{"query_echo":{"q":"","filters":{"analysis_type":["methodological proposal"]},"warnings":[]},"total":{"value":55,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=methodological+proposal&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=methodological+proposal&page=3","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":"clipolin-000919","url":"https://climateinsightsdirectory.org/document/clipolin-000919","title":"Tracking Adaptation Finance: Advancing Methods to Capture Finance Flows in the Landscape","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"briefing","language":"en","date_published":"2019-12","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2019/12/Tracking-Adaptation-Finance-Brief.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The briefing identifies significant challenges in tracking adaptation finance, such as context dependency and lack of standardized reporting. It proposes a three-category framework to distinguish between asset-focused, system-focused, and sectoral benchmark investments. To capture missing data, the authors suggest four technical approaches: keyword searches, sales data analysis, policy matching, and geographic matching. Initial assessments of Climate Bonds Initiative and CDP data show potential for capturing private finance, while the document recommends integrating adaptation into national planning and collaborating with data providers to enhance transparency.","ai_generated":true,"unit":"clipolin-000919#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Adaptation finance is significantly harder to track than mitigation finance because its outcomes are context-dependent, relying on specific regional or local vulnerabilities rather than universal greenhouse gas reduction metrics.","ai_generated":true,"unit":"clipolin-000919#insight-1","date_modified":"2026-10-23"},{"text":"The Climate Policy Initiative (CPI) currently faces data gaps where the Global Landscape of Climate Finance does not track any private sector adaptation finance and has limited tracking of public domestic adaptation finance.","ai_generated":true,"unit":"clipolin-000919#insight-2","date_modified":"2026-10-23"},{"text":"The authors propose a three-tier categorization framework to align adaptation tracking: Category 1 focuses on direct investment in adaptation outcomes (asset-focused), Category 2 covers assets that benefit from primary investments (system-focused), and Category 3 uses total sectoral investment as a benchmark.","ai_generated":true,"unit":"clipolin-000919#insight-3","date_modified":"2026-10-23"},{"text":"Four technical methods can be used to create shortlists of potential adaptation projects for manual review: keyword searches, sales data analysis, policy matching (against National Adaptation Plan priorities), and geographic matching (against climate risk data).","ai_generated":true,"unit":"clipolin-000919#insight-4","date_modified":"2026-10-23"},{"text":"An initial assessment of IJGlobal data from 2008 to 2018 identified USD 12.7 billion in financing flows that align with Nationally Determined Contributions (NDCs).","ai_generated":true,"unit":"clipolin-000919#insight-5","date_modified":"2026-10-23"},{"text":"Analysis of Climate Bonds Initiative (CBI) data shows USD 2.6 billion in bonds allocating proceeds to adaptation and resilience, with USD 1 billion going to land use and agriculture, USD 380 million to wastewater, and USD 240 million to infrastructure.","ai_generated":true,"unit":"clipolin-000919#insight-6","date_modified":"2026-10-23"},{"text":"In 2018, 139 companies with an \"A\" rating from CDP reported USD 13.9 billion in costs associated with managing physical climate-related risks.","ai_generated":true,"unit":"clipolin-000919#insight-7","date_modified":"2026-10-23"}],"climate_tags":["adaptation finace","private investment","climate resilience","Nationally Determined Contributions","national adaptation plan","climate bond","maladaptation"],"geography_discussed":["India","Mexico","France","United States","San Francisco"],"frame_perspective":[],"analysis_type":["methodological proposal","data assessment"]},{"id":"clipolin-000281","url":"https://climateinsightsdirectory.org/document/clipolin-000281","title":"Measuring the Private Capital Response to Climate Change: A Proposed Dashboard","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"briefing","language":"en","date_published":"2019-10-28","source_url":"https://www.climatepolicyinitiative.org/publication/measuring-the-private-capital-response-to-climate-change-a-proposed-dashboard/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"This briefing by the Climate Policy Initiative proposes a methodological approach and analytical framework for a dashboard designed to measure the speed and nature of private capital shifts toward a zero-carbon, climate-resilient economy, aligning with the Paris Agreement.","ai_generated":true,"unit":"clipolin-000281#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The proposed dashboard framework is designed to track systemic progress in private capital shifts using three primary factors: sentiment and integration (investor intent and decision making), and flows (primary financial flows in the real economy and secondary flows in the financial system). It aims to provide market participants, such as banking, insurance, listed equities, and bonds, with an overview of performance and the ability to measure actions against performance thresholds.","ai_generated":true,"unit":"clipolin-000281#insight-1","date_modified":"2026-08-17"},{"text":"The implementation of the proposed dashboard faces two primary limitations: existing data gaps that prevent the full realization of aggregate indicators, and a lack of clearly defined targets and benchmarks necessary to assess the scale and speed of progress across different financial markets and actors.","ai_generated":true,"unit":"clipolin-000281#insight-2","date_modified":"2026-08-17"}],"climate_tags":["private capital","climate finance","paris agreement","financial system"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological proposal","framework design"]},{"id":"clipolin-001195","url":"https://climateinsightsdirectory.org/document/clipolin-001195","title":"Measuring the Private Capital Response to Climate Change: a proposed dashboard","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"briefing","language":"en","date_published":"2019-10","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2019/10/Measuring-the-Private-Capital-Response-to-Climate-Change-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The briefing outlines a proposed dashboard to track the private capital response to climate change, structured around three factors: sentiment, integration, and flows. It identifies specific indicators for financial actors (such as banks and asset managers) and sectors (such as energy and transportation), while highlighting significant data gaps in measuring financial flows and the integration of climate considerations into decision-making. The framework aims to provide market participants with an overview of systemic progress and a means to gauge if capital reallocation is sufficient to meet climate goals.","ai_generated":true,"unit":"clipolin-001195#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The proposed dashboard uses a logical framework based on three factors to measure the