{"query_echo":{"q":"","filters":{"analysis_type":["text analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'text analysis' 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=text+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":"sei-000144","url":"https://climateinsightsdirectory.org/document/sei-000144","title":"Adaptation without borders: how understanding indirect impacts could change countries' approach to climate risks","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2013-11-06","source_url":"https://www.sei.org/publications/adaptation-without-borders-how-understanding-indirect-impacts-could-change-countries-approach-to-climate-risks/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document introduces the concept of indirect climate change impacts—risks observed in one location but caused by climate events elsewhere—and argues that national adaptation planning must account for global interdependence. It highlights that wealthier nations may be particularly exposed to these indirect risks despite low direct vulnerability. The brief references a text analysis of 25 countries' National Communications to the UNFCCC and a case study of the UK to examine how these impacts are addressed.","ai_generated":true,"unit":"sei-000144#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Indirect climate change impacts are defined as effects observed or expected in one location that are caused by climate change or extreme events in a different location, such as a drought in Brazil causing livestock feed prices to increase in Europe.","ai_generated":true,"unit":"sei-000144#insight-1","date_modified":"2026-10-23"},{"text":"Current adaptation efforts primarily focus on national and sub-national risks, but global interdependence means countries face risks originating outside their borders; wealthier nations may be especially exposed to these indirect impacts even if they perceive low direct vulnerability.","ai_generated":true,"unit":"sei-000144#insight-2","date_modified":"2026-10-23"}],"climate_tags":["Climate risk assessment"],"geography_discussed":["Brazil","Europe","United Kingdom","Bangkok"],"frame_perspective":[],"analysis_type":["conceptual analysis","text analysis","case study"]},{"id":"sei-001666","url":"https://climateinsightsdirectory.org/document/sei-001666","title":"Adaptation without borders?","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2013","source_url":"https://www.sei.org/mediamanager/documents/Publications/Climate/SEI-DB-2013-Adaptation-Without-Borders.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document defines indirect climate change impacts as risks observed in one location but caused by climate events elsewhere, transmitted via biophysical, trade, finance, people, and global security pathways. It highlights a significant gap in national adaptation strategies, noting that a text analysis of 25 countries' National Communications to the UNFCCC shows that keywords related to international risks are rarely used to describe climate risk profiles. The briefing emphasizes that while the private sector often manages these transboundary risks through supply chain analysis, public sector integration remains limited, as evidenced by a UK case study where international dimensions were largely omitted from the formal Climate Change Risk Assessment. The 'Adaptation Without Borders' project aims to provide conceptual frameworks and decision-support tools to help governments identify and manage these interdependencies.","ai_generated":true,"unit":"sei-001666#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Indirect climate change impacts are defined as those \"observed or expected in one place, but are brought brought about by climate change or extreme events somewhere else\", such as a drought in Brazil causing livestock feed prices to rise in Europe.","ai_generated":true,"unit":"sei-001666#insight-1","date_modified":"2026-10-23"},{"text":"Indirect impacts are transmitted through five primary pathways: biophysical (e.g., transboundary river flows in the Indus, Ganges and Brahmaputra basins), trade (e.g., South Korea's food security risks due to high import dependency), finance (e.g., U.S. overseas investments), people (e.g., migration from southern to northern Europe), and the global security context (e.g., conflict risks in the Sahel, Middle East, Caucasus and Arctic).","ai_generated":true,"unit":"sei-001666#insight-2","date_modified":"2026-10-23"},{"text":"A text analysis of National Communications from 25 countries revealed that while keywords like 'imports' and 'exports' appeared frequently, they were generally used to describe economic contexts rather than climate risk profiles, and no specific adaptation measures for indirect impacts were mentioned.","ai_generated":true,"unit":"sei-001666#insight-3","date_modified":"2026-10-23"},{"text":"The private sector is better equipped to manage transboundary risks than the public sector, though gaps persist; for example, 90% of CDP respondents identified physical climate risks, but only 45% of their suppliers did.","ai_generated":true,"unit":"sei-001666#insight-4","date_modified":"2026-10-23"},{"text":"In the UK, the first formal national Climate Change Risk Assessment (CCRA) failed to consider the international dimension of climate risk, a gap later addressed by a PwC report which found indirect impacts could be \"an order of magnitude\" larger than domestic effects in certain themes.","ai_generated":true,"unit":"sei-001666#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","food security","climate finance"],"geography_discussed":["United Kingdom","South Korea","Brazil","United States","Europe"],"frame_perspective":[],"analysis_type":["policy analysis","text analysis","case study"]},{"id":"sei-001872","url":"https://climateinsightsdirectory.org/document/sei-001872","title":"Bioenergy Projects and Sustainable Development: Which Project Types Offer the Greatest Benefits?","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2011-11","source_url":"https://www.sei.org/mediamanager/documents/Publications/Climate-mitigation-adaptation/SEI-WP-2011-04-Bioenergy-Sustainable-Dev.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The analysis finds that bioenergy projects relying on on-farm residues claim the highest number of sustainable development benefits, while those using industrial forestry residues claim the fewest. Most projects focus on economic and environmental benefits, with very few social benefits beyond stakeholder participation.","ai_generated":true,"unit":"sei-001872#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bioenergy projects that utilize on-farm (non-industrial) residues, such as mustard crops, claim the highest number of sustainable development benefits, frequently citing direct and indirect employment, technology transfer, and environmental improvements.","ai_generated":true,"unit":"sei-001872#insight-1","date_modified":"2026-10-23"},{"text":"Projects based on industrial forestry residues, specifically black liquor and sawmill waste, claim the fewest sustainable development benefits, performing similarly to industrial gas or fossil fuel switch projects.","ai_generated":true,"unit":"sei-001872#insight-2","date_modified":"2026-10-23"},{"text":"The most frequently claimed sustainable development benefits across all sampled bioenergy projects are renewable energy production (100%), stakeholder identification (99%), waste reduction (82%), employment generation (60%), and indirect income through local feedstock sourcing (57%).","ai_generated":true,"unit":"sei-001872#insight-3","date_modified":"2026-10-23"},{"text":"Bagasse projects exhibit the widest variation in claimed benefits and are more likely than other bioenergy types to claim social benefits, such as education, training, and a focus on the poor, particularly in Brazil.","ai_generated":true,"unit":"sei-001872#insight-4","date_modified":"2026-10-23"},{"text":"Regional differences in claimed benefits appear to be driven by the distribution of project types rather than regional characteristics; for example, Brazil has a higher proportion of industrial residue projects (72%) compared to India (35%).","ai_generated":true,"unit":"sei-001872#insight-5","date_modified":"2026-10-23"}],"climate_tags":["bioenergy","sustainable development","clean development mechanism","biodiesel","renewable energy","climate finance"],"geography_discussed":["Democratic Republic of the Congo","Kenya","Senegal","South Africa","Eswatini","Tanzania","Thailand"],"frame_perspective":[],"analysis_type":["comparative analysis","text analysis"]}]}