{"query_echo":{"q":"","filters":{"analysis_type":["mixed methods"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'mixed methods' 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=mixed+methods","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-002728","url":"https://climateinsightsdirectory.org/document/sei-002728","title":"Natural climate solutions and fire mitigation: early findings on the path to net zero","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2023-10","source_url":"https://www.sei.org/wp-content/uploads/2023/10/sei2023.049-fire-mitigation-net-zero.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that while forest fires are a threat, the VCS Program's pooled buffer account is adequately capitalized to guarantee credit permanence. Analysis of six REDD+ projects shows that some, such as the Katingan Peatland Restoration Project, generate fire-mitigation co-benefits through advanced management practices, while others do not. Only one reversal was identified across 190 AFOLU projects, which was fully compensated by the buffer pool.","ai_generated":true,"unit":"sei-002728#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The VCS Program's pooled buffer account is sufficiently robust to guarantee the permanence of issued credits, as total historic cancellations to compensate for reversals represent only 0.08% of current reserves as of July 2022.","ai_generated":true,"unit":"sei-002728#insight-1","date_modified":"2026-10-23"},{"text":"Among the six studied NCS projects, only one experienced a loss event (the Rimba Raya Biodiversity Reserve Project), but it did not result in a reversal because the project replaced the lost carbon stocks and generated additional emission reductions during the verification period.","ai_generated":true,"unit":"sei-002728#insight-2","date_modified":"2026-10-23"},{"text":"A reversal was identified in one of 190 AFOLU projects—the TIST Program in Kenya—where landowners harvested trees for timber, resulting in a reversal of 48,838 tCO2e that was fully compensated by cancelling buffer credits.","ai_generated":true,"unit":"sei-002728#insight-3","date_modified":"2026-10-23"},{"text":"The Katingan Peatland Restoration Project (ID 1477) in Indonesia demonstrated significant fire-mitigation co-benefits, experiencing fewer fires and a lower percentage of tree cover loss compared to its matched protected area comparators.","ai_generated":true,"unit":"sei-002728#insight-4","date_modified":"2026-10-23"},{"text":"The Rimba Raya Biodiversity Reserve Project (ID 674) did not generate excess fire-mitigation co-benefits, as it experienced a higher normalized fire count per square kilometre and higher tree cover loss than its comparison areas.","ai_generated":true,"unit":"sei-002728#insight-5","date_modified":"2026-10-23"},{"text":"In Brazil and Peru, the study could not determine if projects generated excess fire mitigation because most project and comparison areas lacked statistically significant correlations between fire and tree cover loss.","ai_generated":true,"unit":"sei-002728#insight-6","date_modified":"2026-10-23"},{"text":"Effective fire management practices identified in high-performing projects include the use of fire-break plantations, peatland rewetting, drones for observation, early warning systems, and the allocation of over 40% of the annual operational budget to fire management.","ai_generated":true,"unit":"sei-002728#insight-7","date_modified":"2026-10-23"},{"text":"In certain regions, such as the RESEX Rio Preto-Jacundá REDD+ Project in Brazil, deforestation often precedes fire due to 'forest edging,' where loggers clear trees to access stands before setting burns to clear litter.","ai_generated":true,"unit":"sei-002728#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Reducing emissions from deforestation and forest degradation","forest fire","carbon offset","carbon credit","carbon sequestration"],"geography_discussed":["Kenya","Uganda","India"],"frame_perspective":[],"analysis_type":["mixed methods","remote sensing","geospatial analysis","qualitative survey"]},{"id":"sei-002562","url":"https://climateinsightsdirectory.org/document/sei-002562","title":"Effectiveness of climate change adaptation interventions in sub-Saharan Africa and the impact of funding modalities","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2021-10","source_url":"https://www.sei.org/wp-content/uploads/2021/10/sei-mixed-methods-systematic-review-protocol.