{"query_echo":{"q":"","filters":{"analysis_type":["scenario-based analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'scenario-based analysis' 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=scenario-based+analysis","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":"issafri-000288","url":"https://climateinsightsdirectory.org/document/issafri-000288","title":"South Sudan: Conclusion and Recommendations","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2026-06-15","source_url":"https://futures.issafrica.org/geographic/guide.pdf?geography=SS&topic=05-conclusion","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report evaluates South Sudan's development prospects through 2043, contrasting a 'Current Path' of gradual improvement with a 'Combined scenario' of integrated reforms. While the current path is deemed insufficient to meet the goals of the SSDP 2026–2036, the combined approach suggests that coordinated investments in agriculture, human capital, and infrastructure can accelerate poverty reduction and economic diversification. Key recommendations include scaling solar energy, implementing climate-smart agriculture, and leveraging the AfCFTA to reduce reliance on the oil sector.","ai_generated":true,"unit":"issafri-000288#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Current Path' baseline, which assumes existing policies and trends continue, results in only gradual improvements in living standards, with poverty remaining widespread and energy access constrained by high costs and poor infrastructure.","ai_generated":true,"unit":"issafri-000288#insight-1","date_modified":"2026-10-23"},{"text":"A 'Combined scenario' of integrated reforms would lead to faster growth, sharper declines in poverty and inequality, and a more diversified economy with increased productivity in agriculture and manufacturing to create jobs outside the oil sector.","ai_generated":true,"unit":"issafri-000288#insight-2","date_modified":"2026-10-23"},{"text":"The report concludes that the Current Path is unlikely to achieve the targets of the forthcoming Development Plan (SSDP 2026–2036) or the goals of Agenda 2063 and the SDGs.","ai_generated":true,"unit":"issafri-000288#insight-3","date_modified":"2026-10-23"},{"text":"To achieve transformative development, South Sudan must prioritize low-carbon energy expansion, specifically scaling solar mini-grids and off-grid solutions, and integrate climate adaptation into planning to manage risks from floods and droughts.","ai_generated":true,"unit":"issafri-000288#insight-4","date_modified":"2026-10-23"}],"climate_tags":["economic diversity","agriculture","industrial manufacturing","solar energy","Mini-grids","clean cooking","biomass","climate change adaptation","disaster risk reduction","Climate-smart agriculture","Low carbon development"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario-based analysis","forecasting"]},{"id":"sei-002829","url":"https://climateinsightsdirectory.org/document/sei-002829","title":"Väder, välstånd och välbefinnande","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"sv","date_published":"2022-10","source_url":"https://www.sei.org/wp-content/uploads/2022/10/vader-valstand-valbefinnande-halmstad-sei2022.039.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document examines how climate-driven extreme weather events, such as floods and droughts, create cascading failures in essential services that disproportionately affect vulnerable populations in Halmstad, Sweden. It identifies key drivers of social vulnerability—including age, income, and disability—and argues that municipalities should integrate social perspectives into their risk and vulnerability analyses of critical infrastructure to improve crisis preparedness.","ai_generated":true,"unit":"sei-002829#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Social vulnerability in Halmstad is shaped by nine primary factors: age, language, illness and disability, education level, single-parent households, vehicle ownership, housing, income, and unemployment.","ai_generated":true,"unit":"sei-002829#insight-1","date_modified":"2026-10-23"},{"text":"Certain professional roles increase exposure to risks and cascading effects; this includes operational staff repairing power and phone lines, as well as healthcare and home care workers who may face high risks due to a sense of duty to reach patients during storms.","ai_generated":true,"unit":"sei-002829#insight-2","date_modified":"2026-10-23"},{"text":"Dependence on infrastructure can create new vulnerable groups based on the level of redundancy; for example, rural households may be less vulnerable to municipal water outages if they have private wells, whereas urban apartment dwellers lack alternative water sources.","ai_generated":true,"unit":"sei-002829#insight-3","date_modified":"2026-10-23"},{"text":"Cascading effects can occur between different social groups, as seen during the Covid-19 pandemic where school closures increased the burden on single parents, some of whom work in home care, potentially disrupting healthcare services for those dependent on that care.","ai_generated":true,"unit":"sei-002829#insight-4","date_modified":"2026-10-23"},{"text":"Unintentional negative responses in crisis management can exacerbate social inequalities, such as when crisis communication relies on digital tools or specific languages that exclude those without technology or with language barriers.","ai_generated":true,"unit":"sei-002829#insight-5","date_modified":"2026-10-23"},{"text":"The authors recommend that municipalities use 'Impact chains' (konsekvenskedjor) to visualize the links between weather events, disruptions in essential services, and social vulnerability to better design crisis preparedness.","ai_generated":true,"unit":"sei-002829#insight-6","date_modified":"2026-10-23"}],"climate_tags":["extreme weather event","flood","drought","water scarcity","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study","scenario-based analysis","policy recommendation"]},{"id":"sei-002840","url":"https://climateinsightsdirectory.org/document/sei-002840","title":"Weather, wealth and well-being","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2022-10","source_url":"https://www.sei.org/wp-content/uploads/2022/10/water-related-hazards-halmstad-sei2022.038.