{"query_echo":{"q":"","filters":{"analysis_type":["tool development"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'tool development' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":6,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=tool+development","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":"iisd-001958","url":"https://climateinsightsdirectory.org/document/iisd-001958","title":"The Responsible Agricultural Investment Tool for Agribusiness and Case Studies","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2024-11","source_url":"https://www.iisd.org/system/files/2024-12/responsible-agricultural-investment-case-study-synthesis.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details the creation of a management tool designed to help agribusinesses align their operations with international responsible investment standards, specifically the CFS-RAI Principles and IFC Performance Standards. Through pilot testing with five companies in Ghana, Kenya, Rwanda, and Senegal, the report identifies that RAI compliance is heavily influenced by a company's mission, the formality of its management systems, and external business conditions. While the tool was well-received for its 'language of business' approach, the report notes that resource constraints in smaller SMEs may hinder independent adoption, suggesting a need for support from investors and technical assistance providers.","ai_generated":true,"unit":"iisd-001958#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The RAI Tool for Agribusiness was developed to translate high-level international standards, such as the CFS-RAI Principles and IFC Performance Standards, into a practical framework that agribusinesses can integrate into daily management and operations.","ai_generated":true,"unit":"iisd-001958#insight-1","date_modified":"2026-10-23"},{"text":"The RAI Tool is structured around seven business dimensions: strategy and accountability, inclusive and transparent structure, safe and responsible agriculture and food systems and operations, environmentally sustainable processes and products, responsible treatment of stakeholders, responsible human resource development, and financial transparency and benefit-sharing.","ai_generated":true,"unit":"iisd-001958#insight-2","date_modified":"2026-10-23"},{"text":"Case studies of five agribusinesses in Africa revealed that companies with explicit responsible investment goals and formalised management systems—such as LIMBUA Group and Mahembe Coffee—tended to achieve higher RAI compliance.","ai_generated":true,"unit":"iisd-001958#insight-3","date_modified":"2026-10-23"},{"text":"External business conditions, including intense competition from multinational enterprises and government regulations, significantly impact a company's ability to comply with RAI principles.","ai_generated":true,"unit":"iisd-001958#insight-4","date_modified":"2026-10-23"},{"text":"Financial constraints often lead to lower scores in 'benefit sharing' with local communities, as seen in the Ghana case study, where the company's focus on survival and resource scarcity limited its ability to use profits for social causes.","ai_generated":true,"unit":"iisd-001958#insight-5","date_modified":"2026-10-23"},{"text":"Agribusinesses generally viewed the RAI Tool as a logical and useful instrument, though smaller companies reported that the length of the process and a lack of internal resources could hinder its periodic use.","ai_generated":true,"unit":"iisd-001958#insight-6","date_modified":"2026-10-23"},{"text":"The report suggests that investors and technical assistance firms can support agribusinesses by using the RAI Tool's seven dimensions as a 'road map' to target specific gaps in capabilities, strategy, or resources.","ai_generated":true,"unit":"iisd-001958#insight-7","date_modified":"2026-10-23"}],"climate_tags":["sustainable agriculture","climate change","smallholder","environmental, social and corporate governance"],"geography_discussed":["Ghana","Kenya","Rwanda","Senegal","Southeast Asia"],"frame_perspective":[],"analysis_type":["case study","tool development","comparative assessment"]},{"id":"greenca-000126","url":"https://climateinsightsdirectory.org/document/greenca-000126","title":"Managing Water as a Constraint to Development with Decision-Support Tools That Promote Integrated Planning: The Case of the Berg Water Management Area","publisher":{"name":"GreenCape","organization":"greencape"},"document_type":"report","language":"en","date_published":"2017-12","source_url":"https://greencape.co.za/assets/Uploads/Final-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the Berg Water Management Area (WMA) as a 'constrained catchment' where water demand is projected to outstrip supply due to climate change, population growth, and urbanisation. It identifies a misalignment between legislated water allocation processes and economic development