private capital response: 'sentiment' (signaling intent), 'integration' (climate-proofed decision-making), and 'flows' (financing climate solutions).","ai_generated":true,"unit":"clipolin-001195#insight-1","date_modified":"2026-10-23"},{"text":"The dashboard consists of five aggregate indicators: a Climate Sentiment Index, a Climate Integration Index, New System Flows, Total Stock of assets, and New Real Investment.","ai_generated":true,"unit":"clipolin-001195#insight-2","date_modified":"2026-10-23"},{"text":"Data availability varies significantly across the three factors: sentiment data is considered 'Good' for measuring both nature and speed, integration data is 'Moderate', and flows data is 'Poor' to 'Poor-to-moderate'.","ai_generated":true,"unit":"clipolin-001195#insight-3","date_modified":"2026-10-23"},{"text":"Measuring the 'speed' of the shift in private capital requires defining an end-point or reference for alignment, which is complicated by the lack of consensus on what a 'complete shift' looks like and the limitations of integrated assessment models (IAMs).","ai_generated":true,"unit":"clipolin-001195#insight-4","date_modified":"2026-10-23"},{"text":"There are critical data gaps in the banking sector regarding integration and financial flows, as well as a lack of annual data for real productive investments in sectors like zero-carbon buildings, sustainable agriculture, and climate-resilient water infrastructure.","ai_generated":true,"unit":"clipolin-001195#insight-5","date_modified":"2026-10-23"},{"text":"The framework suggests weighting sentiment actions to distinguish their proximity to actual capital shifts, using a 60:30:10 ratio for Direct actions, Indirect actions, and Awareness raising, respectively.","ai_generated":true,"unit":"clipolin-001195#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate finance","climate bond","climate risk management","Paris Agreement","fossil-fuel divestment","renewable energy","electric vehicle","sustainable agriculture"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological proposal","data gap analysis"]},{"id":"sei-001611","url":"https://climateinsightsdirectory.org/document/sei-001611","title":"Calculating maritime shipping emissions per traded commodity","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2019-04","source_url":"https://www.sei.org/wp-content/uploads/2019/04/sei-2019-brief-shipping-emissions-per-commodity-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Stockholm Environment Institute (SEI) and University College London (UCL) have developed a method to eliminate the opacity of cargo shipping emissions by matching satellite-based automatic identification system (AIS) data with vessel operational characteristics and shipping manifests. This approach allows for the precise allocation of greenhouse gases and air pollutants to individual commodity shipments, exporters, importers, and traders. A pilot study of Brazilian exports in 2014 revealed that shipping emissions added 5% to the country's reported CO2 emissions, with the largest shares attributed to iron ore and soybean exports to China. The authors argue that scaling this approach can inform international climate negotiations, improve lifecycle assessments, and enhance shipping industry efficiency.","ai_generated":true,"unit":"sei-001611#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A new methodology developed by SEI and University College London (UCL) uses satellite-gathered automatic identification system (AIS) data—including position, bearing, draft, and speed—combined with vessel operational data (such as engine and fuel type) to estimate emissions of greenhouse gases and air pollutants along a ship's journey.","ai_generated":true,"unit":"sei-001611#insight-1","date_modified":"2026-10-23"},{"text":"The approach enables the allocation of proportional shares of a vessel's emissions to specific commodity shipments and their associated exporters, importers, traders, and owners by linking shipping manifests to the transporting vessel.","ai_generated":true,"unit":"sei-001611#insight-2","date_modified":"2026-10-23"},{"text":"In a 2014 pilot study of Brazilian exports, which totaled approximately 520 million tons of cargo, the associated maritime shipping emissions were 26 million tonnes of CO2, representing an additional 5% over Brazil's reported CO2 emissions for that year.","ai_generated":true,"unit":"sei-001611#insight-3","date_modified":"2026-10-23"},{"text":"The pilot analysis identified that over 50% of the emissions from Brazilian exports came from the 'ores, slag and ash' category, primarily destined for China, while soybeans accounted for 12% of emissions (3.0 million tonnes of CO2).","ai_generated":true,"unit":"sei-001611#insight-4","date_modified":"2026-10-23"},{"text":"Exports to China were responsible for 45.6% of the CO2 emissions associated with Brazilian exports, despite representing less than 20% of the total export value.","ai_generated":true,"unit":"sei-001611#insight-5","date_modified":"2026-10-23"},{"text":"The research indicates that traditional lifecycle assessment (LCA) approaches for soy supply chains in the global South tend to oversimplify shipping emissions by ignoring real vessel journeys and varying vessel efficiencies.","ai_generated":true,"unit":"sei-001611#insight-6","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","life cycle assessment","climate change mitigation","Global supply chain governance"],"geography_discussed":["People's Republic of China","Japan","South Korea","Netherlands"],"frame_perspective":[],"analysis_type":["methodological proposal","case study"]},{"id":"sei-001081","url":"https://climateinsightsdirectory.org/document/sei-001081","title":"Opening up the feasibility of sustainability transitions pathways (STPs): Representations, potentials, and conditions | SEI","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2019-01-15","source_url":"https://www.sei.org/publications/feasibility-stps/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The paper argues that achieving low-carbon and sustainability objectives requires radical departures from current socio-technical trajectories, necessitating a more comprehensive approach to evaluating the feasibility of sustainability transitions pathways (STPs). The authors propose an evaluation frame based on three 'facets': representations for exploring potentials, and the conditions required for STPs to be realized. This framework is intended to complement traditional modelling-based scenario tools by mobilizing multiple forms of knowledge to support interdisciplinary research and strategic interventions in transitions governance.","ai_generated":true,"unit":"sei-001081#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Achieving sustainability and low-carbon goals requires a fundamental shift away from current socio-technical paths, which necessitates the identification of more ambitious transformation pathways and a clear understanding of their implementation.","ai_generated":true,"unit":"sei-001081#insight-1","date_modified":"2026-10-23"},{"text":"The authors propose a feasibility evaluation frame for sustainability transitions pathways (STPs) consisting of three 'facets': representations for exploring potentials, and the conditions under which these pathways are more likely to be realized.","ai_generated":true,"unit":"sei-001081#insight-2","date_modified":"2026-10-23"},{"text":"The proposed framework aims to enhance strategic decision-making by integrating a plurality of knowledge forms, serving as a complement to standard modelling-based scenario tools.","ai_generated":true,"unit":"sei-001081#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["theoretical framework","methodological proposal"]},{"id":"sei-002385","url":"https://climateinsightsdirectory.org/document/sei-002385","title":"Análisis de interacciones de los ODS","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"es","date_published":"2019-01","source_url":"https://www.sei.org/wp-content/uploads/2018/10/metodología-completa-taller-interacciones-ods-bogotá-7-8-marzo.