019, self-reported ivory purchase in the past 12 months rose to 17% from 14% in 2018. The study identifies three consumer segments: Rejectors, Ban Influenced Citizens, and Diehard Buyers, noting that the latter are increasingly likely to purchase ivory in the future. Overseas travel to Thailand, Hong Kong SAR, and Cambodia is a primary channel for ivory acquisition. Awareness of the ban is high when prompted, and conservation campaigns are generally viewed positively, though they are less effective at persuading the most persistent buyers.","ai_generated":true,"unit":"wwf-000232#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Self-reported ivory purchase in the past 12 months in 2019 was 17%, which is significantly lower than the 31% reported pre-ban in 2017, but represents an increase from 14% in 2018.","ai_generated":true,"unit":"wwf-000232#insight-1","date_modified":"2026-10-23"},{"text":"The report identifies three distinct consumer segments: 'Rejectors' (least likely to buy), 'Ban Influenced Citizens' (whose decisions are strongly shaped by the ban), and 'Diehard Buyers' (most persistent and least likely to be swayed).","ai_generated":true,"unit":"wwf-000232#insight-2","date_modified":"2026-10-23"},{"text":"Diehard Buyers are typically male, have high income and education, travel overseas regularly, and show an increasing intention to purchase ivory in the future despite the ban.","ai_generated":true,"unit":"wwf-000232#insight-3","date_modified":"2026-10-23"},{"text":"Regular overseas travelers are the only group with reported ivory purchase rates in 2019 that are higher than pre-ban levels in 2017.","ai_generated":true,"unit":"wwf-000232#insight-4","date_modified":"2026-10-23"},{"text":"Thailand, Hong Kong SAR, and Cambodia are the top three destinations for Chinese consumers purchasing ivory abroad, with Cambodia showing a relatively higher proportion of buyers relative to the number of tourists it receives.","ai_generated":true,"unit":"wwf-000232#insight-5","date_modified":"2026-10-23"},{"text":"While 85% of respondents believe ivory sale in China is illegal, spontaneous awareness of the specific 2017 ban remains low at 7%, though prompted awareness increased to 48% in 2019.","ai_generated":true,"unit":"wwf-000232#insight-6","date_modified":"2026-10-23"},{"text":"The strongest deterrents to ivory purchase are concerns regarding elephant extinction and animal cruelty, while the primary drivers are the perceived artistic value and uniqueness of the material.","ai_generated":true,"unit":"wwf-000232#insight-7","date_modified":"2026-10-23"},{"text":"Awareness of conservation campaigns is highest among Diehard Buyers and regular overseas travelers, and these groups generally react positively to the messaging, although Diehard Buyers remain determined to buy.","ai_generated":true,"unit":"wwf-000232#insight-8","date_modified":"2026-10-23"},{"text":"In Hangzhou, ivory purchase rates are lower than the 15-city average, but the intention to purchase ivory in the future is higher, suggesting the city may be an emerging ivory trade hub.","ai_generated":true,"unit":"wwf-000232#insight-9","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Thailand","Hong Kong","Cambodia","Hangzhou"],"frame_perspective":[],"analysis_type":["market segmentation","quantitative survey","longitudinal study","predictive modeling"]},{"id":"wwf-001015","url":"https://climateinsightsdirectory.org/document/wwf-001015","title":"Solving Plastic pollution through accountability","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2019-03","source_url":"https://www.worldwildlife.org/documents/741/nj6fjdc35_SOLVING_PLASTIC_POLLUTION_THROUGH_ACCOUNTABILITY_ENF_SINGLE.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies a systemic failure in the plastic life cycle where the cost of pollution is not borne by producers or converters, leading to a 'tragedy of the commons'. It projects that under a 'business as usual' scenario, plastic pollution will double by 2030, with ocean plastic potentially reaching 300 million metric tons. The document highlights that 37% of plastic waste is currently mismanaged, and carbon emissions from plastic incineration could triple by 2030. To counter this, WWF proposes a 'no plastic in nature' scenario that includes phasing out single-use plastics, achieving 100% waste collection, and establishing a multilateral agreement to hold all stakeholders accountable across the value chain.","ai_generated":true,"unit":"wwf-001015#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The global plastic system is currently failing, with over 75% of all plastic ever produced already becoming waste, and one-third of plastic waste (approximately 100 million metric tons) entering nature as land, freshwater, or marine pollution.","ai_generated":true,"unit":"wwf-001015#insight-1","date_modified":"2026-10-23"},{"text":"Under a 'business as usual' scenario, plastic pollution is expected to double by 2030, with ocean plastic pollution potentially reaching 300 million metric tons. Annual ocean plastic leakage is projected to remain above nine million metric tons per year until 2030.","ai_generated":true,"unit":"wwf-001015#insight-2","date_modified":"2026-10-23"},{"text":"Carbon dioxide emissions from plastic waste management could triple by 2030 if waste-to-energy incineration remains the primary alternative to recycling. In 2016, plastic production alone resulted in approximately 2 billion metric tons of CO2 emissions, nearly 6% of total global emissions.","ai_generated":true,"unit":"wwf-001015#insight-3","date_modified":"2026-10-23"},{"text":"Waste management performance is strongly correlated with national income; in 2016, over 76% of total plastic waste in low-income countries was mismanaged, while high-income countries produce ten times more waste per person.","ai_generated":true,"unit":"wwf-001015#insight-4","date_modified":"2026-10-23"},{"text":"The global plastic waste trade is fragile and highly dependent on China. Following China's 2018 'National Sword' policy to increase purity standards, it is estimated that 111 million metric tons of plastic waste would be displaced by 2030 without China's waste management system.","ai_generated":true,"unit":"wwf-001015#insight-5","date_modified":"2026-10-23"},{"text":"Recycling is currently often unprofitable due to high collection and separation costs (approximately 40% of total costs) and the inferior quality of secondary materials, which can trade for as little as a third of the price of virgin plastic.","ai_generated":true,"unit":"wwf-001015#insight-6","date_modified":"2026-10-23"},{"text":"A 'no plastic in nature' scenario could reduce plastic waste generation by 57% and virgin plastic production by nearly half by 2030. This would involve phasing