{"query_echo":{"q":"","filters":{"analysis_type":["best practice synthesis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'best practice synthesis' 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=best+practice+synthesis","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":"seforall-000150","url":"https://climateinsightsdirectory.org/document/seforall-000150","title":"Data Standards for Integrated Energy Planning","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2020-10","source_url":"https://www.seforall.org/system/files/2021-02/IEP-data-standards.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report outlines the critical role of geospatial least-cost modelling in achieving universal energy access, while highlighting significant data gaps in demand-side considerations, grid infrastructure, and clean cooking patterns. It argues for a shift from static to dynamic data inputs and suggests that integrating electrification and clean cooking planning can double the viability of electric cookstoves. The document provides frameworks for key data inputs and proposes cost-effective methods for filling gaps, such as AI-driven remote sensing and cell phone-based surveys.","ai_generated":true,"unit":"seforall-000150#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Geospatial least-cost modelling is essential for identifying efficient pathways to universal electrification, but its effectiveness is limited by data gaps and quality issues, particularly regarding granularity.","ai_generated":true,"unit":"seforall-000150#insight-1","date_modified":"2026-10-23"},{"text":"Energy planning must transition from a supply-side focus to one that incorporates dynamic demand-side data, including willingness to pay, productive uses, and electricity growth patterns.","ai_generated":true,"unit":"seforall-000150#insight-2","date_modified":"2026-10-23"},{"text":"Significant data gaps exist in electrification planning regarding low-voltage (LV) line locations, transformer/substation data, and the quality and reliability of grid electricity in rural areas.","ai_generated":true,"unit":"seforall-000150#insight-3","date_modified":"2026-10-23"},{"text":"Clean cooking planning lags behind electrification in its use of geospatial tools due to complex cultural preferences, the practice of fuel stacking, and the low monetary cost of traditional biomass.","ai_generated":true,"unit":"seforall-000150#insight-4","date_modified":"2026-10-23"},{"text":"Geospatial integrated planning for clean cooking can serve two primary roles: providing a public planning framework for stakeholders to evaluate trade-offs and offering market intelligence for technology-specific decision-making.","ai_generated":true,"unit":"seforall-000150#insight-5","date_modified":"2026-10-23"},{"text":"Coordinating electrification and clean cooking planning can significantly increase the viability of electric cookstoves, potentially doubling it compared to independent planning.","ai_generated":true,"unit":"seforall-000150#insight-6","date_modified":"2026-10-23"},{"text":"Advances in AI, remote sensing, and mobile technology offer cost-effective ways to fill data gaps, such as using satellite imagery for building footprints or cell phone surveys for grid reliability.","ai_generated":true,"unit":"seforall-000150#insight-7","date_modified":"2026-10-23"},{"text":"Data quality for energy planning is defined by granularity, timeliness, accuracy, consistency, and completeness, but planners should be pragmatic and seek the minimum attributes required to generate useful insights.","ai_generated":true,"unit":"seforall-000150#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy access","electrification","clean cooking","renewable energy","Mini-grids","energy demand","remote sensing"],"geography_discussed":["Ethiopia","India","Kenya","Myanmar","Nepal","Togo","Tanzania","Uganda","Nigeria","Ghana"],"frame_perspective":[],"analysis_type":["workshop report","best practice synthesis","data gap analysis"]},{"id":"iai-001793","url":"https://climateinsightsdirectory.org/document/iai-001793","title":"Transdisciplinary Coordination: Building Bridges for the Future of Knowledge Co-production","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"report","language":"en","date_published":null,"source_url":"https://iai.int/administrador/assets/images/ckfinder/files/FOLLETO%20TRANSDISCIPLINARY_ING_digital.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that transdisciplinary (TD) research—which integrates diverse scientific disciplines and non-academic societal actors to solve real-world problems—is often hindered by a lack of formal coordination. Based on a 2024 workshop, the authors propose a framework for improving TD coordination centered on three goals: shifting scientific culture toward societal impact, transforming funding mechanisms to be more inclusive and flexible, and building specialized capacities in facilitation and communication. The document emphasizes the need to elevate Southern perspectives to correct power imbalances between the Global North and South in scientific collaboration.","ai_generated":true,"unit":"iai-001793#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The report defines transdisciplinary (TD) research as scientific endeavors that aim for actionable solutions to concrete problems, particularly global environmental change, by encompassing diverse scientific disciplines and including relevant societal actors from the start.","ai_generated":true,"unit":"iai-001793#insight-1","date_modified":"2026-10-23"},{"text":"TD coordination is identified as the set of non-academic activities that enable complex collaborations, yet these activities are frequently neglected in project proposals and by funding agencies.","ai_generated":true,"unit":"iai-001793#insight-2","date_modified":"2026-10-23"},{"text":"To shift scientific culture, the report recommends strengthening TD communities, implementing diversity and inclusion policies, encouraging multilingual activities to reduce the over-reliance on English, and empowering local communities as changemakers.","ai_generated":true,"unit":"iai-001793#insight-3","date_modified":"2026-10-23"},{"text":"Current funding structures for TD research are often inadequate due to inequitable budget division between academic and non-academic partners, rigid management planning that cannot adapt to dynamic social contexts, and a lack of long-term support.","ai_generated":true,"unit":"iai-001793#insight-4","date_modified":"2026-10-23"},{"text":"The report proposes transforming funding by updating monitoring, evaluation, and learning (MEL) frameworks to include non-traditional metrics like societal impact and engagement, rather than relying solely on publication rankings.","ai_generated":true,"unit":"iai-001793#insight-5","date_modified":"2026-10-23"},{"text":"Capacity building for TD research requires developing specialized skills that are often missing in traditional academic training, including facilitation, active listening, mediation for conflict resolution, and impact-focused communication.","ai_generated":true,"unit":"iai-001793#insight-6","date_modified":"2026-10-23"}],"climate_tags":["environmental change","climate finance","capacity building","traditional knowledge"],"geography_discussed":["Americas","Africa","Finland","United States"],"frame_perspective":[],"analysis_type":["framework development","policy recommendation","best practice synthesis"]}]}