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details a participatory framework developed by the Stockholm Environment Institute (SEI) to identify synergies and conflicts between SDG targets in Colombia. It outlines a 7-point scoring system to evaluate first-order (direct) and second-order (indirect) interactions, which are then analyzed using network analysis to inform policy prioritization. The methodology will be piloted through workshops in Bogotá and Antioquia, focusing on a preselected set of 20 targets with a particular emphasis on water management as a transversal element. The goal is to provide a systemic tool for national and subnational decision-makers to ensure that progress in one area does not hinder another.","ai_generated":true,"unit":"sei-002385#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The SDG Interaction Framework uses a 7-point scale to qualify how progress in one target influences another, ranging from 'Indivisible' (+3), where one is a prerequisite for the other, to 'Cancels' (-3), where progress in one makes the other impossible.","ai_generated":true,"unit":"sei-002385#insight-1","date_modified":"2026-10-23"},{"text":"The methodology distinguishes between first-order interactions, which are direct effects mapped in a cross-impact matrix, and second-order interactions, which account for the systemic impact by observing how a target's influence on a neighbor indirectly affects other targets.","ai_generated":true,"unit":"sei-002385#insight-2","date_modified":"2026-10-23"},{"text":"In Colombia, the analysis will be applied at both a national level in Bogotá and a regional pilot level in Antioquia to allow for a comparison of local and national priorities, marking the first time the framework is applied subnationally.","ai_generated":true,"unit":"sei-002385#insight-3","date_modified":"2026-10-23"},{"text":"To ensure practical viability, the analysis focuses on 20 preselected SDG targets rather than all 169, as evaluating every interaction would require approximately 30,000 individual assessments.","ai_generated":true,"unit":"sei-002385#insight-4","date_modified":"2026-10-23"},{"text":"Water management has been selected as the central transversal theme for the Colombian analysis to link environmental foundations with socio-economic aspects of the SDGs.","ai_generated":true,"unit":"sei-002385#insight-5","date_modified":"2026-10-23"},{"text":"Previous applications of the framework in Sweden identified that targets 16.6 (effective institutions), 12.1 (sustainable consumption/production), and 8.4 (resource efficiency) generated the maximum positive influence on the rest of the SDGs.","ai_generated":true,"unit":"sei-002385#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Sustainable Development Goals","water management","resource efficiency","climate policy","biodiversity conservation","renewable energy","green growth"],"geography_discussed":["Bogotá","Antioquia","Medellín","Sweden","Mongolia","Bangladesh","Burkina Faso","Guyana","Palau"],"frame_perspective":[],"analysis_type":["methodological proposal","policy framework"]},{"id":"sei-000555","url":"https://climateinsightsdirectory.org/document/sei-000555","title":"Calculating Maritime Shipping Emissions","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2018-09-17","source_url":"https://www.sei.org/publications/calculating-maritime-shipping-emissions/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper introduces a method to calculate maritime shipping emissions by combining shipping manifest cargo data with Automatic Identification System (AIS) vessel tracking data. It demonstrates this approach using 2014 Brazilian exports, finding that shipping these goods added 25.99 million tonnes of CO2 to Brazil's reported emissions.","ai_generated":true,"unit":"sei-000555#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The maritime shipping sector's contribution to man-made emissions was estimated at approximately 3% (around 1 billion tonnes of CO2) by 2012, with a potential increase to 20% by 2050 if the sector is not decarbonized.","ai_generated":true,"unit":"sei-000555#insight-1","date_modified":"2026-10-23"},{"text":"A new calculation method enables the attribution of emissions to individual commodities, vessels, trading companies, and countries by linking shipping manifest cargo composition with Automatic Identification System (AIS) data on vessel location, speed, movement, and draft.","ai_generated":true,"unit":"sei-000555#insight-2","date_modified":"2026-10-23"},{"text":"Applying this method to Brazilian exports in 2014 revealed that maritime shipping generated 25.99 million tonnes of CO2, which represents an additional 5% over the total CO2 emissions for Brazil reported by the World Bank.","ai_generated":true,"unit":"sei-000555#insight-3","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","water transport","air pollution","climate change mitigation","Kyoto Protocol","carbon accounting"],"geography_discussed":["Brazil"],"frame_perspective":[],"analysis_type":["methodological proposal","case study"]},{"id":"sei-000316","url":"https://climateinsightsdirectory.org/document/sei-000316","title":"Ozone effects on crops: consideration for crop models","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2018-06-22","source_url":"https://www.sei.org/publications/ozone-effects-crops-consideration-crop-models/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The paper reviews the mechanisms of ozone uptake and internal plant damage across scales from cellular metabolism to whole canopy processes. It argues for the development of dynamic crop growth models—including empirical, radiation use efficiency, and photosynthesis-based models—that can simulate ozone impacts alongside other abiotic stresses. The authors suggest that international collaborations like the Agricultural Modelling and Improvement Intercomparison Project (AgMIP) can help standardize and improve these simulations for better national, regional, and global risk assessments.","ai_generated":true,"unit":"sei-000316#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Ozone causes crop injury through a process involving the transfer of ozone from the atmosphere to the leaf boundary layer and subsequent uptake via the stomata, which then triggers internal plant processes leading to damage.","ai_generated":true,"unit":"sei-000316#insight-1","date_modified":"2026-10-23"},{"text":"Ozone impacts occur across multiple scales, affecting cellular metabolism, leaf-level physiology, photosynthesis, senescence, and whole canopy resource acquisition of water and nutrients, ultimately reducing crop growth and yield.","ai_generated":true,"unit":"sei-000316#insight-2","date_modified":"2026-10-23"},{"text":"The development of robust crop growth models that incorporate ozone effects would significantly enhance the accuracy of national, regional, and global risk assessments regarding food supply limits under future climates.","ai_generated":true,"unit":"sei-000316#insight-3","date_modified":"2026-10-23"}],"climate_tags":["food security"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["literature review","methodological proposal"]},{"id":"bc3res-000177","url":"https://climateinsightsdirectory.org/document/bc3res-000177","title":"Traveling for happiness, moving to adapt: An agent-based perspective on population mobility","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2017-09","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201709190249052060064480.