out single-use plastics with a lifespan of one year, which could lower plastic demand by up to 40%.","ai_generated":true,"unit":"wwf-001015#insight-7","date_modified":"2026-10-23"},{"text":"The report calls for a legally binding international treaty to eliminate plastic pollution, featuring a global waste management performance standard targeting 100% collection rates and the eradication of open dumping and uncontrolled landfilling.","ai_generated":true,"unit":"wwf-001015#insight-8","date_modified":"2026-10-23"}],"climate_tags":["plastic pollution","waste management","circular economy","carbon dioxide emissions","single-use plastic","waste-to-energy","recycling"],"geography_discussed":["People's Republic of China","European Union","United States","India","Kenya","Tanzania","Vietnam","Malaysia","Thailand","South Korea","Bangladesh"],"frame_perspective":[],"analysis_type":["predictive modeling","policy recommendation","systemic analysis"]},{"id":"ucs-001125","url":"https://climateinsightsdirectory.org/document/ucs-001125","title":"Turning Soils Into Sponges","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"executive summary","language":"en","date_published":"2017-08","source_url":"https://www.ucs.org/sites/default/files/attach/2017/08/turning-soils-into-sponges-summary-august-2017.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Union of Concerned Scientists argues that shifting from conventional farming to practices that create 'spongelike' soils—such as using cover crops and perennial crops—can significantly reduce flood runoff and increase water availability during droughts. A meta-analysis of 126 experiments showed that 70 percent of cases using these practices saw increased water infiltration. Modeling for Iowa suggests that converting one-third of cropped acres (the least profitable and most erodible) to continuous cover could have reduced runoff by 20 percent during the 2011 Missouri River floods and increased crop water availability by up to 16 percent during the 1988 and 2012 droughts. The report calls for federal policy changes to the USDA and crop insurance programs to incentivize these soil management practices.","ai_generated":true,"unit":"ucs-001125#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A meta-analysis of 126 peer-reviewed field experiments indicates that 70 percent of the studies showed an increase in water infiltration when using no-till cropping, cover crops, ecological livestock grazing, crop-livestock integration, or perennial crops.","ai_generated":true,"unit":"ucs-001125#insight-1","date_modified":"2026-10-23"},{"text":"Maintaining 'continuous living cover'—achieved through perennials, cover crops, or improved grazing—is the most effective strategy for improving water infiltration. Perennial crop systems were particularly effective, with over half of the experiments involving them increasing infiltration enough to absorb a heavy rain event of one inch per hour.","ai_generated":true,"unit":"ucs-001125#insight-2","date_modified":"2026-10-23"},{"text":"Cover crops and perennial systems improve soil structure by increasing porosity (the space between particles) by an average of 8 percent compared to systems that leave soil bare, making an average of 9 percent more water available to plants.","ai_generated":true,"unit":"ucs-001125#insight-3","date_modified":"2026-10-23"},{"text":"In Iowa, converting the most-erodible one-third of cropped acres to perennial crops or corn/soybeans with winter cover crops could have reduced runoff in the Iowa watershed feeding the Missouri River by 20 percent during the 2011 floods.","ai_generated":true,"unit":"ucs-001125#insight-4","date_modified":"2026-10-23"},{"text":"Strategic adoption of continuous cover practices could have reduced flood frequency in various Iowa watersheds: by 20 percent in eastern Iowa in 1993, 17 percent in Cedar Rapids in 2008, and 13 percent in western Iowa in 2011.","ai_generated":true,"unit":"ucs-001125#insight-5","date_modified":"2026-10-23"},{"text":"The use of perennials and cover crops could have increased water availability for crops by up to 16 percent during the severe droughts of 1988 and 2012.","ai_generated":true,"unit":"ucs-001125#insight-6","date_modified":"2026-10-23"},{"text":"Future climate projections for Iowa, which expect hotter and slightly wetter conditions, suggest that continuous cover agriculture would result in runoff reductions of 9 to 15 percent and 7 to 11 percent more water available for crop use.","ai_generated":true,"unit":"ucs-001125#insight-7","date_modified":"2026-10-23"},{"text":"Federal crop insurance payouts for flood and drought claims totaled $38.5 billion between 2011 and 2016, and these costs could increase by $4 billion to $9 billion annually by 2080 due to climate change.","ai_generated":true,"unit":"ucs-001125#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Flood mitigation","climate change adaptation"],"geography_discussed":["Iowa","Cedar Rapids","Missouri River"],"frame_perspective":[],"analysis_type":["meta-analysis","predictive modeling"]},{"id":"ucs-001259","url":"https://climateinsightsdirectory.org/document/ucs-001259","title":"When Rising Seas Hit Home","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2017-07","source_url":"https://www.ucs.org/sites/default/files/attach/2017/07/when-rising-seas-hit-home-full-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Union of Concerned Scientists (UCS) defines 'chronic inundation' as tidal flooding affecting 10% or more of a community's usable land at least 26 times per year. Under a moderate (intermediate) scenario, nearly 170 communities will reach this threshold by 2035, increasing to over 270 by 2060 and nearly 490 by 2100. A high scenario projects up to 670 communities affected by 2100, including over 50 populous cities such as New York City (four boroughs), Boston, and Oakland. The report highlights that socioeconomically vulnerable neighborhoods are disproportionately affected and argues that aggressive emissions reductions aligned with the Paris Agreement could spare hundreds of communities from this fate. Adaptation options include defending (seawalls, levees), accommodating (elevating homes, pumps), and managed retreat.","ai_generated":true,"unit":"ucs-001259#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"UCS defines 'chronic inundation' as tidal flooding that occurs an average of 26 times per year (roughly twice monthly) and affects 10 percent or more of a community's usable, nonwetland area.","ai_generated":true,"unit":"ucs-001259#insight-1","date_modified":"2026-10-23"},{"text":"A high sea level rise scenario projects that nearly 670 communities will face chronic inundation by 2100, including nearly 60 percent of all East and Gulf Coast oceanfront