planning, noting that water is often treated as an independent variable rather than a co-dependent factor. To address this, the study developed a regional hydro-economic GIS model to forecast water requirements and value the economic opportunity costs of supply deficits, and a Multi-Criteria Decision Analysis (MCDA) tool for the Saldanha Bay Local Municipality to prioritise development applications based on socio-economic outcomes rather than a first-come-first-served basis. Findings indicate that while the City of Cape Town dominates regional economic value, the West Coast municipalities of Swartland, Saldanha Bay, and Bergrivier face the most significant constraints to future development. The report recommends the creation of a regional water utility and the use of the provincial government's Sustainable Water Management Plan (SWMP) as a forum for integrated planning.","ai_generated":true,"unit":"greenca-000126#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Berg Water Management Area (WMA) is a 'constrained catchment' where all readily available water is already allocated, meaning future development requires new resources or reallocation from existing users.","ai_generated":true,"unit":"greenca-000126#insight-1","date_modified":"2026-10-23"},{"text":"There is a systemic misalignment in planning where water resource allocation and economic development plans are treated as independent variables, leading to high water-demand projects being planned without assessing the ability of users to fund necessary infrastructure.","ai_generated":true,"unit":"greenca-000126#insight-2","date_modified":"2026-10-23"},{"text":"The current water allocation process managed by the Department of Water and Sanitation (DWS) functions primarily as a licensing or authorisation process; the DWS lacks the mandate to withhold authorisations to wait for more economically beneficial applications.","ai_generated":true,"unit":"greenca-000126#insight-3","date_modified":"2026-10-23"},{"text":"Under all evaluated climate change models, irrigated agriculture will require more water to remain sustainable, with grapes expected to increase requirements by 34% by 2040.","ai_generated":true,"unit":"greenca-000126#insight-4","date_modified":"2026-10-23"},{"text":"While the City of Cape Town dominates regional economic outcomes, the West Coast municipalities of Swartland, Saldanha Bay, and Bergrivier are identified as areas where water is likely to be a significant constraint to future development and livelihoods.","ai_generated":true,"unit":"greenca-000126#insight-5","date_modified":"2026-10-23"},{"text":"Urban water usage generates significantly higher economic value per cubic metre than agricultural water; the average value for urban water in the region is R993/m3 compared to R11.37/m3 for irrigated agriculture.","ai_generated":true,"unit":"greenca-000126#insight-6","date_modified":"2026-10-23"},{"text":"Agricultural water use provides substantial social value through employment, particularly for low-skilled labour in rural municipalities, though it delivers fewer 'jobs per drop' than non-agricultural sectors.","ai_generated":true,"unit":"greenca-000126#insight-7","date_modified":"2026-10-23"},{"text":"The West Coast District Municipality (WCDM) has exceeded its water allocation from the Western Cape Water Supply System (WCWSS) since 2008.","ai_generated":true,"unit":"greenca-000126#insight-8","date_modified":"2026-10-23"},{"text":"A Multi-Criteria Decision Analysis (MCDA) tool developed for Saldanha Bay allows the municipality to prioritise development based on socio-economic outcomes and water requirements rather than a first-come-first-served basis.","ai_generated":true,"unit":"greenca-000126#insight-9","date_modified":"2026-10-23"},{"text":"The absence of a regional water utility for the Berg WMA hampers the development of local water resources, and the creation of such an entity is recommended to improve coordination and financing.","ai_generated":true,"unit":"greenca-000126#insight-10","date_modified":"2026-10-23"},{"text":"The Western Cape Sustainable Water Management Plan (SWMP) is identified as the most appropriate existing forum for the provincial government to provide strategic oversight and implement integrated water and economic planning.","ai_generated":true,"unit":"greenca-000126#insight-11","date_modified":"2026-10-23"}],"climate_tags":["water management","climate change","water scarcity","Sustainable Development Goals"],"geography_discussed":["South Africa","City of Cape Town","Swartland Local Municipality","Bergrivier Local Municipality","Western Cape"],"frame_perspective":[],"analysis_type":["case study","forecasting","policy analysis","tool development"]},{"id":"sei-001840","url":"https://climateinsightsdirectory.org/document/sei-001840","title":"SYNTHESIS BRIEF","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"briefing","language":"en","date_published":"2017","source_url":"https://www.sei.org/mediamanager/documents/Publications/SEI-SB-2017-analysis-and-tools-for-NDCs.