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper proposes using agent-based modeling (ABM) to unify the study of tourism and migration under a single 'population mobility' framework. It highlights how both are driven by the pursuit of wellbeing and are increasingly influenced by global environmental change. The author details how ABM's ability to handle agent heterogeneity, internal decision-making complexity, and social interactions makes it ideal for simulating complex social-ecological systems. The discussion explores common challenges, such as the 'sense of invasion' felt by locals in mass tourism hubs like Venice and Barcelona, and the role of migration as a legitimate adaptation strategy to climate change. The paper concludes that a combined perspective can better address economic sustainability, cultural identity preservation, and the impacts of global environmental change on human movement.","ai_generated":true,"unit":"bc3res-000177#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Agent-based modeling (ABM) is proposed as a unifying methodology for tourism and migration research because it can simulate the complex feedbacks between human and natural components in social-ecological systems, moving beyond aggregate models like the 'gravity model' or the Tourism Area Life Cycle (TALC).","ai_generated":true,"unit":"bc3res-000177#insight-1","date_modified":"2026-10-23"},{"text":"Population mobility is increasingly driven by global environmental change, with migration serving as a legitimate adaptation strategy. Examples include residents of the Carteret Islands in Papua New Guinea relocating due to coastal erosion and people in Bangladesh moving to cities to avoid continuous flooding.","ai_generated":true,"unit":"bc3res-000177#insight-2","date_modified":"2026-10-23"},{"text":"Climate change is projected to cause significant population displacement, with estimates suggesting up to 1 billion people could leave their homes by 2050. Africa is expected to be particularly affected, contributing 40–50% of the 90–1,320 million people in developing countries at risk of hunger by 2080 due to losses in suitable cropland.","ai_generated":true,"unit":"bc3res-000177#insight-3","date_modified":"2026-10-23"},{"text":"Mass tourism can lead to social conflict and outmigration in historic cities. In Venice, the tourists-to-residents ratio is at least one for eight months of the year, contributing to a population decline from 175,000 inhabitants in 1951 to 56,000 in 2015.","ai_generated":true,"unit":"bc3res-000177#insight-4","date_modified":"2026-10-23"},{"text":"The 'sharing economy', exemplified by platforms like Airbnb, creates a tension between providing 'authentic' local experiences and exacerbating tourism monocultures that can crowd out diversified local economies and circumvent regulations, as seen in Barcelona.","ai_generated":true,"unit":"bc3res-000177#insight-5","date_modified":"2026-10-23"},{"text":"Global environmental change affects population mobility at both the origin and destination. At the origin, it can push people to move through slow-onset degradation (e.g., desertification) or sudden hazards; at the destination, it can alter the 'pulling factors' of a location, such as increasing the appeal of mountain regions during metropolitan heat waves.","ai_generated":true,"unit":"bc3res-000177#insight-6","date_modified":"2026-10-23"},{"text":"The author suggests that the concept of 'carrying capacity'—traditionally used in tourism to determine the maximum acceptable number of visitors—could be applied to immigration to assess the sustainability of assimilation processes regarding job markets and public services.","ai_generated":true,"unit":"bc3res-000177#insight-7","date_modified":"2026-10-23"}],"climate_tags":["environmental change","climate change adaptation","tourism industry","ecosystem service"],"geography_discussed":["Bangladesh","Papua New Guinea","Kenya","Africa","Venice","Barcelona","Berlin","Copenhagen","Estonia"],"frame_perspective":[],"analysis_type":["methodological proposal","literature review","theoretical framework"]},{"id":"iisd-001922","url":"https://climateinsightsdirectory.org/document/iisd-001922","title":"Public Policy Assessment and Advancing Science-Based Freshwater Protection","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"briefing","language":"en","date_published":"2017-01","source_url":"https://www.iisd.org/system/files/publications/public-policy-assessment-advancing-science-based-freshwater-protection-background.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a framework for evaluating whether Canada's public policy regime adequately addresses threats to its freshwaters. It introduces a hierarchical threat classification system based on the IUCN approach, categorizing threats into quantity, quality, habitat, and pervasive/cross-cutting classes. Through a sample analysis of 26 water management instruments, the author demonstrates a methodology to identify policy gaps and scientific research needs. The paper argues that a coordinated, pan-Canadian approach is necessary to align water science with policy to protect aquatic biodiversity and resources, particularly in the face of climate change.","ai_generated":true,"unit":"iisd-001922#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The author proposes a hierarchical freshwater threat classification system based on the IUCN's approach for species at risk, dividing threats into four broad classes: Quantity, Quality, Habitat, and Pervasive/Cross-cutting.","ai_generated":true,"unit":"iisd-001922#insight-1","date_modified":"2026-10-23"},{"text":"A sample analysis of 26 Canadian water management instruments indicates that water quality threats are addressed more frequently than other threat classes, while habitat threats are addressed more often than quantity threats.","ai_generated":true,"unit":"iisd-001922#insight-2","date_modified":"2026-10-23"},{"text":"The analysis reveals that different types of management instruments vary in scope: regulations are typically highly focused, whereas treaties and agreements tend to address a broader range of threats.","ai_generated":true,"unit":"iisd-001922#insight-3","date_modified":"2026-10-23"},{"text":"There is a notable lack of representation and coverage for climate change effects in the sampled public policy instruments.","ai_generated":true,"unit":"iisd-001922#insight-4","date_modified":"2026-10-23"},{"text":"The document identifies three critical entry points for scientific inquiry in freshwater management: characterizing the