{"query_echo":{"q":"","filters":{"geography":["Indonesia"]},"warnings":[]},"total":{"value":2875,"relation":"eq"},"page":44,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Indonesia&page=44","next":"https://climateinsightsdirectory.org/api/v1/search?geography=Indonesia&page=45","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":"trendas-000020","url":"https://climateinsightsdirectory.org/document/trendas-000020","title":"Ambiguities versus Ambition: A Review of Indonesia's Energy Transition Policy","publisher":{"name":"Trend Asia","organization":"trend-asia"},"document_type":"report","language":"en","date_published":"2023-03-28","source_url":"https://trendasia.org/en/ambiguities-versus-ambition-a-review-of-indonesias-energy-transition-policy/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"A review of Indonesia's energy transition policy focusing on the challenges of meeting Just Energy Transition Partnership (JETP) targets amidst a legacy of coal-fired power expansion and state utility debt.","ai_generated":true,"unit":"trendas-000020#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"Indonesia faces significant challenges in meeting JETP targets, which include peaking power sector emissions by 2030 and achieving 34% renewable energy generation by 2030. These goals require a fundamental change in power regulation and a departure from previous energy security planning.","ai_generated":true,"unit":"trendas-000020#insight-1","date_modified":"2026-08-17"},{"text":"Recent energy capacity additions have been dominated by fossil fuels, with over 12 GW commissioned in the last five years, increasing the coal fleet by 30%. In contrast, renewable energy growth is slow, with only 1.6 GW added between 2017 and 2021, primarily from geothermal and hydro, while solar and wind represent less than 1% of additions.","ai_generated":true,"unit":"trendas-000020#insight-2","date_modified":"2026-08-17"},{"text":"The state electricity company, Perusahaan Listrik Negara (PLN), suffers from heavy debt and poor financial returns due to an oversupply of electricity. This oversupply resulted from overestimating demand and over-constructing large fossil fuel generators, alongside market barriers. To align with JETP, the updated Electricity Supply Business Plan (RUPTL) must halt and cancel committed and awarded new coal power plants.","ai_generated":true,"unit":"trendas-000020#insight-3","date_modified":"2026-08-17"}],"climate_tags":["energy transition","renewable energy","coal-fired power plants","jetp","power sector emissions"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["Policy Review"]},{"id":"iisd-001323","url":"https://climateinsightsdirectory.org/document/iisd-001323","title":"Earth Negotiations Bulletin","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2023-03-27","source_url":"https://enb.iisd.org/sites/default/files/2023-03/enb0317e.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The UN 2023 Water Conference, held in New York, focused on accelerating progress toward Sustainable Development Goal 6 (SDG 6) through the Water Action Agenda. The event resulted in approximately 700 voluntary commitments totaling USD 300 billion and the announcement of a UN Special Envoy for Water. Discussions emphasized the water-food-energy nexus, the human right to water and sanitation, and the need for innovative finance and improved global water data. While the conference generated significant political momentum and new partnerships, analysis suggests that many pledges lack quantifiable targets and that the international community must quadruple its efforts to meet 2030 goals.","ai_generated":true,"unit":"iisd-001323#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The UN 2023 Water Conference resulted in the creation of a new high-level UN role to elevate water issues on the global agenda.","ai_generated":true,"unit":"iisd-001323#insight-1","date_modified":"2026-10-23"},{"text":"The conference produced the Water Action Agenda, consisting of approximately 700 voluntary commitments from various stakeholders, with a total estimated value of USD 300 billion.","ai_generated":true,"unit":"iisd-001323#insight-2","date_modified":"2026-10-23"},{"text":"Several nations announced major financial investments for water infrastructure, including India's USD 50 billion for rural drinking water by 2030 and the US's investment of up to USD 49 billion for climate-resilient water and sanitation services.","ai_generated":true,"unit":"iisd-001323#insight-3","date_modified":"2026-10-23"},{"text":"The