communities.","ai_generated":true,"unit":"ucs-001259#insight-2","date_modified":"2026-10-23"},{"text":"By 2100, under the high scenario, more than 50 populous cities with populations over 100,000 will experience chronic inundation, including Oakland, San Mateo, Newark, and four of the five boroughs of New York City.","ai_generated":true,"unit":"ucs-001259#insight-3","date_modified":"2026-10-23"},{"text":"Socioeconomic vulnerability overlaps significantly with flood risk; more than half of the communities facing chronic inundation by 2035 are home to one or more socioeconomically vulnerable neighborhoods.","ai_generated":true,"unit":"ucs-001259#insight-4","date_modified":"2026-10-23"},{"text":"Adhering to the Paris Agreement's goal of limiting warming to 2°C or less (represented by the 'low scenario') could spare hundreds of communities from chronic inundation, including 49 populous cities that would otherwise be affected under the high scenario.","ai_generated":true,"unit":"ucs-001259#insight-5","date_modified":"2026-10-23"},{"text":"Chronic inundation threatens critical infrastructure and economic assets, such as schools in San Mateo, energy facilities in Port Arthur, and tourism-dependent waterfronts in Ocean City and Key West.","ai_generated":true,"unit":"ucs-001259#insight-6","date_modified":"2026-10-23"},{"text":"Adaptation strategies are categorized into three types: defending (e.g., seawalls, levees), accommodating (e.g., elevating homes, pump systems), and retreating (abandoning risky areas for open space).","ai_generated":true,"unit":"ucs-001259#insight-7","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","climate change adaptation","coastal erosion","climate justice","Paris Agreement","green infrastructure"],"geography_discussed":["Florida","California","New York City","Massachusetts","New Jersey","North Carolina","South Carolina","Texas","Crisfield","Isle de Jean Charles","Sanibel Island"],"frame_perspective":[],"analysis_type":["predictive modeling","socioeconomic impact assessment","policy analysis"]},{"id":"wwf-000488","url":"https://climateinsightsdirectory.org/document/wwf-000488","title":"ASSESSING CLIMATE RISK IN MYANMAR","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2017-03","source_url":"https://www.worldwildlife.org/documents/419/4d2f7581vl_Final_Technical_Report___Assessing_Climate_Risk_in_Myanmar.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that Myanmar is experiencing significant warming, with inland areas warming faster than coastal ones. Projections for the mid-21st century indicate temperature increases of 1.3°C to 2.7°C and sea level rise of 20 to 41 centimeters. While wet season precipitation is expected to increase, potentially exacerbating flooding, changes in the hot and cool seasons remain uncertain. The report emphasizes the high vulnerability of the Ayeyarwaddy Delta and Central Dry Zone, advocating for ecosystem-based adaptation and the integration of climate risk data into infrastructure and agricultural planning.","ai_generated":true,"unit":"wwf-000488#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 1981 and 2010, Myanmar's national average daily temperatures increased by approximately 0.25°C per decade, while daily maximum temperatures rose faster at 0.4°C per decade.","ai_generated":true,"unit":"wwf-000488#insight-1","date_modified":"2026-10-23"},{"text":"Observed warming from 1981 to 2010 was more pronounced in inland regions (0.35°C per decade for average temperature) compared to coastal regions (0.14°C per decade).","ai_generated":true,"unit":"wwf-000488#insight-2","date_modified":"2026-10-23"},{"text":"By the mid-21st century (2041-2070), average temperatures across Myanmar are projected to rise by 1.3°C to 2.7°C above historical levels, with the most dramatic warming expected in the Eastern and Northern Hilly Regions.","ai_generated":true,"unit":"wwf-000488#insight-3","date_modified":"2026-10-23"},{"text":"The frequency of extreme heat days is projected to increase significantly; while only about one extreme heat day per month was observed between 1981-2010, this could rise to between four and 17 days per month by mid-century.","ai_generated":true,"unit":"wwf-000488#insight-4","date_modified":"2026-10-23"},{"text":"Precipitation projections indicate a likely increase in rainfall during the wet season (June to October) by mid-century, though trends for the hot and cool seasons remain uncertain.","ai_generated":true,"unit":"wwf-000488#insight-5","date_modified":"2026-10-23"},{"text":"Sea levels along the Myanmar coastline are projected to rise by 20 to 41 centimeters by the 2050s, with potential increases of 37 to 83 centimeters by the 2080s.","ai_generated":true,"unit":"wwf-000488#insight-6","date_modified":"2026-10-23"},{"text":"The Ayeyarwaddy Delta is identified as particularly vulnerable to sea level rise and storm surges; a 0.5 meter rise in sea levels could result in the coastline retreating by approximately 10 kilometers in the lowest lying areas.","ai_generated":true,"unit":"wwf-000488#insight-7","date_modified":"2026-10-23"},{"text":"Analysis of historical extreme events, such as the May 2010 heat wave, shows that while temperature extremes are clearly detectable in weather data, reported droughts and floods do not always correspond to extreme precipitation shortages or surpluses in the records.","ai_generated":true,"unit":"wwf-000488#insight-8","date_modified":"2026-10-23"},{"text":"Tropical cyclones reaching Myanmar have increased in number since 1990, with a rise in pre-monsoon events and a trend toward more hurricane-force storms (wind speeds of 119km/hour or greater) since 1980.","ai_generated":true,"unit":"wwf-000488#insight-9","date_modified":"2026-10-23"},{"text":"The Myanmar Climate Change Alliance (MCCA) is applying this risk information to local adaptation planning in Labutta and Pakkoku townships, using vulnerability assessments to prioritize ecosystem health, economic resilience, and resilient infrastructure.","ai_generated":true,"unit":"wwf-000488#insight-10","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","tropical cyclone","extreme heat","ecosystem-based adaptation","Climate risk assessment","agriculture","infrastructure","public health","biodiversity","coastal flood","vulnerability assessment"],"geography_discussed":["Ayeyarwaddy Delta","Central Dry Zone","Labutta Township","Pakkoku","Bay of Bengal"],"frame_perspective":[],"analysis_type":["observational analysis","predictive modeling","sectoral impact assessment","vulnerability assessment"]},{"id":"cdkn-000067","url":"https://climateinsightsdirectory.org/document/cdkn-000067","title":"Jamaica: Assessing the Impact of Climate Change on Cocoa and Tomato","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"policy