threats themselves, determining the scientific basis for the design of management instruments, and evaluating the effectiveness of deployed instruments.","ai_generated":true,"unit":"iisd-001922#insight-5","date_modified":"2026-10-23"},{"text":"The author argues that Canada's water management is hindered by jurisdictional ambiguities stemming from the Constitution Act of 1867, which failed to recognize the physical nature of watersheds over political boundaries.","ai_generated":true,"unit":"iisd-001922#insight-6","date_modified":"2026-10-23"}],"climate_tags":["water quality","climate change","environmental policy"],"geography_discussed":["United States","European Union","Ontario","British Columbia","Alberta","Nova Scotia"],"frame_perspective":[],"analysis_type":["policy assessment","methodological proposal","gap analysis"]},{"id":"sei-000703","url":"https://climateinsightsdirectory.org/document/sei-000703","title":"Balancing detail and scale in assessing transparency to improve the governance of agricultural commodity supply chains","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2016-03-23","source_url":"https://www.sei.org/publications/balancing-detail-and-scale-in-assessing-transparency-to-improve-the-governance-of-agricultural-commodity-supply-chains/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document introduces a methodology to bridge the gap between macro-scale footprint accounts and fine-scale traceability systems in agricultural supply chains. By integrating country-wide sub-national production data with per-shipment customs data, the approach identifies specific actors and production landscapes. This enables more accurate assessment of geographic risk variability and the identification of actor coalitions for coordinated sustainability interventions.","ai_generated":true,"unit":"sei-000703#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Existing sustainability assessments for agricultural supply chains are limited because they either focus on coarse-grained analyses, fail to identify individual actors, or are too expensive to implement consistently across entire production regions.","ai_generated":true,"unit":"sei-000703#insight-1","date_modified":"2026-10-23"},{"text":"The proposed middle-ground approach improves governance by providing higher spatial resolution to better account for geographic variability in risk and performance, and by identifying key actors—including producers, traders, shippers, and consumers—to facilitate coordinated interventions.","ai_generated":true,"unit":"sei-000703#insight-2","date_modified":"2026-10-23"}],"climate_tags":["Global supply chain governance"],"geography_discussed":["Brazil","Indonesia","Colombia"],"frame_perspective":[],"analysis_type":["methodological proposal"]},{"id":"sei-000012","url":"https://climateinsightsdirectory.org/document/sei-000012","title":"Systematic exploration of scenario spaces","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2016-03-15","source_url":"https://www.sei.org/publications/systematic-exploration-of-scenario-spaces/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The paper introduces Scenario Diversity Analysis (SDA), a methodology designed to create scenario sets that are mathematically maximally diverse, avoiding the common pitfalls of conservatism and imbalance. The authors demonstrate the utility of SDA by applying it to the Intergovernmental Panel on Climate Change (IPCC) emissions scenarios, finding that the existing storylines were not maximally diverse.","ai_generated":true,"unit":"sei-000012#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors identify two primary problems at the scenario set level when used for decision-making: conservatism, where scenarios cluster around a business-as-usual trajectory, and a lack of balance resulting from the arbitrary mixing of conservative and extreme scenarios.","ai_generated":true,"unit":"sei-000012#insight-1","date_modified":"2026-10-23"},{"text":"The proposed Scenario Diversity Analysis (SDA) methodology generates scenario sets from variables and states that are quantifiable and maximally different, ensuring the best possible span of all feasible scenarios.","ai_generated":true,"unit":"sei-000012#insight-2","date_modified":"2026-10-23"},{"text":"An ex-post analysis of the Intergovernmental Panel on Climate Change (IPCC) emissions scenario storylines revealed that they were not maximally diverse, suggesting a need for greater diversity in climate change research scenarios to better address emissions reduction and adaptation planning.","ai_generated":true,"unit":"sei-000012#insight-3","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological proposal","ex-post analysis"]},{"id":"sei-001002","url":"https://climateinsightsdirectory.org/document/sei-001002","title":"Evaluating sustainability transitions pathways: bridging analytical approaches to address governance challenges","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2015-10-03","source_url":"https://www.sei.org/publications/evaluating-sustainability-transitions-pathways-bridging-analytical-approaches-to-address-governance-challenges/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The authors argue that current analytical approaches to sustainable transitions provide incomplete pictures, necessitating an integration strategy based on alignment, bridging, and iteration to better support decision-makers.","ai_generated":true,"unit":"sei-001002#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors contend that quantitative systems modelling, socio-technical transition analysis, and initiative-based learning each offer a \"partial and incomplete picture\", which limits the quality and utility of the insights provided for policy and practice.","ai_generated":true,"unit":"sei-001002#insight-1","date_modified":"2026-10-23"},{"text":"To address governance challenges, the paper suggests an integration strategy centered on \"alignment, bridging, and iteration\", requiring a structured dialogue between practitioners of the three analytical approaches.","ai_generated":true,"unit":"sei-001002#insight-2","date_modified":"2026-10-23"},{"text":"Practical integration of these approaches should focus on three areas of joint knowledge production: the definition of common analytical or governance problems, the establishment of \"shared concepts (boundary objects)\", and the creation of \"operational bridging devices\" such as metrics and pathways evaluation.","ai_generated":true,"unit":"sei-001002#insight-3","date_modified":"2026-10-23"}],"climate_tags":["governance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["theoretical framework","methodological proposal"]},{"id":"saiia-000602","url":"https://climateinsightsdirectory.org/document/saiia-000602","title":"DEVELOPING A CONCEPTUAL FRAMEWORK FOR SOUTH‐SOUTH CO-OPERATION","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"report","language":"en","date_published":"2015-09","source_url":"https://saiia.org.za/wp-content/uploads/2015/09/2015-09-23-Final-draft-SSC-Framework-rev_20151127.