conference highlighted a critical gap in the UN architecture regarding water, leading to calls for a dedicated water process or an \"inter-COP\" mechanism to integrate water decisions across climate, biodiversity, and desertification forums.","ai_generated":true,"unit":"iisd-001323#insight-4","date_modified":"2026-10-23"},{"text":"Participants emphasized the necessity of a \"nexus\" approach, linking water management with food, energy, and ecosystem health to achieve sustainable development.","ai_generated":true,"unit":"iisd-001323#insight-5","date_modified":"2026-10-23"},{"text":"Analysis of the conference outcomes suggests that while momentum was generated, many voluntary pledges are small-scale, underfunded, or lack the quantifiable metrics necessary to be \"game changers.\"","ai_generated":true,"unit":"iisd-001323#insight-6","date_modified":"2026-10-23"}],"climate_tags":["water security","climate change","biodiversity loss","pollution","Integrated Water Resources Management","climate resilience","nature-based solutions","climate justice","circular economy"],"geography_discussed":["New York City","Argentina","Brazil","Tajikistan","Netherlands","Australia","Botswana","Denmark","Ecuador","India","Jamaica","Kenya","Saint Kitts and Nevis","Slovenia","United Kingdom","United States","Vietnam","Oman","Rwanda","Kiribati","Latvia","Costa Rica","Myanmar","Nicaragua","Ireland","Iran","Venezuela","Sierra Leone","Algeria","The Bahamas","Peru","Nauru","Liberia","Mauritius","Cuba","Belize","Seychelles","Cyprus","Trinidad and Tobago","Liechtenstein","Papua New Guinea","Jordan","New Zealand","Timor-Leste","Hungary","Uganda","Dominican Republic","People's Republic of China","Japan","Senegal","Switzerland","Singapore","Indonesia","Kazakhstan","Ukraine","Germany","France"],"frame_perspective":[],"analysis_type":["event report","policy analysis"]},{"id":"gclifun-005984","url":"https://climateinsightsdirectory.org/document/gclifun-005984","title":"Stage 1 Accreditation support of Direct Access Entities for on-lending and/or blending fiduciary functions","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2023-03-01","source_url":"https://www.greenclimate.fund/sites/default/files/document/lao-015-gggi-full-package-cover.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a readiness project to enhance Lao PDR's access to climate finance by accrediting two national financial institutions. The project focuses on capacity building, institutional gap analysis, and knowledge sharing to enable these entities to provide on-lending and blending fiduciary services. It includes technical assistance to meet GCF standards, the development of a project pipeline, and an international learning visit to other successful DAEs in Southeast Asia.","ai_generated":true,"unit":"gclifun-005984#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Lao PDR lacks a national private accredited entity capable of providing on-lending and/or blending fiduciary functions, which hinders the mobilization of large-scale investment for climate projects.","ai_generated":true,"unit":"gclifun-005984#insight-1","date_modified":"2026-10-23"},{"text":"The project aims to support two nominated domestic financial institutions in submitting Stage 1 accreditation applications to the GCF.","ai_generated":true,"unit":"gclifun-005984#insight-2","date_modified":"2026-10-23"},{"text":"The proposed budget for the 18-month implementation period is USD 250,000, with the Global Green Growth Institute (GGGI) serving as the Delivery Partner.","ai_generated":true,"unit":"gclifun-005984#insight-3","date_modified":"2026-10-23"},{"text":"The project will conduct institutional gap analyses and capacity needs assessments for the nominated entities against GCF policies, including basic fiduciary standards, environmental and social safeguards (ESS), and gender policies.","ai_generated":true,"unit":"gclifun-005984#insight-4","date_modified":"2026-10-23"},{"text":"To enhance knowledge of best practices, the project includes an international learning visit for six people to a host DAE in Southeast Asia, with potential candidates including the Vietnam Development Bank, PT Sarana Multi Infrastruktur in Indonesia, or the Landbank/Development Bank of the Philippines.","ai_generated":true,"unit":"gclifun-005984#insight-5","date_modified":"2026-10-23"},{"text":"A key output is the creation of an online knowledge hub integrated into the official Ministry of Natural Resources and Environment (MoNRE) website to support accreditation and concept note