{"query_echo":{"q":"","filters":{"analysis_type":["risk mapping"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'risk mapping' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=risk+mapping","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":"climcent-000075","url":"https://climateinsightsdirectory.org/document/climcent-000075","title":"Rising Seas Stretch Risk Zones","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"report","language":"en","date_published":"2024-04-04","source_url":"https://www.climatecentral.org/report/rising-seas-stretch-risk-zones","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Using updated CoastalDEM elevation data and IPCC medium-to-high emissions scenarios, Climate Central projects that by 2100, annual coastal flood risk zones will expand to include areas where an additional 93 million people currently live. The report highlights severe population impacts in Asia, particularly in China, Bangladesh, and Vietnam, and provides the first full assessment of population exposure in Arctic nations.","ai_generated":true,"unit":"climcent-000075#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"By the end of the century, coastal flood risk zones are projected to extend further inland and higher, affecting areas where 93 million people currently reside.","ai_generated":true,"unit":"climcent-000075#insight-1","date_modified":"2026-10-23"},{"text":"China faces the largest absolute increase in population exposure, with the number of people in the annual flood risk zone projected to grow from 52.5 million in 2030 to 81.7 million by 2100.","ai_generated":true,"unit":"climcent-000075#insight-2","date_modified":"2026-10-23"},{"text":"Several other Asian nations show significant increases in population exposure by 2100: Bangladesh (30.4 million), Vietnam (25.6 million), India (24.2 million), Indonesia (16.8 million), and Japan (12.7 million).","ai_generated":true,"unit":"climcent-000075#insight-3","date_modified":"2026-10-23"},{"text":"The report provides the first comprehensive assessment of population exposure in Arctic nations, noting that by 2100, Russia will have 469,000 residents in the annual flood risk zone, followed by Denmark (224,000) and Canada (325,000).","ai_generated":true,"unit":"climcent-000075#insight-4","date_modified":"2026-10-23"},{"text":"The analysis utilizes CoastalDEM version 3.1, an AI-driven digital elevation model updated in March 2024, combined with IPCC SSP3-7.0 medium-to-high emissions scenarios.","ai_generated":true,"unit":"climcent-000075#insight-5","date_modified":"2026-10-23"}],"climate_tags":["sea level rise","coastal flood","Climate risk assessment"],"geography_discussed":["People's Republic of China","Vietnam","Bangladesh","India","Indonesia","Japan","Sri Lanka","Philippines","Egypt","Malaysia","United States","Brazil","Canada","Denmark","Finland","Iceland","Norway","Russia","Sweden","Thailand","Myanmar","Nigeria"],"frame_perspective":[],"analysis_type":["quantitative projection","risk mapping"]},{"id":"napglob-000104","url":"https://climateinsightsdirectory.org/document/napglob-000104","title":"Climate Vulnerability Assessment for the Cape Coast Municipal Assembly (CCMA)","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2024-03","source_url":"https://napglobalnetwork.org/wp-content/uploads/2025/07/ghana_2024_cvra_report_cape_coast.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The assessment identifies the Cape Coast Municipal Assembly (CCMA) as highly vulnerable to climate change, particularly through flooding and rising temperatures. Agriculture is ranked as the most vulnerable sector due to a total reliance on rainfed systems. The report highlights that coastal communities face severe risks from sea-level rise and erosion, exacerbated by illegal sand mining. Future projections indicate steadily rising temperatures and variable rainfall, necessitating adaptation strategies such as nature-based solutions, improved drainage, and the introduction of irrigation.","ai_generated":true,"unit":"napglob-000104#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture is the most vulnerable sector in the Cape Coast municipality, characterized by a total lack of irrigation technology among farmers.","ai_generated":true,"unit":"napglob-000104#insight-1","date_modified":"2026-10-23"},{"text":"Flooding is the most frequent extreme climatic event in the municipality, with 21.94% of the area classified as high flood hazard zones.","ai_generated":true,"unit":"napglob-000104#insight-2","date_modified":"2026-10-23"},{"text":"Illegal coastal sand and stone mining is identified as the primary cause of coastline erosion in Cape Coast, surpassing the impacts of sea-level rise and storm surges.","ai_generated":true,"unit":"napglob-000104#insight-3","date_modified":"2026-10-23"},{"text":"Historical