brief","language":"en","date_published":"2017-01-27","source_url":"https://cdkn.org/resource/policy-brief-jamaica-assessing-impact-climate-change-cocoa-tomato","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document examines how changing temperature and rainfall patterns will affect crop suitability in Jamaica by 2050, highlighting significant risks for tomato production and drought sensitivity for cocoa, while suggesting root crops as diversification alternatives.","ai_generated":true,"unit":"cdkn-000067#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Tomato productivity in Jamaica is projected to face considerable losses by 2050, driven by a decrease of over 20% in the area suitable for the crop, alongside risks from climate variability, hurricanes, and sea-level rise.","ai_generated":true,"unit":"cdkn-000067#insight-1","date_modified":"2026-10-23"},{"text":"Cocoa shows high resistance to temperature increases, resulting in small suitability reductions, although the crop remains highly sensitive to drought in the island's drier regions.","ai_generated":true,"unit":"cdkn-000067#insight-2","date_modified":"2026-10-23"},{"text":"Cassava, sweet potato, and yam are identified as viable diversification options because their climate suitability in Jamaica is expected to persist or increase.","ai_generated":true,"unit":"cdkn-000067#insight-3","date_modified":"2026-10-23"},{"text":"By 2050, crop suitability is expected to increase primarily in median altitudinal gradients near high mountains, which will likely increase land-use pressure in areas currently used for other crops or forest conservation.","ai_generated":true,"unit":"cdkn-000067#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate variability","hurricane","sea level rise","drought"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["impact assessment","predictive modeling"]},{"id":"catf-000790","url":"https://climateinsightsdirectory.org/document/catf-000790","title":"Final Report Modeled Impacts of Oil and Gas on air quality and human health","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"report","language":"en","date_published":"2016-08-28","source_url":"https://cdn.catf.us/wp-content/uploads/2018/09/21094422/CATF_WhitePapers_Modeled_Impacts_of_OilGas_on_Air_Quality__Human_Health.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report uses photochemical modeling to compare a 2025 'Baseline' scenario with a 'Zero-Oil&Gas' scenario to quantify the contribution of the oil and gas sector to ozone concentrations and associated health burdens across the continental United States.","ai_generated":true,"unit":"catf-000790#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Zero-Oil&Gas' scenario, which removes 3.5 million tons of VOCs and 1.2 million tons of NOx from the 2025 Baseline, results in widespread reductions in ozone concentrations across the U.S., with the maximum annual average decrease of 4 ppb and maximum ozone season decrease of 6.4 ppb both occurring in Texas.","ai_generated":true,"unit":"catf-000790#insight-1","date_modified":"2026-10-23"},{"text":"The removal of all oil and gas sector emissions is estimated to prevent significant human health burdens in 2025, including 1,547,514 cases of acute respiratory symptoms, 755,177 asthma exacerbations, and 551,592 school loss days.","ai_generated":true,"unit":"catf-000790#insight-2","date_modified":"2026-10-23"},{"text":"In addition to morbidity, the 'Zero-Oil&Gas' scenario is estimated to reduce asthma-related emergency department visits by 1,910 and respiratory hospital admissions by 618.","ai_generated":true,"unit":"catf-000790#insight-3","date_modified":"2026-10-23"},{"text":"The oil and gas sector is the largest source of anthropogenic VOC emissions in 11 U.S. states, with the highest percentages of anthropogenic VOCs coming from this sector in North Dakota (88.3%), Wyoming (84.4%), and New Mexico (78.6%).","ai_generated":true,"unit":"catf-000790#insight-4","date_modified":"2026-10-23"}],"climate_tags":["petroleum industry","air quality"],"geography_discussed":["Texas","Colorado","Wyoming"],"frame_perspective":[],"analysis_type":["quantitative","predictive modeling"]},{"id":"prio-001659","url":"https://climateinsightsdirectory.org/document/prio-001659","title":"Predicting the Decline of Ethnic Civil War: Was Gurr Right and For the Right Reasons?","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2016-07-21","source_url":"https://cdn.cloud.prio.org/files/fec4ec95-709a-4025-946e-c0e2e97f31a6/Predicting the decline of ethnic civil war Was Gurr right and for the right reasons.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study finds that ethnic civil wars have indeed declined since the mid-1990s, supporting Ted Robert Gurr's projections. The authors demonstrate that this pacifying trend is associated with increased government accommodation, specifically through the granting of group rights, power-sharing, and democratization, which reduce the probability of conflict onset. Additionally, regional autonomy and peacekeeping operations are found to significantly increase the likelihood of conflict termination. Out-of-sample predictions show that a theory-driven model based on accommodative politics far outperforms a simple time-trend model in predicting the actual decline of ethnic conflict from 2000 to 2013.","ai_generated":true,"unit":"prio-001659#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The incidence of ethnic civil war increased until the mid-1990s but has been declining since that point, confirming the turning point identified by Ted Robert Gurr.","ai_generated":true,"unit":"prio-001659#insight-1","date_modified":"2026-10-23"},{"text":"Global trends since the 1970s show a steady decrease in the share of the population that is politically excluded, a decline in discrimination, and a dramatic increase in power-sharing arrangements.","ai_generated":true,"unit":"prio-001659#insight-2","date_modified":"2026-10-23"},{"text":"Certain accommodative policies significantly reduce the risk of new ethnic civil war onsets: inclusion in power-sharing regimes and democratization are statistically significant, while the granting of group rights also dampens risk.","ai_generated":true,"unit":"prio-001659#insight-3","date_modified":"2026-10-23"},{"text":"The granting of regional autonomy and the implementation of peacekeeping operations are primary drivers for the termination of ongoing ethnic civil wars.","ai_generated":true,"unit":"prio-001659#insight-4","date_modified":"2026-10-23"},{"text":"Simulations indicate that accommodation can substantially lower conflict probabilities over a decade: democratization reduces risk by 27%, inclusion by 20%, and the ending of discrimination by 15%.","ai_generated":true,"unit":"prio-001659#insight-5","date_modified":"2026-10-23"},{"text":"A