development.","ai_generated":true,"unit":"gclifun-005984#insight-6","date_modified":"2026-10-23"},{"text":"The project is designed to complement previous readiness efforts, such as the accreditation of the Lao PDR Environment Protection Fund (EPF), which focuses on on-granting rather than on-lending.","ai_generated":true,"unit":"gclifun-005984#insight-7","date_modified":"2026-10-23"},{"text":"Lao PDR's updated NDC (2021) targets a 60% GHG emission reduction by 2030 compared to the baseline scenario, with estimated financing needs for mitigation measures totaling USD 4,762 million.","ai_generated":true,"unit":"gclifun-005984#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate finance","Direct Access","fiduciary","capacity building","Nationally Determined Contributions","Private sector engagement","Environmental and Social Safeguards","green growth"],"geography_discussed":["Vietnam","Indonesia","Philippines"],"frame_perspective":[],"analysis_type":["proposal","capacity assessment"]},{"id":"ciel-000997","url":"https://climateinsightsdirectory.org/document/ciel-000997","title":"Harnessing public finance potential to create renewable energy economies","publisher":{"name":"Center for International Environmental Law","organization":"center-for-international-environmental-law"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://www.ciel.org/wp-content/uploads/2023/03/Harnessing-Public-Finance-Potential-to-Create-RE-Economies.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that the World Bank Group must shift from project-by-project 'greening' to a systemic transformation of its portfolio to support 1.5°C alignment. It proposes a strict taxonomy that excludes fossil gas and 'false solutions' like CCUS and nuclear power, while emphasizing a rights-based approach to ensure the energy transition does not burden marginalized communities or increase debt in low-income countries.","ai_generated":true,"unit":"ciel-000997#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"To maintain a 1.5°C trajectory, the report argues that the World Bank Group must align all operations with 'real zero' emissions rather than 'net zero' to avoid reliance on unproven technologies or carbon offsets.","ai_generated":true,"unit":"ciel-000997#insight-1","date_modified":"2026-10-23"},{"text":"The proposed taxonomy explicitly excludes fossil gas, coal, oil, nuclear power, and several 'false solutions' from Paris-aligned investments. Specifically, it argues that fossil gas is not a viable transition fuel due to methane leakage and carbon emissions.","ai_generated":true,"unit":"ciel-000997#insight-2","date_modified":"2026-10-23"},{"text":"The report identifies several technologies as 'false solutions' that should be excluded because they are economically or environmentally unsound, including CCUS, blue hydrogen, industrial biofuels, large-scale hydro, and waste-to-energy projects.","ai_generated":true,"unit":"ciel-000997#insight-3","date_modified":"2026-10-23"},{"text":"A 'whole economy' approach is recommended, requiring the WBG to integrate 1.5°C trajectories into its Country Climate and Development Reports (CCDRs) and Country Partnership Frameworks (CPFs).","ai_generated":true,"unit":"ciel-000997#insight-4","date_modified":"2026-10-23"},{"text":"The report emphasizes that the energy transition must be 'just,' meaning it should not place costs on marginalized groups and should include social dialogue, training, and social protection for workers in fossil-fuel-dependent sectors.","ai_generated":true,"unit":"ciel-000997#insight-5","date_modified":"2026-10-23"},{"text":"The document warns that the surge in demand for critical minerals for renewable technologies could increase by 500% by 2050, potentially creating a 'double burden' of climate impacts and extractive destruction for the Global South.","ai_generated":true,"unit":"ciel-000997#insight-6","date_modified":"2026-10-23"},{"text":"The report criticizes the WBG's past implementation of renewable projects, citing landslides and deaths associated with geothermal development in Indonesia and environmental damage from dams in Pakistan and Laos.","ai_generated":true,"unit":"ciel-000997#insight-7","date_modified":"2026-10-23"},{"text":"The methodology recommends that the International Finance Corporation (IFC) immediately stop financing new coal, oil, and gas projects and close existing loopholes in financial intermediaries.","ai_generated":true,"unit":"ciel-000997#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Paris Agreement","renewable energy","climate finance","just transition","natural gas","carbon capture and storage","nuclear power","critical minerals","energy efficiency","green hydrogen","offshore wind power","photovoltaics","geothermal energy","biofuel","waste-to-energy","clean cooking","methane emissions"],"geography_discussed":["Indonesia","Pakistan","Laos","Kenya","South Africa","Vietnam","Senegal","India"],"frame_perspective":[],"analysis_type":["policy recommendation","methodology"]},{"id":"clibonds-000966","url":"https://climateinsightsdirectory.org/document/clibonds-000966","title":"SUSTAINABLE FINANCE POLICIES FOR 1. 