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a methodological plan to evaluate the effectiveness of adaptation finance in sub-Saharan Africa, specifically focusing on projects funded by multilateral climate funds and bilateral donors from the UK and Sweden. It proposes a theory of change to link financial inputs and project design to outcomes such as reduced climate risk and vulnerability. The protocol details a multi-pronged search strategy across academic and grey literature, and a synthesis approach combining meta-analysis, framework synthesis, and qualitative comparative analysis. However, the authors note that funding for the review was discontinued in March 2021, and the review will not be completed as described.","ai_generated":true,"unit":"sei-002562#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant gap in adaptation finance for Africa; while costs are estimated between US$7–15 billion per year by 2020 and up to US$50 billion per year by 2050, actual flows have only been US$1–2 billion per year.","ai_generated":true,"unit":"sei-002562#insight-1","date_modified":"2026-10-23"},{"text":"The document identifies a synthesis gap in climate action research, noting that existing reviews often focus on either adaptation activities without financial analysis, or on finance allocation without assessing on-the-ground outcomes.","ai_generated":true,"unit":"sei-002562#insight-2","date_modified":"2026-10-23"},{"text":"The proposed review focuses on a specific set of funders: multilateral climate funds—the Least Developed Countries Fund (LDCF), the Special Climate Change Fund (SCCF), the Adaptation Fund (AF), and the Pilot Program for Climate Resilience (PPCR)—and bilateral donors from the United Kingdom (FCDO) and Sweden (Sida).","ai_generated":true,"unit":"sei-002562#insight-3","date_modified":"2026-10-23"},{"text":"The review's theoretical framework defines an effective adaptation project as one providing evidence of the reduction of climate change risks, which are the result of the interaction between vulnerability, exposure, and hazard.","ai_generated":true,"unit":"sei-002562#insight-4","date_modified":"2026-10-23"},{"text":"The protocol establishes a mixed-methods synthesis approach to answer five research questions regarding design differences between funders, effects on climate risks, causal pathways to outcomes, and the association of financial and implementation conditions with those outcomes.","ai_generated":true,"unit":"sei-002562#insight-5","date_modified":"2026-10-23"},{"text":"The review was designed to include projects implemented after 2010, coinciding with the introduction of the Rio marker for adaptation, which allows donors to identify if adaptation is a principal or significant objective.","ai_generated":true,"unit":"sei-002562#insight-6","date_modified":"2026-10-23"},{"text":"The authors explicitly state that the review will not be completed as described because funding from the UK Centre of Excellence for Development Impact and Learning was suspended in March 2021.","ai_generated":true,"unit":"sei-002562#insight-7","date_modified":"2026-10-23"}],"climate_tags":["adaptation finace","climate finance","climate resilience","climate change vulnerability","climate risk","maladaptation"],"geography_discussed":["United Kingdom","Sweden","Kenya","Tanzania","Uganda","Rwanda"],"frame_perspective":[],"analysis_type":["systematic review protocol","mixed methods"]},{"id":"sei-000963","url":"https://climateinsightsdirectory.org/document/sei-000963","title":"Women's differentiated vulnerability and adaptations to climate-related agricultural water scarcity in rural Central Vietnam","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2014-03-07","source_url":"https://www.sei.org/publications/womens-differentiated-vulnerability-and-adaptations-to-climate-related-agricultural-water-scarcity-in-rural-central-vietnam/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research examines how intersectional factors such as gender, class, age, and household headship create varied experiences of vulnerability regarding access to water, forestland, and credit in rural Central Vietnam. It argues that current development policies and the National Target Program to Respond to Climate Change of Vietnam fail to account for these differences, risking the further marginalization of specific groups, particularly female heads of household.","ai_generated":true,"unit":"sei-000963#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women's vulnerability and their ability to adapt to agricultural water scarcity are not uniform but are shaped by intersectional social differences, including class, age, stage of life, gender, and whether they are the head of the household. These factors specifically influence their access to credit, forestland, and water.","ai_generated":true,"unit":"sei-000963#insight-1","date_modified":"2026-10-23"},{"text":"Current Vietnamese climate and development policies, specifically the National Target Program to Respond to Climate Change of Vietnam, do not address the differentiated vulnerabilities and adaptive capacities of women. This lack of specificity risks increasing the vulnerability of marginalized groups, especially female heads of household, through 'one-size-fits-all' policy packages.","ai_generated":true,"unit":"sei-000963#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","gender","climate justice"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["mixed methods","qualitative analysis","quantitative analysis"]}]}