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report, developed by the Network of Southern Think Tanks (NeST), addresses the lack of a common definition and reporting system for South-South co-operation (SSC). It distinguishes South-South development co-operation (SSDC) as a subset of SSC and argues that it is broader than the OECD-DAC's Official Development Assistance (ODA) definition. The document proposes a comprehensive set of indicators to assess the quality of partnerships across seven dimensions, including national ownership, horizontality, and transparency. It also explores methodological approaches for impact evaluation, suggesting a shift toward 'double-sided' results-based management that recognizes mutual benefits for both provider and recipient. Finally, it outlines a roadmap for NeST to establish a global statistical hub for SSC data in collaboration with UN agencies.","ai_generated":true,"unit":"saiia-000602#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"South-South co-operation (SSC) is distinct from and broader than the OECD-DAC definition of Official Development Assistance (ODA), as it includes instruments such as credit lines, tariff reductions, investment promotion, and certain development loans that the DAC may not consider concessional.","ai_generated":true,"unit":"saiia-000602#insight-1","date_modified":"2026-10-23"},{"text":"The Network of Southern Think Tanks (NeST) defines South-South development co-operation (SSDC) as a subset of the broader SSC, specifically focusing on activities aimed at promoting developmental objectives.","ai_generated":true,"unit":"saiia-000602#insight-2","date_modified":"2026-10-23"},{"text":"Accounting for SSC is currently hindered by fragmented institutional structures, unreliable data, and the lack of a common methodology for recording intangible assets like technical co-operation and knowledge transfer.","ai_generated":true,"unit":"saiia-000602#insight-3","date_modified":"2026-10-23"},{"text":"To improve transparency and accountability, the report suggests the creation of a global information management platform, potentially hosted by a UN agency such as UNDP, UNCTAD, UNDESA, or UNOSSC.","ai_generated":true,"unit":"saiia-000602#insight-4","date_modified":"2026-10-23"},{"text":"The report argues that Results-Based Management (RBM) in SSC should be adapted to a 'double-sided results chain' to reflect the mutual benefits gained by both the provider and the recipient, moving away from the traditional North-South 'giver-receiver' paradigm.","ai_generated":true,"unit":"saiia-000602#insight-5","date_modified":"2026-10-23"},{"text":"A proposed matrix of indicators for assessing the quality of SSC partnerships is organized into seven dimensions: national ownership, horizontality & solidarity, capacity development/sustainability/learning, transparency/accountability/information management, inclusive partnerships/citizens' protection/empowerment, efficient partnerships, and SSC in the global arena.","ai_generated":true,"unit":"saiia-000602#insight-6","date_modified":"2026-10-23"},{"text":"The framework emphasizes that 'national ownership' in SSC should prioritize the interests and priorities of the poorer or smaller recipient country in cases of conflicting partner priorities.","ai_generated":true,"unit":"saiia-000602#insight-7","date_modified":"2026-10-23"},{"text":"The report identifies a critical need to expand the role of civil society and non-state actors in SSC, as these partnerships have historically been state-driven and limited to high-level political circles.","ai_generated":true,"unit":"saiia-000602#insight-8","date_modified":"2026-10-23"}],"climate_tags":["South–South cooperation","capacity building","technology transfer","climate finance"],"geography_discussed":["South Africa","Brazil","People's Republic of China","Colombia","India","Kenya","Malawi","Mexico","Mozambique","Namibia","Turkey","Uganda","Zimbabwe","Thailand"],"frame_perspective":[],"analysis_type":["conceptual framework","policy analysis","methodological proposal"]},{"id":"bc3res-000163","url":"https://climateinsightsdirectory.org/document/bc3res-000163","title":"Health impacts of atmospheric pollution in a changing climate","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2015-07","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201603101240131657878189.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper examines the severe health and economic burdens of air pollution, noting that global premature deaths could double by 2050. It details the Impact Pathway Approach (IPA) for monetizing health damages and analyzes European industrial emissions data, identifying the power generating sector as the largest contributor to damage costs. The authors propose enhancing these assessments by integrating satellite-based Earth observation data from the MACC/Copernicus services to reduce model errors and provide higher resolution global and regional air quality analysis.","ai_generated":true,"unit":"bc3res-000163#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Global annual premature deaths attributed to poor air quality are currently estimated between 2.6 and 4.4 million, with projections suggesting these figures will double by 2050 compared to 2010 levels.","ai_generated":true,"unit":"bc3res-000163#insight-1","date_modified":"2026-10-23"},{"text":"The economic burden of anthropogenic ambient air pollution in Europe was estimated at approximately 766 billion Euros for the year 2000, while later assessments for the WHO Europe region estimated costs at 1,100 billion US$ in 2005 and 1,300 billion US$ in 2010.","ai_generated":true,"unit":"bc3res-000163#insight-2","date_modified":"2026-10-23"},{"text":"Climate change is expected to worsen air pollution burdens, specifically by increasing the frequency of stagnant air days.","ai_generated":true,"unit":"bc3res-000163#insight-3","date_modified":"2026-10-23"},{"text":"Analysis of 2009 data from the European Pollutant Release and Transfer Register (E-PRTR) indicates that cumulative damage costs from industrial emissions ranged between 102 and 169 billion Euros, with the power generating sector being the largest contributor at 66–112 billion Euros.","ai_generated":true,"unit":"bc3res-000163#insight-4","date_modified":"2026-10-23"},{"text":"A small minority of industrial facilities cause the majority of air pollution damage; specifically, 2% of the approximately 10,000 reported facilities are responsible for 50% of the total damage.","ai_generated":true,"unit":"bc3res-000163#insight-5","date_modified":"2026-10-23"},{"text":"The authors propose a multidisciplinary approach that integrates MACC/Copernicus Earth observation data with an integrated assessment model to calculate health impacts and damage costs at higher spatial and temporal resolutions than traditional inventory-based models.","ai_generated":true,"unit":"bc3res-000163#insight-6","date_modified":"2026-10-23"}],"climate_tags":["air quality","particulates","carbon dioxide","Green ammonia","climate change","industrial emission","road transport"],"geography_discussed":["Germany","Eastern Europe","Spain"],"frame_perspective":[],"analysis_type":["economic assessment","health impact analysis","methodological proposal"]},{"id":"clipolin-001313","url":"https://climateinsightsdirectory.org/document/clipolin-001313","title":"Three Tools to Unlock Finance for Land-Use Mitigation and Adaptation","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2015-07","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2015/07/Three-Tools-to-Unlock-Finance-for-Land-Use-Mitigation-and-Adaptation-Full-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that while land use generates approximately