climate data from 1980 to 2020 shows a significant increasing trend in both annual mean minimum and maximum temperatures, aligning with global trends.","ai_generated":true,"unit":"napglob-000104#insight-4","date_modified":"2026-10-23"},{"text":"Gender-based vulnerabilities are evident in limited resource access, with men representing 67.6% of beneficiaries in key district resilience programs compared to 32.2% for women.","ai_generated":true,"unit":"napglob-000104#insight-5","date_modified":"2026-10-23"},{"text":"Future projections to 2100 indicate that daytime and nighttime temperatures will rise steadily, with daytime temperatures expected to reach 32°C by the end of the century.","ai_generated":true,"unit":"napglob-000104#insight-6","date_modified":"2026-10-23"}],"climate_tags":["agriculture","coastal erosion","sea level rise","flood","climate change","drought","nature-based solutions","climate finance","agricultural irrigation","early warning system","national adaptation plan"],"geography_discussed":["Ghana"],"frame_perspective":[],"analysis_type":["vulnerability assessment","climate projection","risk mapping"]},{"id":"iai-001608","url":"https://climateinsightsdirectory.org/document/iai-001608","title":"REPORTE TÉCNICO METODOLOGÍA, ANÁLISIS Y RESULTADOS DE VULNERABILIDAD, AMENAZA, RIESGO","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"report","language":"es","date_published":null,"source_url":"https://iai.int/administrador/assets/images/ckfinder/files/SESI%C3%93N%202%20-%20LECTURA%20RECOMENDADA.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the flood and heat risks in Durán, Ecuador, finding that 60% of the canton faces medium to very high flood risk. It identifies a strong correlation between informal settlements, low socioeconomic status, and high vulnerability. The study recommends a master plan for storm drainage, the restoration of mangroves to mitigate tidal effects, and the implementation of urban green structures to increase resilience.","ai_generated":true,"unit":"iai-001608#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Approximately 60% of the Durán canton exhibits flood risk levels ranging from medium to very high, while 20% is low and 20% is very low.","ai_generated":true,"unit":"iai-001608#insight-1","date_modified":"2026-10-23"},{"text":"An estimated 76,000 people in Durán are at risk, with the highest concentrations in El Recreo (19%), Héctor Cobos (10%), 28 de agosto (9%), and 5 de junio (4%).","ai_generated":true,"unit":"iai-001608#insight-2","date_modified":"2026-10-23"},{"text":"High vulnerability is strongly associated with non-legalized informal settlements, which make up approximately 50% of the urban area and are characterized by a lack of basic services, sanitation, and drainage systems.","ai_generated":true,"unit":"iai-001608#insight-3","date_modified":"2026-10-23"},{"text":"Flood threats in Durán originate from two distinct sources: gravitational tidal effects and storms (rainfall), both of which are exacerbated by low topography, as more than 50% of the canton is below mean sea level.","ai_generated":true,"unit":"iai-001608#insight-4","date_modified":"2026-10-23"},{"text":"The city experiences an Urban Heat Island (UHI) effect, where high levels of risk are found in sectors with the highest density of construction and lowest albedo, such as Héctor Cobos, El Recreo, and areas near the E40 highway.","ai_generated":true,"unit":"iai-001608#insight-5","date_modified":"2026-10-23"},{"text":"The San Enrique canal is highly vulnerable to flooding due to low slopes, lack of maintenance, and the combined effect of tides, rainfall, and pipe discharge.","ai_generated":true,"unit":"iai-001608#insight-6","date_modified":"2026-10-23"},{"text":"Specific high-risk sectors face distinct impacts: '5 de Junio' suffers from vector-borne diseases and school disruptions; 'El Recreo' has over 4,000 homes exposed to flooding; and 'Héctor Cobos' experiences significant material losses in homes due to a lack of commercial establishments.","ai_generated":true,"unit":"iai-001608#insight-7","date_modified":"2026-10-23"},{"text":"To reduce flood risk, the report suggests restoring mangroves near the Babahoyo river mouth to indirectly slow tidal ingress and implementing a master plan for storm drainage.","ai_generated":true,"unit":"iai-001608#insight-8","date_modified":"2026-10-23"}],"climate_tags":["flood","urban heat island","climate change","urban resilience","sea level rise","informal housing","Mangrove restoration","land-use planning","climate change adaptation"],"geography_discussed":["Ecuador","Guayas Province","Guayaquil","Milagro"],"frame_perspective":[],"analysis_type":["vulnerability assessment","risk mapping","hydrological modeling"]}]}