theory-driven model based on accommodative politics accurately predicted the decline of ethnic civil war between 2000 and 2013, whereas a simple trend-extrapolation model vastly over-predicted the amount of conflict.","ai_generated":true,"unit":"prio-001659#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Iraq","South Sudan","Syria","Ukraine","Liberia","Nigeria","South Africa","Angola","Guatemala","Ghana","Mali","Niger","Northern Ireland","Aceh","Bosnia and Herzegovina","Burundi","North Macedonia"],"frame_perspective":[],"analysis_type":["empirical study","quantitative analysis","predictive modeling"]},{"id":"ucs-000057","url":"https://climateinsightsdirectory.org/document/ucs-000057","title":"Front Lines: Rising Seas - Naval Air Station Oceana Dam Neck Annex","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"case study","language":"en","date_published":"2016-07-15","source_url":"https://www.ucs.org/resources/front-lines-rising-seas-naval-air-station-oceana-dam-neck-annex","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Naval Air Station Oceana Dam Neck Annex faces significant risks from sea level rise, with projections indicating that up to 75% of the installation could be underwater during daily high tides by 2100 under a high-emission scenario. The analysis warns that by the end of the century, a Category 1 storm would expose at least 95% of the station to storm surge flooding, and a Category 4 storm could result in nearly 60% of the installation flooding to depths of 20 feet or more. The document argues that there is a growing gap between current military preparedness and these threats, calling for increased funding for high-resolution modeling, tide gauge networks, and detailed mapping to implement adaptive measures.","ai_generated":true,"unit":"ucs-000057#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sea levels in the Dam Neck area are projected to rise between 4.5 and 6.9 feet by the end of the 21st century.","ai_generated":true,"unit":"ucs-000057#insight-1","date_modified":"2026-10-23"},{"text":"Under the highest sea level rise scenario, 75% of Dam Neck is projected to be underwater during daily high tides by 2100, an area roughly equivalent to the flooding caused by a Category 1 hurricane currently.","ai_generated":true,"unit":"ucs-000057#insight-2","date_modified":"2026-10-23"},{"text":"By 2100, under either the intermediate or highest scenario, at least 95% of the station will be exposed to storm surge flooding during a Category 1 storm.","ai_generated":true,"unit":"ucs-000057#insight-3","date_modified":"2026-10-23"},{"text":"In a worst-case end-of-century scenario involving a Category 4 storm, nearly 60% of the installation could experience flooding depths of 20 feet or more.","ai_generated":true,"unit":"ucs-000057#insight-4","date_modified":"2026-10-23"},{"text":"The author asserts that the military's current level of preparedness for sea level rise is insufficient relative to the projected threats.","ai_generated":true,"unit":"ucs-000057#insight-5","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","coastal flood","storm surge","climate change adaptation"],"geography_discussed":["Virginia Beach"],"frame_perspective":[],"analysis_type":["case study","predictive modeling"]},{"id":"ucs-000195","url":"https://climateinsightsdirectory.org/document/ucs-000195","title":"USCG Sandy Hook","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"case study","language":"en","date_published":"2016-07-15","source_url":"https://www.ucs.org/resources/front-lines-rising-seas-us-coast-guard-station-sandy-hook-new-jersey","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"USCG Station Sandy Hook, a critical life-saving and security installation in New Jersey, faces significant risks from rising seas. Projections indicate that by 2100, sea levels in the area could rise between four and 6.4 feet. Under a 'highest' scenario, nearly three-quarters of the station's land area could flood with daily high tides by 2100. Additionally, the area exposed to five feet or more of seawater during Category 1 storm surges is projected to increase from 30% today to roughly 80% by 2100 under an intermediate scenario. The document argues that there is a large gap in military preparedness and calls for increased funding for high-resolution modeling, tide gauge networks, and detailed mapping to implement adaptive measures.","ai_generated":true,"unit":"ucs-000195#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Sea levels around Sandy Hook are projected to increase by 4 to 6.4 feet by the end of the 21st century.","ai_generated":true,"unit":"ucs-000195#insight-1","date_modified":"2026-10-23"},{"text":"Under the 'highest' sea level rise scenario, nearly 75% of the station's land area is projected to flood with daily high tides by 2100.","ai_generated":true,"unit":"ucs-000195#insight-2","date_modified":"2026-10-23"},{"text":"Tidal flooding frequency is expected to increase significantly; areas currently flooding more than 30 times per year on average are projected to flood more than 550 times per year by 2070 in the intermediate scenario.","ai_generated":true,"unit":"ucs-000195#insight-3","date_modified":"2026-10-23"},{"text":"The severity of storm surge flooding will increase, with the area inundated by five feet or more of seawater during Category 1 storms projected to grow from 30% today to approximately 80% by 2100 in the intermediate scenario.","ai_generated":true,"unit":"ucs-000195#insight-4","date_modified":"2026-10-23"},{"text":"USCG Station Sandy Hook provides significant economic value, contributing approximately 1,000 jobs, $67 million in labor income, and $83.5 million to the gross domestic product.","ai_generated":true,"unit":"ucs-000195#insight-5","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","coastal flood","storm surge","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study","predictive modeling"]},{"id":"cdkn-000821","url":"https://climateinsightsdirectory.org/document/cdkn-000821","title":"Economic Assessment of the Impacts of Climate Change in Uganda","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"case study","language":"en","date_published":"2015-10","source_url":"https://cdkn.org/sites/default/files/files/Uganda_CC-economics_HEALTH_case-study2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report finds that malaria cases in Tororo and Kabale are projected to more than double by 2050, driven primarily by population growth and secondarily by rising temperatures. Economic costs are expected to at least double, with Tororo's annual costs potentially rising to between US$20.1 million and US$560.5 million, and Kabale's to between US$1.55 million and US$41.7 million. While the evidence base for