5°C","publisher":{"name":"Climate Bonds Initiative","organization":"climate-bonds-initiative"},"document_type":"guide","language":"en","date_published":"2023-03","source_url":"https://www.climatebonds.net/files/documents/publications/Climate-Bonds_101-Sustainable-Finance-Policies-for-1.5C_Mar-2023.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a comprehensive framework of 101 sustainable finance policies categorized by three primary ambitions: speed, steer, and simplify. It provides specific recommendations across various government departments—including fiscal, trade, energy, and industrial policy—as well as for central banks and financial regulators. The guide emphasizes the need for science-based targets, the removal of fossil fuel subsidies, the use of green taxonomies, and the implementation of derisking mechanisms like blended finance to mobilize private capital for the 1.5°C transition.","ai_generated":true,"unit":"clibonds-000966#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The global economy could lose USD178tn over the next 50 years if climate change remains unmitigated. Physical climate risk has already increased the cost of capital for the Vulnerable 20 (V20) nations, resulting in USD62bn of higher external interest payments over a 10-year period.","ai_generated":true,"unit":"clibonds-000966#insight-1","date_modified":"2026-10-23"},{"text":"To meet the 1.5°C goal, climate finance needs are estimated to increase sixfold to over USD4tn by 2030. While the global bond market is approximately USD130tn, market failures in risk-opportunity assessments currently cause investment flows to be dominated by fossil fuels and carbon-intensive sectors.","ai_generated":true,"unit":"clibonds-000966#insight-2","date_modified":"2026-10-23"},{"text":"Governments can steer the economy by phasing out fossil fuel subsidies, which rose above USD1tn in 2022. Implementing carbon pricing, such as a carbon tax or emissions trading scheme (ETS), can improve the business case for green technologies; for instance, a EUR10/tCO2 price could reduce a country's emissions by 7%.","ai_generated":true,"unit":"clibonds-000966#insight-3","date_modified":"2026-10-23"},{"text":"To mobilize private finance for higher-risk projects, particularly in emerging markets, policymakers should use blended finance and guarantees. Blended finance leverages concessional funding to absorb junior capital risks, while sovereign-to-sovereign guarantees from developed markets can decrease the cost of capital for emerging market sovereigns.","ai_generated":true,"unit":"clibonds-000966#insight-4","date_modified":"2026-10-23"},{"text":"Central banks can address climate risk as a threat to financial stability by adjusting monetary and prudential tools. This includes tilting asset purchases toward green performers, adjusting collateral haircuts to reflect climate risk, and implementing green capital and reserve requirements.","ai_generated":true,"unit":"clibonds-000966#insight-5","date_modified":"2026-10-23"},{"text":"Regulators can simplify sustainable investment by establishing science-based green taxonomies and mandatory climate disclosure requirements. These tools provide clarity on what constitutes a sustainable investment and help prevent greenwashing, while transition plan requirements ensure corporate pathways align with 1.5°C.","ai_generated":true,"unit":"clibonds-000966#insight-6","date_modified":"2026-10-23"},{"text":"Nature-based solutions (NBS) could provide up to one-third of the emissions reductions needed for the 1.5°C limit. Policies such as Payments for Ecosystem Services (PES) and the use of biodiversity metrics in sustainability-linked bonds can incentivize the protection of carbon sinks.","ai_generated":true,"unit":"clibonds-000966#insight-7","date_modified":"2026-10-23"},{"text":"The transition requires the early decommissioning of fossil fuel plants. Advanced economies are expected to phase out