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The briefing examines social vulnerability in Halmstad, Sweden, in the context of climate-driven water-related hazards. It argues that while Sweden is generally resilient, specific social groups remain vulnerable due to intersecting factors such as age, income, and disability. Using the impact chain model, the authors demonstrate how disruptions to critical infrastructure—such as water, energy, and transport—can create cascading effects that disproportionately impact the most vulnerable and can even create new vulnerable groups. The document highlights 'erosive coping' where disaster responses may inadvertently reinforce existing inequalities. It recommends that local authorities integrate social dimensions into their risk and vulnerability assessments to design more effective disaster risk reduction strategies.","ai_generated":true,"unit":"sei-002840#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Social vulnerability in Halmstad is shaped by nine primary underlying attributes: age, language, illness and disability, educational attainment, single parent households, vehicle ownership, housing, income, and unemployment.","ai_generated":true,"unit":"sei-002840#insight-1","date_modified":"2026-10-23"},{"text":"Certain professional roles are inherently more exposed to risk during water-related hazards due to their duties, including emergency response personnel, healthcare staff, and caregivers.","ai_generated":true,"unit":"sei-002840#insight-2","date_modified":"2026-10-23"},{"text":"Infrastructure dependency creates varying levels of vulnerability based on redundancy and location; for example, rural residents may be less dependent on municipal water due to private wells, while urban apartment dwellers lack alternative water sources.","ai_generated":true,"unit":"sei-002840#insight-3","date_modified":"2026-10-23"},{"text":"Cascading effects can create new vulnerable groups; for instance, disruptions in education can disproportionately affect women and single mothers who may be forced to stay home with children, subsequently impacting healthcare provision if those mothers are also healthcare workers.","ai_generated":true,"unit":"sei-002840#insight-4","date_modified":"2026-10-23"},{"text":"The document identifies 'erosive coping' as disaster management strategies that increase vulnerability, such as crisis communication that relies on digital tools or specific languages, which excludes those without such access.","ai_generated":true,"unit":"sei-002840#insight-5","date_modified":"2026-10-23"},{"text":"The authors recommend that local authorities move beyond infrastructure-focused risk assessments to include social dimensions and use the impact chain model to identify who depends on critical functions.","ai_generated":true,"unit":"sei-002840#insight-6","date_modified":"2026-10-23"}],"climate_tags":["storm surge","drought","water scarcity","disaster risk reduction","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study","scenario-based analysis"]},{"id":"cdkn-000763","url":"https://climateinsightsdirectory.org/document/cdkn-000763","title":"East Africa 00b Scenario","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":"2020-10-10","source_url":"https://cdkn.org/sites/default/files/files/Social-Lottery_Ethiopia-game_Scenario-card-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents a scenario in Kul-Bayne, Ethiopia, where drought and resource scarcity threaten livelihoods. It outlines a series of proposed resilience measures developed by an Environmental Management Officer, including improved meteorological liaison, community radio weather forecasts, water-saving technologies, women-focused savings and loan schemes, bio-fertiliser kitchen gardens, and disaster risk reduction networks to protect vulnerable populations during heatwaves.","ai_generated":true,"unit":"cdkn-000763#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The town of Kul-Bayne in northeastern Ethiopia is experiencing drought that negatively impacts livestock health, crops, and general human wellbeing, with the government predicting increased future stresses due to climate change.","ai_generated":true,"unit":"cdkn-000763#insight-1","date_modified":"2026-10-23"},{"text":"Proposed resilience and adaptation plans for Kul-Bayne include enhancing technical partnerships for climate projections, utilizing community radio for weather forecasts, and securing funding for water-efficient technologies.","ai_generated":true,"unit":"cdkn-000763#insight-2","date_modified":"2026-10-23"},{"text":"Social and community-based interventions proposed for the town include establishing savings and loan schemes with increased female participation, creating kitchen gardens with bio-fertiliser, and forming disaster risk reduction (DRR) networks to support the elderly, disabled, and isolated individuals during extreme heatwaves.","ai_generated":true,"unit":"cdkn-000763#insight-3","date_modified":"2026-10-23"}],"climate_tags":["drought","climate change adaptation","climate resilience","water efficiency","disaster risk reduction","heat wave","climate change vulnerability"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["scenario-based analysis"]}]}