climate-malaria linkages in Uganda is limited, the study suggests that temperature increases will be particularly significant in the highland region of Kabale. Recommended adaptation strategies include strengthening disease surveillance, improving drainage in infrastructure projects, and continuing the distribution of long-lasting insecticide-treated nets (LLINs) and indoor residual spraying (IRS), both of which are identified as cost-effective interventions.","ai_generated":true,"unit":"cdkn-000821#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Malaria cases in the study districts are projected to more than double by 2050, with population growth identified as the primary driver over climate change. In Tororo, annual cases are expected to rise from 11,628 to between 26,938 and 29,527; in Kabale, cases are projected to increase from 3,366 to between 7,765 and 8,859.","ai_generated":true,"unit":"cdkn-000821#insight-1","date_modified":"2026-10-23"},{"text":"The economic burden of malaria is expected to at least double by 2050. In Tororo, annual costs may increase from a current range of US$8.7 million to US$221 million to a range of US$20.1 million to US$560.5 million. In Kabale, costs are projected to rise from US$0.7 million to US$15.8 million to between US$1.55 million and US$41.7 million.","ai_generated":true,"unit":"cdkn-000821#insight-2","date_modified":"2026-10-23"},{"text":"Climate change is projected to increase temperatures in both districts by 2095, with a more significant increase expected in Kabale (3.0°C to 4.5°C) than in Tororo (1.5°C to 3.5°C). Average annual rainfall is not predicted to increase, though daily patterns may shift toward more days with light rain and fewer days with heavy rain.","ai_generated":true,"unit":"cdkn-000821#insight-3","date_modified":"2026-10-23"},{"text":"Indoor residual spraying (IRS) and long-lasting insecticide-treated nets (LLINs) are considered cost-effective, with IRS benefits in terms of mortality alone estimated at US$232 to US$6,026 for every US$1 spent. However, in low-prevalence areas like Kabale, these measures may not be cost-beneficial under all current conditions, though climate change may increase their viability.","ai_generated":true,"unit":"cdkn-000821#insight-4","date_modified":"2026-10-23"},{"text":"The study identifies several barriers to adaptation, including high poverty levels, lack of awareness regarding the climate-health link, and behavioral factors such as the refusal of some men to use bednets or the selling of nets for other purposes.","ai_generated":true,"unit":"cdkn-000821#insight-5","date_modified":"2026-10-23"},{"text":"To avoid maladaptation and maximize health co-benefits, the report recommends cross-sectoral collaboration, specifically integrating appropriate drainage systems into new road construction to eliminate mosquito breeding grounds.","ai_generated":true,"unit":"cdkn-000821#insight-6","date_modified":"2026-10-23"}],"climate_tags":["malaria","climate change","rain","climate finance","climate change adaptation","public health","maladaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic assessment","case study","predictive modeling"]},{"id":"sei-000721","url":"https://climateinsightsdirectory.org/document/sei-000721","title":"Irrigation demand and supply given projections of climate and land use change in Yolo County, California","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2013-01-31","source_url":"https://www.sei.org/publications/irrigation-demand-and-supply-given-projections-of-climate-and-land-use-change-in-yolo-county-california/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study uses the Water Evaluation And Planning (WEAP) system to model irrigation demand and supply in California's Cache Creek watershed. It finds that climate change will significantly increase irrigation demand, which cannot be fully met by reservoir releases due to legal limits, necessitating increased groundwater extraction. While changing cropping patterns alone are insufficient to offset climate-driven demand, combining diversified, water-efficient cropping with technology improvements can reduce demand to 12% below historical means and lower groundwater pumping.","ai_generated":true,"unit":"sei-000721#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under B1 and A2 baseline climate scenarios, irrigation demand is projected to increase by 26% and 32% respectively during the latter part of the century.","ai_generated":true,"unit":"sei-000721#insight-1","date_modified":"2026-10-23"},{"text":"While upstream reservoir releases are less vulnerable due to higher spring precipitation, legal restrictions on these releases mean that any increase in irrigation demand must be addressed through higher levels of groundwater extraction.","ai_generated":true,"unit":"sei-000721#insight-2","date_modified":"2026-10-23"},{"text":"Climate change increases demand far more than changes in cropping patterns can reduce it; however, the most effective adaptation strategy—combining irrigation technology improvements with diversified, water-efficient cropping—can lower demand to 12% below the historical average and reduce groundwater pumping.","ai_generated":true,"unit":"sei-000721#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["predictive modeling","scenario analysis"]},{"id":"sei-000678","url":"https://climateinsightsdirectory.org/document/sei-000678","title":"Global water availability and requirements for future food production","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2011-11-11","source_url":"https://www.sei.org/publications/global-water-availability-and-requirements-for-future-food-production/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study uses the LPJmL model to evaluate green and blue water availability against the requirements for a balanced diet (3,000 kcal per person per day). It finds that while rising CO2 concentrations may improve crop water productivity, the combined effects of climate and population change are likely to diminish per capita water availability and increase water scarcity in many countries, potentially reducing their capacity to produce sufficient food for their populations.","ai_generated":true,"unit":"sei-000678#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Current water scarcity, defined as water availability falling below the requirements for a balanced diet, is particularly prevalent in southwestern Asia and North and East Africa.","ai_generated":true,"unit":"sei-000678#insight-1","date_modified":"2026-10-23"},{"text":"Future projections indicate that per capita water availability will likely decrease in numerous regions due to climate and population changes.","ai_generated":true,"unit":"sei-000678#insight-2","date_modified":"2026-10-23"},{"text":"While