{"query_echo":{"q":"","filters":{"geography":["Bibiani-Anhwiaso-Bekwai Municipal Assembly"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Bibiani-Anhwiaso-Bekwai Municipal Assembly' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Bibiani-Anhwiaso-Bekwai+Municipal+Assembly","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":"napglob-000096","url":"https://climateinsightsdirectory.org/document/napglob-000096","title":"Climate Adaptation Plan","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2025-08","source_url":"https://napglobalnetwork.org/wp-content/uploads/2026/07/ghana-2025-babma-climate-adaptation-plan.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Bibiani-Anhwiaso-Bekwai Municipal Assembly (BABMA) has developed a Climate Adaptation Plan (2025–2030) to address increasing temperatures and erratic rainfall. The plan identifies high vulnerabilities in agriculture, water resources, forestry, biodiversity, fisheries, tourism, human health, and gender. It proposes 88 adaptation options, with a total estimated implementation cost of GHC 171,429,795.00. Key priorities include rainwater harvesting for irrigation, early warning systems for disasters, and gender-responsive healthcare and agricultural support.","ai_generated":true,"unit":"napglob-000096#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Bibiani-Anhwiaso-Bekwai Municipal Assembly (BABMA) faces significant climate threats characterized by increasing temperature patterns and erratic rainfall, which negatively impact local livelihoods.","ai_generated":true,"unit":"napglob-000096#insight-1","date_modified":"2026-10-23"},{"text":"The total estimated cost to implement the proposed adaptation actions across all priority sectors in the municipality is GHC 171,429,795.00.","ai_generated":true,"unit":"napglob-000096#insight-2","date_modified":"2026-10-23"},{"text":"Agriculture is the most expensive sector for adaptation, requiring GHC 47,217,635.00, with priority actions including rainwater harvesting for irrigation and the use of crop-resistant varieties.","ai_generated":true,"unit":"napglob-000096#insight-3","date_modified":"2026-10-23"},{"text":"The plan identifies specific climate projections for the municipality, including a projected temperature rise of 1.5°C to 2°C by the mid-21st century and increased rainfall variability.","ai_generated":true,"unit":"napglob-000096#insight-4","date_modified":"2026-10-23"},{"text":"Disaster risk reduction is a primary focus, with the highest number of identified adaptation actions (12), prioritizing early warning systems and community-based flood risk awareness.","ai_generated":true,"unit":"napglob-000096#insight-5","date_modified":"2026-10-23"},{"text":"The plan emphasizes gender-responsive adaptation, noting that women, the elderly, and people with disabilities are disproportionately affected by climate change, particularly regarding access to land, credit, and maternal health services.","ai_generated":true,"unit":"napglob-000096#insight-6","date_modified":"2026-10-23"},{"text":"In the water resources sector, key priorities include planting trees to restore degraded wetlands and implementing integrated water resource management (IWRM) to ensure equitable distribution.","ai_generated":true,"unit":"napglob-000096#insight-7","date_modified":"2026-10-23"},{"text":"The forestry sector's strategy focuses on forest awareness campaigns, agroforestry, and reforestation projects to combat the loss of forest cover and maintain carbon sinks.","ai_generated":true,"unit":"napglob-000096#insight-8","date_modified":"2026-10-23"},{"text":"Human health adaptation priorities include strengthening local clinics to handle climate-induced emergencies and using climate forecasts to predict disease outbreaks like malaria and cholera.","ai_generated":true,"unit":"napglob-000096#insight-9","date_modified":"2026-10-23"},{"text":"The plan proposes a Monitoring, Evaluation, and Learning (MEL) framework to track progress, assess effectiveness, and facilitate adaptive management based on gender- and age-disaggregated data.","ai_generated":true,"unit":"napglob-000096#insight-10","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","agriculture","water resource","forestry","biodiversity","tourism industry","human health","disaster risk reduction","rainwater harvesting","agroforestry","early warning system","climate finance","nature-based solutions","Integrated Water Resources Management"],"geography_discussed":["Ghana"],"frame_perspective":[],"analysis_type":["vulnerability assessment","adaptation planning","cost estimation"]},{"id":"napglob-000103","url":"https://climateinsightsdirectory.org/document/napglob-000103","title":"Climate Change Vulnerability Assessment for the Bibiani-Anhwiaso-Bekwai Municipal Assembly","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_bamba.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The assessment identifies the Awaso Zonal Council as the most vulnerable area in the Bibiani-Anhwiaso-Bekwai municipality due to high exposure to bushfires and droughts, combined with high sensitivity in agriculture and infrastructure. Agriculture and human health are ranked as the most vulnerable sectors, with rainfall variability and rising temperatures threatening crop yields and increasing disease prevalence. Projections indicate annual rainfall will increase to 1678 mm by 2050, while both day and night temperatures are expected to rise by 1°C by mid-century. The report recommends policy interventions including livelihood diversification, the construction of feeder roads, the implementation of early warning systems, and the promotion of climate-smart agriculture and irrigation.","ai_generated":true,"unit":"napglob-000103#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agriculture and human health are the most vulnerable sectors in the municipality, both receiving the highest possible weighted average score of 5.00 in stakeholder rankings based on certainty, timing, and severity of impact.","ai_generated":true,"unit":"napglob-000103#insight-1","date_modified":"2026-10-23"},{"text":"The Awaso Zonal Council is the most vulnerable area in the municipality, driven by high exposure to natural disasters—specifically forest/bushfires and droughts—and high sensitivity in its agriculture and infrastructure sectors.","ai_generated":true,"unit":"napglob-000103#insight-2","date_modified":"2026-10-23"},{"text":"Climate projections for the municipality indicate that annual rainfall is expected to increase from 1484 mm in 2021 to 1678 mm by 2050, though it will remain variable with intermittent dry and wet years.","ai_generated":true,"unit":"napglob-000103#insight-3","date_modified":"2026-10-23"},{"text":"Temperatures in the municipality are projected to rise, with both annual minimum (night-time) and maximum (daytime) temperatures expected to increase by 1°C by 2050 and another 1°C by 2100.","ai_generated":true,"unit":"napglob-000103#insight-4","date_modified":"2026-10-23"},{"text":"Gender-based analysis reveals that women in the municipality are more vulnerable than men, as they have smaller average farm sizes (4.8 acres compared to 6.3 acres for men), lower education levels, and a higher proportion of houses located in flood-prone areas.","ai_generated":true,"unit":"napglob-000103#insight-5","date_modified":"2026-10-23"},{"text":"The municipality's adaptive capacity is heavily supported by social networks, with membership in social organizations ranging from 77% in Lineso to 97% in Awaso, though livelihood strategies are limited as 71% of households rely on a single source of income.","ai_generated":true,"unit":"napglob-000103#insight-6","date_modified":"2026-10-23"},{"text":"Infrastructure sensitivity is high across the municipality, with only 27% of households reporting access to good road networks and a widespread lack of disaster-resilient infrastructure and property insurance.","ai_generated":true,"unit":"napglob-000103#insight-7","date_modified":"2026-10-23"},{"text":"The report identifies a critical gap in disaster preparedness, noting that over 88% of households have never received warnings about impending flood or drought events.","ai_generated":true,"unit":"napglob-000103#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change vulnerability","national adaptation plan","agriculture","forestry","water resource","human health","infrastructure","Climate-smart agriculture","early warning system","rain","flood","drought"],"geography_discussed":["Ghana","Western North Region"],"frame_perspective":[],"analysis_type":["vulnerability assessment","climate projection","scenario planning"]}]}