unabated coal generation by 2030, and the rest of the world by 2040. Energy transition mechanisms can be used to buy and retire these assets while supporting a just transition for workers.","ai_generated":true,"unit":"clibonds-000966#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Net-zero emissions","climate finance","climate bond","carbon price","Carbon Border Adjustment Mechanism","Blended Finance","fossil fuel subsidy","nature-based solutions","renewable energy","Sustainable Aviation Fuel","carbon capture and storage","just transition","sustainable procurement"],"geography_discussed":["United Kingdom","European Union","People's Republic of China","Brazil","India","Philippines","Nepal","Denmark","France","Singapore","Kazakhstan","Chile","Fiji","Belize","Seychelles","Thailand","Indonesia","Turkey","Bangladesh","South Africa","Costa Rica","Mexico","Norway","Sweden","Hungary","Japan"],"frame_perspective":[],"analysis_type":["policy guide","toolkit"]},{"id":"clipolin-001089","url":"https://climateinsightsdirectory.org/document/clipolin-001089","title":"Emissions Accounting in Managed Coal Phaseout Finance","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"briefing","language":"en","date_published":"2023-03","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2023/03/Emissions-Accounting-in-Managed-Coal-Phaseout-Finance.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document addresses the 'dilemma' where financing the early retirement of coal plants increases a financial institution's portfolio emissions, potentially violating net-zero targets. It proposes four accounting alternatives: rebaselining, sectoral targets, 'bad portfolios', and Net Present Value (NPV) accounting. It also details various financing mechanisms such as Managed Transition Vehicles and repurposing plants, specifically in the context of JETPs in South Africa, Indonesia, and Vietnam.","ai_generated":true,"unit":"clipolin-001089#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Current emissions attribution methods, such as the GHG Protocol and PCAF, cause a financial institution's portfolio emissions to rise when they fund a coal transition mechanism, creating a conflict with interim portfolio emissions targets.","ai_generated":true,"unit":"clipolin-001089#insight-1","date_modified":"2026-10-23"},{"text":"The 'Rebaseline Emissions Approach' involves recalculating the portfolio's base year emissions to include the acquired coal asset, allowing targets to be adjusted while ensuring a greater volume of absolute emissions are reduced in the real economy.","ai_generated":true,"unit":"clipolin-001089#insight-2","date_modified":"2026-10-23"},{"text":"A 'Sectoral Target Approach' allows institutions to ringfence coal phaseout investments within a specific sectoral portfolio, preventing these emissions from impacting targets set for other sectors.","ai_generated":true,"unit":"clipolin-001089#insight-3","date_modified":"2026-10-23"},{"text":"The 'Bad Portfolio' approach involves creating a separate, ringfenced portfolio for high-emitting assets that is excluded from the main portfolio's emissions accounting and targets, as demonstrated by CDPQ's CAD 10 billion transition portfolio.","ai_generated":true,"unit":"clipolin-001089#insight-4","date_modified":"2026-10-23"},{"text":"The 'Net Present Value (NPV) Accounting Approach' uses a discount rate to calculate the current value of total emissions reductions in the real economy, which can incentivize near-term decarbonization by increasing the relative value of immediate reductions.","ai_generated":true,"unit":"clipolin-001089#insight-5","date_modified":"2026-10-23"},{"text":"Managed coal phaseout financing is critical for emerging and developing economies (EMDEs) where coal is often newer and more competitive, requiring public capital to support mechanisms like repurposing plants, Managed Transition Vehicles, and carbon markets.","ai_generated":true,"unit":"clipolin-001089#insight-6","date_modified":"2026-10-23"},{"text":"Just Energy Transition Partnerships (JETPs) in South Africa, Indonesia, and Vietnam are primary examples of where these mechanisms are applied, with South Africa's 2021 JETP earmarking USD 8.5 billion and Indonesia's 2022 JETP intending to raise over USD 20 billion.","ai_generated":true,"unit":"clipolin-001089#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate finance","phase-out","climate target","Just Energy Transition Partnership","carbon emission trading"],"geography_discussed":["South Africa","Indonesia","Vietnam","Canada","Germany","Chile","Philippines","India"],"frame_perspective":[],"analysis_type":["policy analysis","financial mechanism assessment"]},{"id":"gclifun-005988","url":"https://climateinsightsdirectory.org/document/gclifun-005988","title":"Making blended finance work for nature-based solutions","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"research paper","language":"en","date_published":"2023-03","source_url":"https://www.greenclimate.fund/sites/default/files/document/making-blended-finance-work-nature-based-solutions.