increased atmospheric CO2 concentrations may reduce calorie-specific water requirements by improving crop water productivity, this effect is uncertain and likely outweighed by other factors, leading to aggravated water scarcity and a loss of food production capacity in several countries.","ai_generated":true,"unit":"sei-000678#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","water scarcity"],"geography_discussed":["North Africa","East Africa","West Asia"],"frame_perspective":[],"analysis_type":["comparative analysis","predictive modeling"]},{"id":"sei-000491","url":"https://climateinsightsdirectory.org/document/sei-000491","title":"Water management, Chinook salmon, California, climate change","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2011-08-29","source_url":"https://www.sei.org/publications/water-management-chinook-salmon-california-climate-change/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"Using WEAP and SALMOD models, the study finds that climate change leads to lower summer base flows and higher water temperatures in Butte Creek, increasing adult thermal mortality for spring-run Chinook salmon. While ceasing water diversion for power production improves survival time, the authors conclude that simple operational changes are unlikely to prevent the long-term extinction of the species in this location.","ai_generated":true,"unit":"sei-000491#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change scenarios simulated via the WEAP model result in higher water temperatures and lower summer base flows compared to historical conditions, which the SALMOD model indicates leads to population declines and increased thermal mortality for adult salmon during the summer.","ai_generated":true,"unit":"sei-000491#insight-1","date_modified":"2026-10-23"},{"text":"Among the tested management adaptations, only the cessation of water diversion for power production from the summer holding reach successfully lowered water temperatures and extended the survival time of the population, though this comes at the cost of significant power production losses.","ai_generated":true,"unit":"sei-000491#insight-2","date_modified":"2026-10-23"},{"text":"The study concludes that spring-run Chinook salmon in Butte Creek are unlikely to survive in the long term due to climate change, as simple adjustments to water operations are insufficient to significantly reduce their vulnerability to extinction.","ai_generated":true,"unit":"sei-000491#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","water management"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["predictive modeling","impact assessment"]},{"id":"ucs-000394","url":"https://climateinsightsdirectory.org/document/ucs-000394","title":"Climate Change and Your Health","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2011-06","source_url":"https://www.ucs.org/sites/default/files/2019-09/climate-change-and-ozone-pollution.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the relationship between rising temperatures and ground-level ozone formation, projecting that climate change will increase ozone concentrations and exacerbate respiratory health issues. Using the EPA's BenMAP model, the authors estimate that by 2020, the 'climate penalty' could result in 2.8 million additional acute respiratory symptoms and $5.4 billion in health costs. By 2050, these impacts are projected to rise significantly, with 11.8 million additional respiratory symptom occurrences. The report emphasizes that while precursor emissions are declining, warming temperatures may offset these gains, particularly in California, the Midwest, and the Mid-Atlantic.","ai_generated":true,"unit":"ucs-000394#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rising temperatures create a 'climate penalty on ozone,' where higher temperatures increase ground-level ozone concentrations even if emissions of precursor pollutants like NOx and VOCs remain constant.","ai_generated":true,"unit":"ucs-000394#insight-1","date_modified":"2026-10-23"},{"text":"By 2020, the climate penalty on ozone is estimated to cause an average of 2.8 million additional occurrences of acute respiratory symptoms, such as asthma attacks, coughing, and chest tightness. This number is projected to increase to 11.8 million by 2050.","ai_generated":true,"unit":"ucs-000394#insight-2","date_modified":"2026-10-23"},{"text":"The economic cost of health impacts associated with the climate penalty on ozone in the United States is projected to average $5.4 billion in 2020 (in 2008 dollars).","ai_generated":true,"unit":"ucs-000394#insight-3","date_modified":"2026-10-23"},{"text":"Climate-induced ozone increases are projected to lead to an average of 944,000 more missed school days in 2020, rising to 4.1 million additional missed days by 2050.","ai_generated":true,"unit":"ucs-000394#insight-4","date_modified":"2026-10-23"},{"text":"Hospitalizations for respiratory-related problems are expected to increase due to the climate penalty, with an average of 3,700 more seniors and 1,400 more infants in 2020, increasing to 24,000 seniors and 5,700 infants by 2050.","ai_generated":true,"unit":"ucs-000394#insight-5","date_modified":"2026-10-23"},{"text":"California, the Midwest, and the Mid-Atlantic are identified as regions that could be hit especially hard, with California projected to experience the highest health impacts, estimated at $729 million in 2020.","ai_generated":true,"unit":"ucs-000394#insight-6","date_modified":"2026-10-23"},{"text":"The report argues that current EPA ozone standards are too weak to protect public health, noting that an independent scientific advisory panel recommended a range of 60 to 70 ppb, while the WHO recommends 50 ppb, compared to the 2008 EPA standard of 75 ppb.","ai_generated":true,"unit":"ucs-000394#insight-7","date_modified":"2026-10-23"},{"text":"Warming temperatures may erode the benefits of the Clean Air Act, potentially reducing the projected 2020 ozone-reduction benefits by between 3 percent and 7 percent.","ai_generated":true,"unit":"ucs-000394#insight-8","date_modified":"2026-10-23"}],"climate_tags":["air quality","public health","climate finance","renewable energy","energy efficiency"],"geography_discussed":["California","New York City","Nashua"],"frame_perspective":[],"analysis_type":["predictive modeling","economic impact assessment","health impact assessment"]},{"id":"sei-002661","url":"https://climateinsightsdirectory.org/document/sei-002661","title":"The Last Drop: Climate Change and the Southwest Water Crisis","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2011-02","source_url":"https://www.sei.org/mediamanager/documents/Publications/Climate-mitigation-adaptation/Economics_of_climate_policy/sei-westernwater-0211.