a quarter of global greenhouse gas emissions and is highly vulnerable to climate change, current financial flows are predominantly 'business-as-usual' (BAU). To address this, the authors introduce three tools: the Landscape of Land Use Finance, the Financial Viability Gap Analysis tool, and the Public Finance Mapping tool. These tools are designed to help low and middle-income countries identify financial blockages, assess the viability of green projects, and ensure policy coherence to scale up private sector investment in climate-resilient agriculture and forestry.","ai_generated":true,"unit":"clipolin-001313#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Land-use sectors, including agriculture and forestry, are responsible for approximately 25% of global greenhouse gas emissions and are highly susceptible to climate change impacts.","ai_generated":true,"unit":"clipolin-001313#insight-1","date_modified":"2026-10-23"},{"text":"Current financial flows for land-use mitigation and adaptation are small compared to total land-use investments, with estimates for the former ranging from USD 1.3 billion to 51.8 billion annually.","ai_generated":true,"unit":"clipolin-001313#insight-2","date_modified":"2026-10-23"},{"text":"The majority of land-use finance is provided by domestic private actors and is largely 'business-as-usual' (BAU), meaning it does not mitigate or adapt to climate change and may even increase emissions.","ai_generated":true,"unit":"clipolin-001313#insight-3","date_modified":"2026-10-23"},{"text":"Three primary barriers impede the flow of finance to green land-use activities: viability gaps (where costs exceed revenues), risk gaps (technology, financial, political, and market risks), and information gaps (lack of knowledge or institutional capacity).","ai_generated":true,"unit":"clipolin-001313#insight-4","date_modified":"2026-10-23"},{"text":"The 'Landscape of Land Use Finance' tool provides a quantitative and qualitative snapshot of public and private investments to identify channels, gaps, and blockages in financial flows.","ai_generated":true,"unit":"clipolin-001313#insight-5","date_modified":"2026-10-23"},{"text":"The 'Financial Viability Gap Analysis' tool assesses the costs and revenues of specific activities to identify where public support—such as grants, concessional loans, or revenue support—is needed to make green projects viable for private investors.","ai_generated":true,"unit":"clipolin-001313#insight-6","date_modified":"2026-10-23"},{"text":"The 'Public Finance Mapping' tool allows governments to track public financial instruments and determine if they are supporting BAU or green activities, helping to identify incoherence in policy incentives.","ai_generated":true,"unit":"clipolin-001313#insight-7","date_modified":"2026-10-23"},{"text":"A case study of the Kalimantan Forests and Climate Partnership in Indonesia demonstrated that while peatland rehabilitation could generate annual returns between AUD 3.5 million and AUD 20 million, investors face significant risks regarding land tenure and taxation.","ai_generated":true,"unit":"clipolin-001313#insight-8","date_modified":"2026-10-23"},{"text":"The report defines 'green' activities as those with a GHG emissions profile below a defined baseline or benchmark, provided they address sustainability risks such as leakage, the rebound effect, and long-term lock-in.","ai_generated":true,"unit":"clipolin-001313#insight-9","date_modified":"2026-10-23"}],"climate_tags":["land use","climate finance","agriculture","forestry","Reducing emissions from deforestation and forest degradation","climate change mitigation","climate change adaptation","greenhouse gas emissions","private investment","carbon emission trading","peatland restoration","bioenergy","climate risk"],"geography_discussed":["Indonesia","Brazil","People's Republic of China","Mexico"],"frame_perspective":[],"analysis_type":["policy framework","financial analysis","methodological proposal"]},{"id":"sei-001739","url":"https://climateinsightsdirectory.org/document/sei-001739","title":"SEI INITIATIVE The SEI Initiative on Producer to Consumer Sustainability","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2015","source_url":"https://www.sei.org/mediamanager/documents/Publications/SEI-Initiative-2015-Producer-consumer-sustainability.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The SEI Initiative on Producer to Consumer Sustainability (P2CS) is a research and action platform designed to address the complexity of global production-to-consumption systems (PCSs). The initiative focuses on developing 'next-generation' footprint accounting tools to provide higher spatial resolution and better attribution of responsibility across supply chains. It also investigates supply chain governance to identify gaps in existing risk-management commitments and foster new mechanisms for sustainable trade. Initial pilot projects (2015–2016) target beef and soy in Brazil and oil palm in South East Asia for European markets.","ai_generated":true,"unit":"sei-001739#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Standard environmental footprint accounts are often too crude for effective policy use because they rely on aggregated country-level data and proxies that cannot be linked to specific production areas.","ai_generated":true,"unit":"sei-001739#insight-1","date_modified":"2026-10-23"},{"text":"The P2CS initiative is developing 'next-generation' footprint accounting characterized by four improvements: enhanced spatial resolution to link consumers to specific production areas, accounting for socio-economic benefits, clearer attribution of responsibility among actors, and the inclusion of indirect impacts like waste and indirect land-use change.","ai_generated":true,"unit":"sei-001739#insight-2","date_modified":"2026-10-23"},{"text":"The initiative utilizes specific SEI tools to trace commodities: SEI-PCS traces from a production site (such as a municipality) to the first consumer, while IOTA traces from the producer country to the final consumer country through processing stages.","ai_generated":true,"unit":"sei-001739#insight-3","date_modified":"2026-10-23"},{"text":"P2CS aims to evaluate the effectiveness of current governance and risk-management tools—including voluntary standards, legal compliance, and consumer labelling—and identify where these mechanisms fail to meet aspirational sustainability targets.","ai_generated":true,"unit":"sei-001739#insight-4","date_modified":"2026-10-23"},{"text":"The first phase of the initiative (2015–2016) focuses on pilot studies of three major agricultural commodities: soy and beef in Brazil, and oil palm in South East Asia, all destined for European markets.","ai_generated":true,"unit":"sei-001739#insight-5","date_modified":"2026-10-23"}],"climate_tags":["Global supply chain governance","land-use change"],"geography_discussed":["Brazil","Southeast Asia","European Union","Paraguay","Sweden","Philippines","Indonesia"],"frame_perspective":[],"analysis_type":["strategic framework","methodological proposal"]},{"id":"cdkn-000065","url":"https://climateinsightsdirectory.org/document/cdkn-000065","title":"Can games help people manage the climate risks they face? The participatory design of educational games","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"research