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that the global biodiversity finance gap—estimated at an annual need of USD 536 billion by 2050—cannot be closed by grants alone. It proposes a blended finance approach that integrates information, regulatory, economic, institutional, and financial instruments to de-risk investments and catalyze private capital. Using the Green Climate Fund's (GCF) portfolio as a basis, the paper demonstrates how combining instruments (e.g., pairing carbon credits with parametric insurance), sequencing them along a maturity-concessionality gradient (e.g., the Amazon Bioeconomy Fund), and establishing long-term partnerships (e.g., Project Finance for Permanence) can create sustainable financial models for nature-based solutions.","ai_generated":true,"unit":"gclifun-005988#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant global financing gap for nature; by 2050, annual investment needs for nature are projected to reach USD 536 billion, which is more than four times the current annual flows of USD 133 billion.","ai_generated":true,"unit":"gclifun-005988#insight-1","date_modified":"2026-10-23"},{"text":"Nature-negative expenditures currently far exceed investments in nature-based solutions, with government spending on environmentally harmful subsidies for fisheries, agriculture, and fossil fuels estimated between USD 500 billion and USD 1.8 trillion per year.","ai_generated":true,"unit":"gclifun-005988#insight-2","date_modified":"2026-10-23"},{"text":"The Green Climate Fund (GCF) has integrated nature-based solutions into a substantial portion of its work; as of January 2023, 45 per cent of its portfolio contributes to these solutions, with 114 approved projects focusing at least partly on nature conservation, sustainable management, or restoration.","ai_generated":true,"unit":"gclifun-005988#insight-3","date_modified":"2026-10-23"},{"text":"The document categorizes instruments to catalyze finance into five types: information instruments (e.g., risk disclosures), control and regulatory instruments (e.g., protected areas), economic and market instruments (e.g., biodiversity-positive carbon credits), institutional instruments (e.g., green banks), and financial instruments (e.g., equity and guarantees).","ai_generated":true,"unit":"gclifun-005988#insight-4","date_modified":"2026-10-23"},{"text":"Blended finance is most effective when instruments are combined to offset individual weaknesses; for example, combining carbon credits with upfront grants, concessional debt, or parametric insurance can address price volatility and the risk of asset destruction.","ai_generated":true,"unit":"gclifun-005988#insight-5","date_modified":"2026-10-23"},{"text":"Financial instruments should be sequenced along a \"maturity-concessionality\" gradient, where early-stage businesses rely on highly concessional finance like grants and gradually transition to commercial loans and capital markets as they mature.","ai_generated":true,"unit":"gclifun-005988#insight-6","date_modified":"2026-10-23"},{"text":"The Amazon Bioeconomy Fund, supported by GCF with USD 279 million, exemplifies sequencing by providing a grant window for small/indigenous businesses, equity for early-stage innovative companies, and sovereign/corporate loans for mature businesses.","ai_generated":true,"unit":"gclifun-005988#insight-7","date_modified":"2026-10-23"},{"text":"Project Finance for Permanence (PFP) is a partnership approach used to secure long-term funding for conservation goals in perpetuity, as seen in the Heritage Colombia (HECO) programme, which combines GCF grants (USD 43 million) with Colombian government funds (USD 69 million).","ai_generated":true,"unit":"gclifun-005988#insight-8","date_modified":"2026-10-23"},{"text":"Debt-for-nature swaps, such as the blue bond agreement in Belize, allow countries to reduce external debt while generating funds for marine conservation; in Belize's case, this is expected to generate USD 180 million to increase marine