{"query_echo":{"q":"","filters":{"analysis_type":["sectoral impact assessment"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'sectoral impact assessment' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":4,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=sectoral+impact+assessment","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-000165","url":"https://climateinsightsdirectory.org/document/napglob-000165","title":"Saint Lucia’s National Adaptation Plan Stocktaking, Climate Risk and Vulnerability Assessment Report","publisher":{"name":"NAP Global Network","organization":"nap-global-network"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://napglobalnetwork.org/wp-content/uploads/2020/05/napgn-en-2018-Saint-Lucia-National-Adaptation-Plan-Stocktaking-Climate-Risk-and-Vulnerability-Assessment-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses Saint Lucia's vulnerability to climate change, identifying key risks to tourism, agriculture, water, and infrastructure. It evaluates the country's current adaptation capacities, highlighting strengths such as the National Climate Change Committee and weaknesses including limited in-country scientific capacity and data gaps. The document recommends improving the national knowledge base, centralizing data access, and aligning the NAP with long-term development planning.","ai_generated":true,"unit":"napglob-000165#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Saint Lucia is highly vulnerable to climate change due to its small size, geographic location in a high-risk hazard zone, and economic reliance on climate-sensitive sectors like tourism and agriculture.","ai_generated":true,"unit":"napglob-000165#insight-1","date_modified":"2026-10-23"},{"text":"Observed temperature trends show a mean annual increase of approximately 0.7˚C between 1960 and 2006, with an average rate of 0.16˚C per decade.","ai_generated":true,"unit":"napglob-000165#insight-2","date_modified":"2026-10-23"},{"text":"Future climate projections under a high emissions scenario (SRES A2) suggest mean annual temperatures could rise by 1.8 to 3.1 ˚C by 2080, while annual precipitation could decrease by up to 37mm/year by 2080.","ai_generated":true,"unit":"napglob-000165#insight-3","date_modified":"2026-10-23"},{"text":"Sea level rise poses a severe threat to the tourism sector; a 1m rise could put 7% of major tourism properties, 100% of sea ports, and one of the two airports at risk.","ai_generated":true,"unit":"napglob-000165#insight-4","date_modified":"2026-10-23"},{"text":"The cost of inaction on climate change is projected to be 12.1% of GDP by 2025, increasing to 49.1% by 2100.","ai_generated":true,"unit":"napglob-000165#insight-5","date_modified":"2026-10-23"},{"text":"Agriculture is highly exposed to climate hazards, with the 2010-2011 drought reducing banana exports by 15% in the first half of 2010 alone.","ai_generated":true,"unit":"napglob-000165#insight-6","date_modified":"2026-10-23"},{"text":"The health sector faces increased risks of vector, water, and food-borne diseases; without adaptation, the cost of increased morbidity and mortality could reach USD 182.4 million per year by 2050.","ai_generated":true,"unit":"napglob-000165#insight-7","date_modified":"2026-10-23"},{"text":"Saint Lucia possesses a strong institutional foundation for the NAP through the National Climate Change Committee (NCCC), established in 1998.","ai_generated":true,"unit":"napglob-000165#insight-8","date_modified":"2026-10-23"},{"text":"A critical weakness is the low in-country capacity for systematic climate information generation, leaving the country dependent on foreign academic institutions and researchers for major reports.","ai_generated":true,"unit":"napglob-000165#insight-9","date_modified":"2026-10-23"},{"text":"The report identifies significant data gaps in socioeconomic conditions and natural resources, which hinder the identification of vulnerable groups and geographic areas.","ai_generated":true,"unit":"napglob-000165#insight-10","date_modified":"2026-10-23"},{"text":"The 2015 Climate Change Adaptation Policy (CCAP) is identified as a primary entry point for the NAP, as it endorses a cross-sectoral approach to adaptation.","ai_generated":true,"unit":"napglob-000165#insight-11","date_modified":"2026-10-23"},{"text":"The NAP process has prioritized seven key sectors for the development of Sectoral Adaptation Strategies and Action Plans (SASAPs): Water, Agriculture, Fisheries, Infrastructure and spatial planning, Natural resource management, Health, and Education.","ai_generated":true,"unit":"napglob-000165#insight-12","date_modified":"2026-10-23"}],"climate_tags":["national adaptation plan","Climate risk assessment","vulnerability assessment","sea level rise","coastal erosion","tropical cyclone","agriculture","tourism industry","water management","public health","infrastructure","biodiversity","coral bleaching","climate finance","capacity building","land-use planning"],"geography_discussed":["Castries","Caribbean"],"frame_perspective":[],"analysis_type":["stocktaking","SWOT analysis","gap analysis","sectoral impact assessment"]},{"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":"saiia-001476","url":"https://climateinsightsdirectory.org/document/saiia-001476","title":"Climate Change and Trade: The Challenges for Southern Africa","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2009-10-26","source_url":"https://saiia.org.za/wp-content/uploads/2009/09/dttp_biacuana_climate_change_challenges_for_mozambique_20091026.