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The U.S. Southwest is currently relying on unsustainable groundwater extraction to meet water demands. Climate change is projected to exacerbate this crisis by increasing agricultural water needs and shifting snowmelt timing, leading to significant water shortfalls. The report finds that without adaptation, the region faces a cumulative water shortfall of up to 2,253 million acre feet over the next century under a severe climate scenario (A2). While desalination and imports are deemed non-viable due to cost and availability, planned reductions in urban and agricultural water use—particularly the elimination of low-value crops—could bring water use to sustainable levels. The economic cost of inaction is estimated between $2.3 trillion and $5 trillion over the next century.","ai_generated":true,"unit":"sei-002661#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The U.S. Southwest is currently extracting groundwater at an unsustainable rate, and climate change will worsen this shortfall. Under the A2 climate scenario, the projected water shortfall for the region from 2010 to 2110 reaches 2,253 million acre feet.","ai_generated":true,"unit":"sei-002661#insight-1","date_modified":"2026-10-23"},{"text":"California serves as a primary example of unsustainable use, where groundwater demands over the next century are projected to be three times the available supply. Without adaptation, the state will face water shortfalls every year by 2050.","ai_generated":true,"unit":"sei-002661#insight-2","date_modified":"2026-10-23"},{"text":"Agriculture is the dominant water user in the Southwest, accounting for nearly four-fifths of the region's water, yet it contributes only 1 percent to the regional GDP.","ai_generated":true,"unit":"sei-002661#insight-3","date_modified":"2026-10-23"},{"text":"A significant portion of agricultural water is used for low-value crops, specifically hay, which accounts for 42 percent of the region's agricultural water. Eliminating the lowest value-per-unit-water crops (excluding hay) could reduce agricultural water use by 24 percent while reducing farm sales by less than 5 percent.","ai_generated":true,"unit":"sei-002661#insight-4","date_modified":"2026-10-23"},{"text":"Urban water use is projected to grow faster than agricultural use, with urban use expected to account for nearly one-third of total regional use by 2110. Nevada currently has the highest per capita domestic water use in the U.S. at 190 gallons per person per day.","ai_generated":true,"unit":"sei-002661#insight-5","date_modified":"2026-10-23"},{"text":"Increasing water supply through desalination or imports is not a viable long-term solution. Desalination is energy-intensive and expensive, with true costs for planned California plants estimated between $2,600 and $2,700 per acre foot.","ai_generated":true,"unit":"sei-002661#insight-6","date_modified":"2026-10-23"},{"text":"Planned reductions in water use are the only viable solution. 'Fast' adaptation in California—including significant conservation and price increases—is required to bring water use in line with renewable supplies.","ai_generated":true,"unit":"sei-002661#insight-7","date_modified":"2026-10-23"},{"text":"The economic cost of failing to act is immense. The baseline water shortfall over the next century is estimated to cost between $2.3 trillion and $4.0 trillion, with the A2 climate scenario potentially increasing this to $5 trillion.","ai_generated":true,"unit":"sei-002661#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","greenhouse gas emissions"],"geography_discussed":["Arizona","Nevada","New Mexico","Utah"],"frame_perspective":[],"analysis_type":["economic assessment","predictive modeling","policy analysis"]},{"id":"wri-001709","url":"https://climateinsightsdirectory.org/document/wri-001709","title":"Coastal Capital: Dominican Republic","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":"2010-04","source_url":"http://pdf.wri.org/working_papers/coastal_capital_dominican_republic.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report provides economic valuations of coastal ecosystem services in the Dominican Republic, highlighting the financial risks of beach erosion to the hotel industry and the decline of reef-dependent fisheries. It argues that protecting coral reefs and mangroves is more cost-effective than temporary engineering solutions like beach nourishment. Case studies demonstrate the potential for dive tourism in La Caleta National Marine Park to provide alternative livelihoods for fishermen and the significant domestic spending generated by the Jaragua-Bahoruco-Enriquillo Biosphere Reserve.","ai_generated":true,"unit":"wri-001709#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The degradation of coral reefs significantly increases beach erosion; ten years after the disappearance of live corals, erosion rates could rise by more than 100 percent on eastern beaches and more than 65 percent in the south.","ai_generated":true,"unit":"wri-001709#insight-1","date_modified":"2026-10-23"},{"text":"Gross income for local fishermen from reef-dependent fisheries has fallen by nearly 60 percent over the last decade, dropping from over $41 million to under $17 million, likely due to overfishing.","ai_generated":true,"unit":"wri-001709#insight-2","date_modified":"2026-10-23"},{"text":"In La Caleta National Marine Park, the revenue-maximizing fee for a two-dive trip is estimated at $53 for local visitors and $59 for international visitors.","ai_generated":true,"unit":"wri-001709#insight-3","date_modified":"2026-10-23"},{"text":"Fishermen in La Caleta could potentially earn 90 percent of their current income in the short term by transitioning to dive tourism operators.","ai_generated":true,"unit":"wri-001709#insight-4","date_modified":"2026-10-23"},{"text":"The Jaragua-Bahoruco-Enriquillo Biosphere Reserve generates over $1 million annually in economic benefits for roadside communities through domestic visitor spending on food, gas, and lodging.","ai_generated":true,"unit":"wri-001709#insight-5","date_modified":"2026-10-23"},{"text":"Domestic visitors to the Jaragua-Bahoruco-Enriquillo Biosphere Reserve spend approximately $523,000 on stopovers and $511,000 on lodging annually, with an additional $136,000 paid in park fees.","ai_generated":true,"unit":"wri-001709#insight-6","date_modified":"2026-10-23"}],"climate_tags":["coral reef restoration","ecotourism","sea level rise","climate change","coastal management","biodiversity"],"geography_discussed":["La Caleta National Marine Park","Jaragua-Bahoruco-Enriquillo Biosphere Reserve","Santo Domingo","Caribbean"],"frame_perspective":[],"analysis_type":["economic valuation","hedonic pricing","predictive modeling","willingness-to-pay survey"]}]}