protection from 16 per cent to 30 per cent by 2026.","ai_generated":true,"unit":"gclifun-005988#insight-9","date_modified":"2026-10-23"}],"climate_tags":["nature-based solutions","Blended Finance","climate finance","carbon credit","climate bond","ecological restoration","natural capital"],"geography_discussed":["Mexico","Brazil","Colombia","Belize","Indonesia","Mongolia","Jamaica","Cameroon","Bhutan","Morocco"],"frame_perspective":[],"analysis_type":["research paper","policy analysis","case study"]},{"id":"iisd-001464","url":"https://climateinsightsdirectory.org/document/iisd-001464","title":"Shifting Public Financial Flows from Fossil Fuels to Clean Energy under the Paris Agreement","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://www.iisd.org/system/files/2023-03/global-stocktake-shifting-public-financial-flows.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that governments have failed to fulfill commitments to shift public financial flows away from fossil fuels, with subsidies increasing since the Paris Agreement. It identifies significant data gaps regarding state-owned enterprise investments and provides a framework for fossil fuel subsidy reform based on pricing, impact management, and stakeholder support.","ai_generated":true,"unit":"iisd-001464#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Global fossil fuel subsidies have increased since the adoption of the Paris Agreement, reaching USD 732 billion in 2021, which is 35% higher than the USD 543 billion recorded in 2015.","ai_generated":true,"unit":"iisd-001464#insight-1","date_modified":"2026-10-23"},{"text":"Preliminary IEA estimates indicate that fossil fuel consumption subsidies exceeded USD 1 trillion for the first time in 2022, totaling at least USD 1.1 trillion.","ai_generated":true,"unit":"iisd-001464#insight-2","date_modified":"2026-10-23"},{"text":"Public financial support for clean energy is significantly lower than for fossil fuels; for example, between 2016 and 2018, only 16.5% of tracked energy finance from G20 export credit agencies, development finance institutions, and major MDBs went to clean energy.","ai_generated":true,"unit":"iisd-001464#insight-3","date_modified":"2026-10-23"},{"text":"COVID-19 recovery measures showed a mixed record: 41% (USD 515 billion) of new public money commitments by 38 major economies and eight MDBs in 2020-2021 were for fossil-intensive sectors, while 38% (USD 488 billion) were for clean energy.","ai_generated":true,"unit":"iisd-001464#insight-4","date_modified":"2026-10-23"},{"text":"There are three critical knowledge gaps in tracking public financial flows: unquantified investments by state-owned enterprises (SOEs), limited transparency in project-level finance delivered via intermediaries, and a lack of systematic country-level assessments of renewable energy subsidies.","ai_generated":true,"unit":"iisd-001464#insight-5","date_modified":"2026-10-23"},{"text":"Fossil fuel subsidies act as a barrier to the Paris Agreement by artificially lowering costs, which incentivizes higher consumption and emissions while distorting the market against clean energy technologies.","ai_generated":true,"unit":"iisd-001464#insight-6","date_modified":"2026-10-23"},{"text":"Consumer fossil fuel subsidies are often regressive, with the wealthiest groups receiving the most benefit; in a review of 32 countries, the top quintile of households benefited at least six times more than the bottom quintile.","ai_generated":true,"unit":"iisd-001464#insight-7","date_modified":"2026-10-23"},{"text":"Reform of fossil fuel subsidies can have significant climate impacts; for 32 countries, subsidy reform alone could reduce GHG emissions by 6% by 2030, and adding a 10% fossil energy tax with revenue recycling could increase this reduction to 11.8%.","ai_generated":true,"unit":"iisd-001464#insight-8","date_modified":"2026-10-23"},{"text":"Successful subsidy reform requires a three-pronged planning approach: 'getting the prices right' through automatic adjustment mechanisms, 'managing impacts' via social protection and just transition frameworks, and 'building support' through stakeholder consultation and transparent communication.","ai_generated":true,"unit":"iisd-001464#insight-9","date_modified":"2026-10-23"},{"text":"International accountability is hindered by the use of vague terms like 'inefficient' subsidies in agreements, which allows governments to circumvent reform commitments.","ai_generated":true,"unit":"iisd-001464#insight-10","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel