{"query_echo":{"q":"","filters":{"analysis_type":["probabilistic modeling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'probabilistic modeling' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=probabilistic+modeling","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-000057","url":"https://climateinsightsdirectory.org/document/climcent-000057","title":"Elite Soccer Performance and Climate Change","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"report","language":"en","date_published":"2025-04-22","source_url":"https://www.climatecentral.org/report/elite-soccer-performance-and-climate-change","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Climate Central analysis indicates that human-caused climate change has significantly increased the risk of sub-optimal temperatures (21°C or higher) that impair elite soccer performance during the 2025 UEFA Champions League knockout stages. Comparing current data to the 1970s, the likelihood of such heat has risen for all 23 analyzed stadiums, with the most dramatic increase occurring at Lluís Companys Olympic Stadium in Barcelona, where the risk increased by 800%. This temperature threshold is critical because research shows that players cover less total distance, sprint less, and perform fewer high-intensity efforts when temperatures reach or exceed 21°C.","ai_generated":true,"unit":"climcent-000057#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Human-caused climate change has increased the likelihood of temperatures reaching or exceeding 21°C—the threshold where elite soccer player running performance declines—at all 23 analyzed UEFA Champions League stadiums when comparing 2025 to the 1970s.","ai_generated":true,"unit":"climcent-000057#insight-1","date_modified":"2026-10-23"},{"text":"The risk of sub-optimal temperatures has increased most severely in Barcelona at Lluís Companys Olympic Stadium, where the probability has risen by 800%. In Paris, London, and Birmingham, the risk of facing these temperatures has doubled.","ai_generated":true,"unit":"climcent-000057#insight-2","date_modified":"2026-10-23"},{"text":"Research indicates that when temperatures are 21°C or higher, soccer players exhibit reduced performance, including covering less total distance, fewer high-speed runs, fewer sprints, and fewer high-intensity efforts compared to cooler conditions.","ai_generated":true,"unit":"climcent-000057#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","extreme heat"],"geography_discussed":["Barcelona","Paris","London","Birmingham","Madrid","Milan","Munich","Dortmund","Monaco"],"frame_perspective":[],"analysis_type":["probabilistic modeling","comparative analysis"]},{"id":"clipolin-000334","url":"https://climateinsightsdirectory.org/document/clipolin-000334","title":"Addressing Off-Taker Risk in Renewable Projects in India: A Framework for Designing a Payment Security Mechanism as a Credit Enhancement Device","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"research paper","language":"en","date_published":"2018-05","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2018/05/A-Framework-for-Designing-a-Payment-Security-Mechanism-as-a-Credit-Enhancement-Device-4.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper addresses the financial risk in India's renewable energy sector caused by the poor financial health of state-owned electricity distribution companies (DISCOMs), which can add up to 1.07% to the cost of debt. It defines a Payment Security Mechanism (PSM) as a funded capital reserve providing interest-free working capital during default events. The authors propose a five-step stochastic methodology to determine the optimal PSM size required to achieve specific credit rating enhancements for projects. Applying this to eight sample DISCOMs, the study finds that most require approximately 12 months of payment support to reach a BB rating, typically representing 10%-20% of a project's total capital expenditure. The paper concludes that the maximum credit enhancement achievable through a PSM is a BB rating, as other non-counterparty risks limit further improvement to BBB or higher.","ai_generated":true,"unit":"clipolin-000334#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Counterparty credit risk from state-owned utilities delaying or defaulting on payments can increase the cost of debt for Indian renewable energy projects by as much as 1.07% of additional risk premium.","ai_generated":true,"unit":"clipolin-000334#insight-1","date_modified":"2026-10-23"},{"text":"The theoretical maximum credit enhancement a PSM can provide is a BB rating; achieving a BBB rating or higher is not possible through a PSM alone because other risk factors beyond counterparty credit risk must be mitigated.","ai_generated":true,"unit":"clipolin-000334#insight-2","date_modified":"2026-10-23"},{"text":"Most sample DISCOMs require an average of 12 months of payment support to enable associated projects to achieve a BB rating, with a range of 8-17 months for most entities.","ai_generated":true,"unit":"clipolin-000334#insight-3","date_modified":"2026-10-23"},{"text":"The required fund size for a PSM typically equals 10%-20% of the project's total capital expenditure, though this could be reduced to 6%-18% if DISCOMs provide a revolving letter of credit for 3 months of payment.","ai_generated":true,"unit":"clipolin-000334#insight-4","date_modified":"2026-10-23"},{"text":"Payment support needs vary significantly by DISCOM: Gujarat requires minimal support (1 month or less), West Bengal requires no PSM to reach the BB limit, while Uttarakhand shows an anomalous requirement of over 45 months.","ai_generated":true,"unit":"clipolin-000334#insight-5","date_modified":"2026-10-23"}],"climate_tags":["renewable energy","project finance","climate finance"],"geography_discussed":["Gujarat","West Bengal","Uttarakhand","Andhra Pradesh"],"frame_perspective":[],"analysis_type":["theoretical framework","probabilistic modeling","case study"]}]}