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Stockholm Environment Institute (SEI) provides a suite of tools and analyses to help countries meet their Paris Agreement commitments. Key research highlights include the potential for NDCs to include fossil fuel production phase-downs, the need for better guidance on the 'enhanced transparency framework', and the importance of 'fair shares' in achieving a 1.5°C limit. SEI's technical tools, such as LEAP for energy planning, the NDC Explorer for tracking ambitions, and the NDC-SDG Connections tool, aim to bridge the gap between climate science and national policy. Specific country analyses show that Kenya requires significant investment for low-carbon energy pathways, while sub-Saharan African nations could better leverage private sector investment for agricultural adaptation.","ai_generated":true,"unit":"sei-001840#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Countries could use NDCs to set targets for phasing down fossil fuel production and report actions such as removing subsidies or introducing production taxes, though currently, fossil fuel supply is not a central focus in most NDCs. India is the only top ten fossil-fuel-producing nation whose NDC mentions a policy to restrict supply via a coal tax.","ai_generated":true,"unit":"sei-001840#insight-1","date_modified":"2026-10-23"},{"text":"The 'enhanced transparency framework' under Article 13 of the Paris Agreement faces challenges due to a lack of detailed guidance on NDC features, which makes reporting and reviewing difficult because intended NDCs are largely heterogeneous.","ai_generated":true,"unit":"sei-001840#insight-2","date_modified":"2026-10-23"},{"text":"To maintain environmental integrity in international emissions trading under Article 6, policy-makers should limit the eligibility of certified emission reductions (CERs) to new projects that are additional or existing projects at risk of discontinuing abatement to prevent 'double counting'.","ai_generated":true,"unit":"sei-001840#insight-3","date_modified":"2026-10-23"},{"text":"Analysis of 'fair shares' for a 1.5°C limit indicates that wealthier countries' mitigation pledges fall far short of their fair-share contributions; for example, the United States pledges at most 24% and the European Union 23% of their respective fair shares.","ai_generated":true,"unit":"sei-001840#insight-4","date_modified":"2026-10-23"},{"text":"Kenya's target to reduce greenhouse gas emissions by 30% by 2030 requires a low-carbon energy development pathway that will necessitate extensive financial investment and significant demands on energy sector governance.","ai_generated":true,"unit":"sei-001840#insight-5","date_modified":"2026-10-23"},{"text":"In sub-Saharan Africa, private sector involvement in agricultural adaptation is currently seen in projects that use public finance to raise awareness, hire private actors for services, or leverage private investment, but more clarity on desired private actor types is needed to scale up investment.","ai_generated":true,"unit":"sei-001840#insight-6","date_modified":"2026-10-23"},{"text":"The NDC Explorer tool reveals that while many countries set renewable energy targets, very few (as few as 4) include agriculture as a priority area in their NDCs, and poorer countries tend to focus more on adaptation and conditional mitigation targets.","ai_generated":true,"unit":"sei-001840#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Nationally Determined Contributions","Paris Agreement","petroleum industry","fossil fuel subsidy","climate finance","1.5 degree Celsius climate target","renewable energy","Sustainable Development Goals","human rights"],"geography_discussed":["People's Republic of China","Costa Rica","India","United States","European Union","Kenya","sub-Saharan Africa","Latin America","Mozambique"],"frame_perspective":[],"analysis_type":["policy analysis","capacity building","tool development","quantitative assessment"]},{"id":"sei-001730","url":"https://climateinsightsdirectory.org/document/sei-001730","title":"The SEI Initiative on Low Emission Development Pathways (LED-P)","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"fact sheet","language":"en","date_published":"2016","source_url":"https://www.sei.org/mediamanager/documents/Publications/Climate/SEI-FS-2016-SEI-Initiative-Low-Emission-Development-Pathways.