{"query_echo":{"q":"","filters":{"analysis_type":["dataset analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'dataset analysis' 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=dataset+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":"prio-001665","url":"https://climateinsightsdirectory.org/document/prio-001665","title":"The Pillars of Protest: Demands, Strategy, Composition and Organization","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"report","language":"en","date_published":"2024","source_url":"https://cdn.cloud.prio.org/files/c372bb97-c95c-445f-abae-c5088abc0ad5/PRIO Paper-Pillars of protest.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The report identifies four 'pillars' of protest—demands, strategy, composition, and organization—that influence the size of a movement and the likelihood of regime loyalty shifts. It argues that non-violent, broad-based campaigns demanding regime change are most likely to succeed and lead to democratic consolidation. However, it notes a recent decline in the success rate of such movements and a rise in anti-liberal protests. For international democracy promoters, the report recommends investing in civil society infrastructure during stable periods rather than attempting to instigate regime shifts.","ai_generated":true,"unit":"prio-001665#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Mass movements are most likely to achieve their primary objectives when they demand the end of the regime using a non-violent strategy, mobilize a large and diverse set of actors across social divisions, employ tactical diversity, and rely on existing organizational networks.","ai_generated":true,"unit":"prio-001665#insight-1","date_modified":"2026-10-23"},{"text":"Non-violent campaigns generally have a significant 'mobilizing advantage' over violent ones because they present fewer moral, physical, and logistical barriers to entry, allowing them to attract a more diverse participant base.","ai_generated":true,"unit":"prio-001665#insight-2","date_modified":"2026-10-23"},{"text":"Non-violent strategies are more effective at inducing loyalty shifts within security forces due to a 'morality mechanism' (higher psychological costs of repressing unarmed people) and a 'network-tie mechanism' (greater social overlap between a diverse movement and security forces).","ai_generated":true,"unit":"prio-001665#insight-3","date_modified":"2026-10-23"},{"text":"The type of demand influences both the success rate and the democratic outcome; regime-changing campaigns have the highest success rate (41%), while secessionist campaigns have the lowest (9%).","ai_generated":true,"unit":"prio-001665#insight-4","date_modified":"2026-10-23"},{"text":"Urban social groups, particularly students and industrial workers, are more likely to mobilize, more likely to adopt non-violent strategies, and more likely to be guided by a pro-democratic ideology than rural peasant groups.","ai_generated":true,"unit":"prio-001665#insight-5","date_modified":"2026-10-23"},{"text":"High levels of female participation are correlated with increased movement size, a higher propensity for non-violent strategies, and a greater likelihood of success, potentially by increasing the moral cost of repression for security forces.","ai_generated":true,"unit":"prio-001665#insight-6","date_modified":"2026-10-23"},{"text":"Pre-existing organizational networks in civil society reduce collective action problems and improve a movement's ability to sustain mobilization and enforce tactical compliance, even after state repression.","ai_generated":true,"unit":"prio-001665#insight-7","date_modified":"2026-10-23"},{"text":"There has been a substantial increase in 'anti-liberal' mass movements since 2000, which advocate for authoritarian regimes or the restriction of civil liberties, often correlating with economic hardship and democratic erosion.","ai_generated":true,"unit":"prio-001665#insight-8","date_modified":"2026-10-23"},{"text":"The effectiveness of non-violent mass mobilization in promoting democratization appears to have declined after 2010, possibly due to smaller population mobilization, more uniform tactics, and improved state repression technologies.","ai_generated":true,"unit":"prio-001665#insight-9","date_modified":"2026-10-23"},{"text":"International support for pro-democracy movements can be counterproductive if it undermines the legitimacy of domestic actors by making them appear as 'foreign puppets'.","ai_generated":true,"unit":"prio-001665#insight-10","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Romania","Philippines","German Democratic Republic","Tunisia","Egypt","Lithuania","Russia","Myanmar","Spain","Italy","Zimbabwe","Venezuela","Chile","Syria","Sudan","North Korea","Serbia","Ireland","Uzbekistan","Hong Kong","Brazil","South Africa","Algeria"],"frame_perspective":[],"analysis_type":["literature review","dataset analysis","policy recommendations"]},{"id":"wri-000217","url":"https://climateinsightsdirectory.org/document/wri-000217","title":"From Bonds to Blended Finance: How a Diverse Range of Financial Instruments Are Financing Climate Adaptation and Resilience","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.wri.org/research/bonds-blended-finance-how-diverse-range-financial-instruments-are-financing-climate","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study examines a dataset of 162 cases to understand how various financial instruments—including blended finance, bonds, and grants—are used for climate risk reduction and management. It finds that while most instruments are pooled through programs or funds, there is a growing trend toward instruments targeting multiple countries. The analysis reveals a preference for risk reduction over risk management and notes that blended finance is the most frequent instrument used, except in high-income countries where grants are more prevalent.","ai_generated":true,"unit":"wri-000217#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study identifies 11 types of financial instruments used for climate adaptation: blended finance, bonds, concessional and market-based loans, debt swaps, disaster risk financing, equity, grants, guarantees, insurance/risk transfer, and payment for ecosystem services.","ai_generated":true,"unit":"wri-000217#insight-1","date_modified":"2026-10-23"},{"text":"Blended finance is the most frequently utilized instrument across most income levels, although high-income countries rely more heavily on grants.","ai_generated":true,"unit":"wri-000217#insight-2","date_modified":"2026-10-23"},{"text":"Adaptation finance is predominantly focused on physical risk reduction (64%) rather than risk management (32%), likely because ex-ante investments are seen as having higher returns while ex-post instruments are viewed as costs.","ai_generated":true,"unit":"wri-000217#insight-3","date_modified":"2026-10-23"},{"text":"Most financial instruments are pooled through mechanisms, funds, facilities, or programs (75% of cases) rather than being project- or country-specific. The proportion of instruments targeting multiple countries increased from 16% in 2015 to 47% in 2024.","ai_generated":true,"unit":"wri-000217#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","Blended Finance","climate finance","equity","risk reduction","risk management"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["dataset analysis"]}]}