paper","language":"en","date_published":"2014-07-30","source_url":"https://cdkn.org/resource/participatory-design-of-educational-games","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that traditional 'wait and see and respond' approaches to climate disasters are insufficient, particularly for vulnerable populations in developing countries. It proposes the use of participatory games and simulations as innovative tools to help humanitarian organizations evolve into knowledge-based entities capable of acting on scientific climate information. These tools are designed to approximate real-life complexity and elicit insights from professionals to improve forecast-based humanitarian decisions and climate risk management.","ai_generated":true,"unit":"cdkn-000065#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Humanitarian organizations must transition into knowledge-based entities that can rapidly absorb and act on reliable information about changing risks to improve outcomes in an uncertain climate, as simply increasing staff or training is insufficient.","ai_generated":true,"unit":"cdkn-000065#insight-1","date_modified":"2026-10-23"},{"text":"Participatory games and simulations serve as tools that can approximate real-life complexity, facilitating learning and dialogue on climate risk management among various stakeholders and helping professionals elicit deeper insights.","ai_generated":true,"unit":"cdkn-000065#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate risk management","disaster risk reduction","climate change adaptation"],"geography_discussed":["Kenya"],"frame_perspective":[],"analysis_type":["conceptual analysis","methodological proposal"]},{"id":"sei-000970","url":"https://climateinsightsdirectory.org/document/sei-000970","title":"Solution scanning as a key policy tool: identifying management interventions to help maintain and enhance regulating ecosystem services","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2014-05-14","source_url":"https://www.sei.org/publications/solution-scanning-as-a-key-policy-tool-identifying-management-interventions-to-help-maintain-and-enhance-regulating-ecosystem-services/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The authors propose 'solution scanning' to provide policy-makers with a comprehensive, verified list of environmental interventions. Through a systematic consultation, they identified 296 possible interventions across various regulating services, noting that those reducing soil loss and maintaining forest cover often provide multiple benefits.","ai_generated":true,"unit":"sei-000970#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors identified a candidate list of 296 possible interventions targeting nine main regulating services: air quality regulation, climate regulation, water flow regulation, erosion regulation, water purification and waste treatment, disease regulation, pest regulation, pollination, and natural hazard regulation.","ai_generated":true,"unit":"sei-000970#insight-1","date_modified":"2026-10-23"},{"text":"Certain interventions can provide benefits across multiple regulating services, with a particular emphasis on those that maintain forest cover and reduce soil loss.","ai_generated":true,"unit":"sei-000970#insight-2","date_modified":"2026-10-23"},{"text":"Solution scanning is presented as a critical foundation for assessing cost effectiveness, guiding implementation strategies, and questioning existing knowledge, leading the authors to recommend its routine use in all environmental policy decision-making.","ai_generated":true,"unit":"sei-000970#insight-3","date_modified":"2026-10-23"}],"climate_tags":["environmental policy"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["methodological proposal","systematic review"]},{"id":"sei-002659","url":"https://climateinsightsdirectory.org/document/sei-002659","title":"Instrumentos de Planificación y Apoyo a Decisiones Robustas (ADR) en la Gestión del Agua en Colombia","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"es","date_published":"2014","source_url":"https://www.sei.org/mediamanager/documents/Publications/Water-sanitation/SEI-USAID-DB-2014-Instrumentos-planificacion-gestion-agua-Colombia.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document describes the complex network of national and regional institutions managing water in Colombia, highlighting the role of the IDEAM and the Corporaciones Autónomas Regionales (CARs). It identifies critical gaps in water resource knowledge—specifically regarding supply, demand, and quality—that hinder effective decision-making. To address these, the Stockholm Environment Institute (SEI) proposes the ADR (Robust Decision Making) process and the WEAP tool, which utilize the XLRM framework to model various climate and socio-economic scenarios, thereby supporting more robust adaptation strategies and reducing potential conflicts in water management.","ai_generated":true,"unit":"sei-002659#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Water management in Colombia is structured across multiple levels, with the IDEAM serving as the national scientific authority for hydrology and meteorology, while the Corporaciones Autónomas Regionales (CARs) manage natural resources within their specific jurisdictions.","ai_generated":true,"unit":"sei-002659#insight-1","date_modified":"2026-10-23"},{"text":"The National Policy for Integrated Water Resource Management (PNGIRH) identifies primary obstacles to effective water management as a lack of sufficient knowledge regarding water supply, demand, quality, and risks, as well as limited information on governance and planning to support decision-making.","ai_generated":true,"unit":"sei-002659#insight-2","date_modified":"2026-10-23"},{"text":"The CARs utilize various planning instruments, with the Watershed Management and Ordering Plans (POMCA) serving as the central articulating axis for other operational plans such as the Regional Environmental Management Plan (PGAR) and the Institutional Action Plan (PAI).","ai_generated":true,"unit":"sei-002659#insight-3","date_modified":"2026-10-23"},{"text":"The Robust Decision Making (ADR) process, developed by the Stockholm Environment Institute (SEI), consists of seven stages: actor mapping, problem formulation (using the XLRM framework), model construction (using WEAP), climate change scenario delineation, a series of 100 to 1,000 simulations, visualization, and the identification of robust decisions.","ai_generated":true,"unit":"sei-002659#insight-4","date_modified":"2026-10-23"},{"text":"The WEAP (Water Evaluation and Planning) tool allows authorities to represent current basin conditions and explore various supply, demand, and quality options across different scenarios, including climate change, by integrating surface and groundwater data.","ai_generated":true,"unit":"sei-002659#insight-5","date_modified":"2026-10-23"},{"text":"The application of the ADR process and WEAP tool is intended to reduce conflicts, increase the efficiency of planning instruments, and facilitate more coherent adaptation strategies for climate change at both national and local levels.","ai_generated":true,"unit":"sei-002659#insight-6","date_modified":"2026-10-23"}],"climate_tags":["water management","climate change adaptation","Integrated Water Resources Management","environmental governance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy review","methodological proposal"]}]}