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The SEI Initiative on Low Emission Development Pathways (LED-P) provides tools and research to help governments, particularly in developing countries, simultaneously address greenhouse gas emissions, short-lived climate pollutants (SLCPs), and air pollution. A central output is the LEAP-Integrated Benefits Calculator (LEAP-IBC), which quantifies the health, vegetation, and climate benefits of specific mitigation measures. The initiative focuses on filling data gaps, building technical capacity, and developing policy frameworks to move beyond aspirational scenarios toward credible transition pathways.","ai_generated":true,"unit":"sei-001730#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The LED-P Initiative focuses on three core objectives: advancing knowledge on climate change and air pollution to provide science-based quantitative assessments, identifying effective national and international policy frameworks, and building technical and institutional capacity in developing countries for integrated planning.","ai_generated":true,"unit":"sei-001730#insight-1","date_modified":"2026-10-23"},{"text":"Addressing short-lived climate pollutants (SLCPs)—including methane, black carbon, tropospheric ozone, and hydrofluorocarbons (HFCs)—is identified as the only effective method for reducing near-term warming, while also providing co-benefits for human health and agriculture.","ai_generated":true,"unit":"sei-001730#insight-2","date_modified":"2026-10-23"},{"text":"Developing countries often lack the necessary data and expertise to prioritize pollution measures, specifically regarding emissions, pollutant concentrations, and the associated costs and benefits of policy options.","ai_generated":true,"unit":"sei-001730#insight-3","date_modified":"2026-10-23"},{"text":"The LEAP-Integrated Benefits Calculator (LEAP-IBC) is a tool developed to expand the LEAP platform, allowing users to calculate emissions from various sources and convert them into quantified impacts on health, vegetation, and climate.","ai_generated":true,"unit":"sei-001730#insight-4","date_modified":"2026-10-23"},{"text":"The initiative is conducting research to move beyond 'aspirational' technical scenarios by developing a framework that accounts for technical, financial, and socio-cognitive barriers to policy implementation.","ai_generated":true,"unit":"sei-001730#insight-5","date_modified":"2026-10-23"},{"text":"The LED-P Initiative is actively supporting 16 countries in developing national SLCP action plans through the CCAC SNAP initiative, with specific applications of the LEAP-IBC tool already occurring in Bangladesh, Ghana, and Mexico.","ai_generated":true,"unit":"sei-001730#insight-6","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","air pollution","methane","hydrofluorocarbon","climate change mitigation","clean development mechanism","Paris Agreement","Nationally Determined Contributions","capacity building"],"geography_discussed":["Bangladesh","Mexico","Asia","Latin America and the Caribbean","India","United States","People's Republic of China","Ghana","West Africa","Kenya","Thailand","Indonesia","Oman"],"frame_perspective":[],"analysis_type":["program description","tool development","policy analysis"]},{"id":"clipolin-000123","url":"https://climateinsightsdirectory.org/document/clipolin-000123","title":"Three Tools to Unlock Finance for Land Use Mitigation and Adaptation","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"research paper","language":"en","date_published":"2015-07-13","source_url":"https://www.climatepolicyinitiative.org/publication/three-tools-to-unlock-finance-for-land-use-mitigation-and-adaptation/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"This research paper by the Climate Policy Initiative describes three analytical tools designed to help low and middle-income countries and their partners redirect land-use finance toward climate mitigation and adaptation. The tools aim to address the gap between the hundreds of billions spent on business-as-usual land use and the relatively small amount of finance currently dedicated to green activities.","ai_generated":true,"unit":"clipolin-000123#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"Land use sectors contribute approximately 25% of global greenhouse gas emissions and are highly vulnerable to climate change, yet current financial flows for mitigation and adaptation are small, estimated between USD 1.3 billion and 51.8 billion.","ai_generated":true,"unit":"clipolin-000123#insight-1","date_modified":"2026-08-17"},{"text":"While total financial flows to forestry and agriculture in developing countries reach hundreds of billions of dollars, these are primarily 'business-as-usual' (BAU) investments that do not support climate adaptation or mitigation and may actually increase climate vulnerability or emissions.","ai_generated":true,"unit":"clipolin-000123#insight-2","date_modified":"2026-08-17"},{"text":"The 'Landscape of Land Use Finance' tool uses Sankey diagrams to map public and private financial flows to green and BAU activities, helping governments identify gaps, blockages, and channels to inform multi-sectoral strategies like REDD+ programs.","ai_generated":true,"unit":"clipolin-000123#insight-3","date_modified":"2026-08-17"},{"text":"The 