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper examines how climate change threatens Mozambique's economic development, specifically within agriculture, tourism, and public health. It highlights the country's high vulnerability due to its geography and poverty, noting that frequent natural disasters undermine progress toward Millennium Development Goals (MDGs). While the government has established a National Adaptation Programme of Action (NAPA), implementation is hindered by resource constraints. The paper also identifies potential opportunities through the Clean Development Mechanism (CDM) and hydropower exports to South Africa.","ai_generated":true,"unit":"saiia-001476#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mozambique is highly vulnerable to climate change due to its geography, featuring 2,700 kilometres of low-lying coastline and the discharge of several major international rivers, including the Zambezi, Limpopo, and Rovuma, which often lead to widespread flooding.","ai_generated":true,"unit":"saiia-001476#insight-1","date_modified":"2026-10-23"},{"text":"Natural disasters have increased in frequency and severity, with 50% of tropical cyclones, 55% of droughts, and 58% of floods occurring between 2000 and 2009.","ai_generated":true,"unit":"saiia-001476#insight-2","date_modified":"2026-10-23"},{"text":"Climate change threatens the agricultural sector, which employs 78.5% of the workforce and accounts for 25.2% of GDP; predictions suggest Mozambique may be among the African countries to lose cereal production potential by 2080.","ai_generated":true,"unit":"saiia-001476#insight-3","date_modified":"2026-10-23"},{"text":"The tourism sector faces risks from sea-level rise causing coastal erosion, coral bleaching from temperature rises, and potential decreases in long-haul arrivals due to climate regulations on air travel and shipping.","ai_generated":true,"unit":"saiia-001476#insight-4","date_modified":"2026-10-23"},{"text":"Public health is compromised by the destruction of infrastructure and the increased incidence of waterborne diseases like cholera and malaria, which threatens the achievement of health-related MDGs by 2014.","ai_generated":true,"unit":"saiia-001476#insight-5","date_modified":"2026-10-23"},{"text":"International trade is threatened by supply-side production variability and demand-side concerns in the EU and US regarding 'food miles' (GHG emissions from transporting agricultural exports).","ai_generated":true,"unit":"saiia-001476#insight-6","date_modified":"2026-10-23"},{"text":"The government's National Adaptation Programme of Action (NAPA), completed in 2004, remains largely unimplemented due to a lack of human, financial, and management resources.","ai_generated":true,"unit":"saiia-001476#insight-7","date_modified":"2026-10-23"},{"text":"Mozambique has limited engagement with the Clean Development Mechanism (CDM), having only one project by January 2009, but may benefit from exporting hydropower to South Africa if the latter is forced to cap carbon emissions.","ai_generated":true,"unit":"saiia-001476#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","greenhouse gas emissions","agriculture","food security","tourism industry","public health","international trade","clean development mechanism","hydropower","carbon credit","coastal erosion","sea level rise"],"geography_discussed":["Africa","South Africa","European Union","United States","Maputo","Vilankulo","Manica Province"],"frame_perspective":[],"analysis_type":["sectoral impact assessment","policy review"]},{"id":"climstra-000123","url":"https://climateinsightsdirectory.org/document/climstra-000123","title":"Estimation of Carbon Costs in the Chemical Sector","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"research paper","language":"en","date_published":"2008-12-03","source_url":"https://climatestrategies.org/wp-content/uploads/2014/11/chem-report031208-final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study examines how carbon pricing affects the chemical sector by analyzing individual production processes to identify specific leakage risks. Using Germany as a representative example, it finds that while most chemical sub-sectors face moderate cost increases, certain basic chemicals—such as calcium carbide, chlorine, and soda ash—experience significant cost increases relative to their net production value. The report suggests that for some substances, like chlorine, high transport costs and risks may mitigate leakage, while others may require tailored policy instruments such as conditional free allowances or state aid.","ai_generated":true,"unit":"climstra-000123#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"For most chemicals, the cost increase from carbon allowances and electricity is limited, or international trade is restricted by expensive or risky transport, meaning higher European carbon prices are unlikely to cause production relocation or leakage.","ai_generated":true,"unit":"climstra-000123#insight-1","date_modified":"2026-10-23"},{"text":"Certain basic chemicals face high cost increases relative to their net production value, specifically PVC, Soda, and Ammonia, as well as calcium carbide, which the authors state would warrant significant leakage concerns if the analysis is confirmed.","ai_generated":true,"unit":"climstra-000123#insight-2","date_modified":"2026-10-23"},{"text":"The chlor-alkali process for producing chlorine and sodium hydroxide is particularly sensitive; under the assumed CO2 price of 20 Euros/t, production costs under full auctioning would increase by 146% relative to the net production value.","ai_generated":true,"unit":"climstra-000123#insight-3","date_modified":"2026-10-23"},{"text":"For Stage 3 carbon-intensive products, cost increases relative to net production value at 20 Euro/t CO2 are 15% for PVC, 5.5% for polyethylene, and 5.3% for polypropylene.","ai_generated":true,"unit":"climstra-000123#insight-4","date_modified":"2026-10-23"},{"text":"At an aggregate level, the 'basic chemicals' sub-sector has the highest cost increase of all chemical sub-branches, while other sectors like pharmaceuticals and pesticides show very low increases (0.2%).","ai_generated":true,"unit":"climstra-000123#insight-5","date_modified":"2026-10-23"},{"text":"The authors propose that leakage concerns can be addressed through specific instruments including state aid, conditional free allowance allocation, or internationally coordinated border adjustments.","ai_generated":true,"unit":"climstra-000123#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon leakage","carbon price","European Union Emission Trading Scheme 1"],"geography_discussed":["European Union"],"frame_perspective":[],"analysis_type":["cost-benefit analysis","sectoral impact assessment"]}]}