'Financial Viability-Gap Analysis' tool identifies why green activities may be more expensive than BAU ones or face higher risks, suggesting public interventions to reduce costs (e.g., tax breaks, low cost loans), increase revenues (e.g., price floors), or improve the enabling environment (e.g., regulatory standards).","ai_generated":true,"unit":"clipolin-000123#insight-4","date_modified":"2026-08-17"},{"text":"The 'Public Finance Mapping' tool allows governments to track public financial instruments to ensure coherence across sectors and jurisdictions, identifying whether these instruments support green production or BAU activities and finding entry points for donor finance.","ai_generated":true,"unit":"clipolin-000123#insight-5","date_modified":"2026-08-17"}],"climate_tags":["land use","climate finance","mitigation","adaptation","agriculture","forestry"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["tool development","financial analysis"]},{"id":"bc3res-000151","url":"https://climateinsightsdirectory.org/document/bc3res-000151","title":"A NEW ADAPTIVE MARINE POLICY TOOLBOX TO SUPPORT ECOSYSTEM-BASED APPROACH TO MANAGEMENT","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2014-11","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20141211044613129464885.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document introduces the Adaptive Marine Policy Toolbox (AMP-Toolbox), developed under the PERSEUS project to bridge the gap between scientific knowledge and policy execution in marine management. The toolbox is specifically designed to support the requirements of the EU Marine Strategy Framework Directive (2008/56/EC), which mandates the use of an Ecosystem-Based Approach (EBA) to achieve 'Good Environmental Status' by 2020. The AMP-Toolbox provides a structured, four-level web-based framework—ranging from a five-step policy cycle to specific resources and models—that incorporates scenario planning, stakeholder involvement, and cyclical learning to handle environmental uncertainties and climate change impacts. While primarily aligned with EU directives, the authors note the toolbox's transferability to other frameworks like the Mediterranean Action Plan and the Black Sea's Strategic Action Plan. Future implementation will involve pilot testing in the Western Mediterranean, Adriatic, Aegean, and Western Black Sea to refine the tool based on real-world stakeholder feedback.","ai_generated":true,"unit":"bc3res-000151#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Adaptive Marine Policy Toolbox (AMP-Toolbox) was created to operationalize the Ecosystem-Based Approach (EBA) and translate scientific data into practical decision tools for policymakers.","ai_generated":true,"unit":"bc3res-000151#insight-1","date_modified":"2026-10-23"},{"text":"The AMP-Toolbox is designed to meet the requirements of the Marine Strategy Framework Directive (2008/56/EC), which aims for the 'Good Environmental Status' of European seas by 2020 through the application of EBA.","ai_generated":true,"unit":"bc3res-000151#insight-2","date_modified":"2026-10-23"},{"text":"To be considered adaptive, the AMP-Toolbox incorporates four fundamental characteristics: the use of scenario planning, the involvement of stakeholders, a scientific EBA, and a cyclical process for continuous learning about resource structure and management outcomes.","ai_generated":true,"unit":"bc3res-000151#insight-3","date_modified":"2026-10-23"},{"text":"The toolbox is organized into a four-level information structure: a main page featuring a five-step policy cycle, detailed steps, key activities, and a final level of resources and examples.","ai_generated":true,"unit":"bc3res-000151#insight-4","date_modified":"2026-10-23"},{"text":"The resources within the AMP-Toolbox include a knowledge base of seven databases, regional assessments and models for the Mediterranean and Black Seas, and tools sourced from other entities such as the FAO-EAF Toolbox and the Marine Scotland Toolbox.","ai_generated":true,"unit":"bc3res-000151#insight-5","date_modified":"2026-10-23"},{"text":"The AMP-Toolbox is intended to be transferable to other regulations that require an EBA, specifically mentioning the Black Sea's Strategic Action Plan and the Ecosystem Approach of the Mediterranean Action Plan.","ai_generated":true,"unit":"bc3res-000151#insight-6","date_modified":"2026-10-23"},{"text":"The tool will undergo testing using a participatory approach with stakeholders in specific pilot cases, including the Aegean, the Adriatic, the Western Black Sea, and the Western Mediterranean.","ai_generated":true,"unit":"bc3res-000151#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change"],"geography_discussed":["Mediterranean Sea","Black Sea","Western Mediterranean","Adriatic Sea","Aegean Sea","Western Black Sea"],"frame_perspective":[],"analysis_type":["policy analysis","tool development"]}]}