subsidy","transition finance","Paris Agreement","just transition","greenhouse gas emissions","energy efficiency","renewable energy","climate finance","social protection"],"geography_discussed":["India","Indonesia","Egypt","European Union","Canada","People's Republic of China","Japan","United States","Spain","Brazil","Peru","Ghana","Morocco"],"frame_perspective":[],"analysis_type":["policy analysis","financial tracking","socioeconomic assessment"]},{"id":"iisd-002463","url":"https://climateinsightsdirectory.org/document/iisd-002463","title":"GLOBAL MARKET REPORT Banana prices and sustainability","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://www.iisd.org/system/files/2023-03/2023-global-market-report-banana.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the global banana industry, highlighting the role of VSSs like Fairtrade and Organic in improving producer prices and resilience. It details the sector's high vulnerability to climate-driven pests and diseases, such as Tropical Race 4, and the economic pressures caused by retail price wars and market concentration. The document argues for a shared responsibility model across the value chain to ensure living wages and sustainable production.","ai_generated":true,"unit":"iisd-002463#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Cavendish variety dominates the global market, accounting for nearly 100% of internationally traded fresh bananas, but its lack of genetic diversity makes it highly vulnerable to pests and diseases like Tropical Race 4 and Sigatoka fungi.","ai_generated":true,"unit":"iisd-002463#insight-1","date_modified":"2026-10-23"},{"text":"Transport and storage are the primary drivers of the banana's carbon footprint, representing approximately 65% of the total emissions.","ai_generated":true,"unit":"iisd-002463#insight-2","date_modified":"2026-10-23"},{"text":"Climate change is expected to reduce suitable banana-growing areas in the subtropics by over 1 million km2 by 2050, although 5 million km2 in other regions may become viable by 2070.","ai_generated":true,"unit":"iisd-002463#insight-3","date_modified":"2026-10-23"},{"text":"VSS-compliant bananas represented between 9% and 20% of total global production in 2019, depending on whether GLOBALG.A.P. is included in the assessment.","ai_generated":true,"unit":"iisd-002463#insight-4","date_modified":"2026-10-23"},{"text":"The banana value chain is characterized by an asymmetrical distribution of value, with retailers capturing about 40% of the final price, while the production stage captures around 20%.","ai_generated":true,"unit":"iisd-002463#insight-5","date_modified":"2026-10-23"},{"text":"VSSs, particularly Fairtrade and Organic, provide significantly higher prices for producers compared to conventional bananas; in 2021, VSS-compliant prices in major exporting countries may have been more than 60% higher than conventional prices.","ai_generated":true,"unit":"iisd-002463#insight-6","date_modified":"2026-10-23"},{"text":"Fairtrade International implemented a base wage for plantation workers in July 2021, aiming to ensure workers receive at least 70% of the take-home pay needed for a living income.","ai_generated":true,"unit":"iisd-002463#insight-7","date_modified":"2026-10-23"},{"text":"Market disruptions, including the COVID-19 pandemic and the Russia-Ukraine conflict, have caused significant price volatility and oversupply, particularly affecting Ecuadorian producers who rely on Russia as a major export destination.","ai_generated":true,"unit":"iisd-002463#insight-8","date_modified":"2026-10-23"},{"text":"Retailers in Europe and North America exert significant power over global pricing, with Aldi's annual fixed price contracts often serving as the market-making benchmark for the region.","ai_generated":true,"unit":"iisd-002463#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate change","carbon footprint","greenhouse gas","agroforestry","organic agriculture","biodiversity conservation","carbon sequestration","water management","climate resilience"],"geography_discussed":["Ecuador","Philippines","Costa Rica","Colombia","Dominican Republic","European Union","United States","People's Republic of China","India","Indonesia","Ivory Coast","Honduras","Russia","Ukraine","Guatemala","Cameroon"],"frame_perspective":[],"analysis_type":["market analysis","policy assessment","sustainability evaluation"]},{"id":"reclfin-000507","url":"https://climateinsightsdirectory.org/document/reclfin-000507","title":"SWISS FINANCE COMPLICIT IN FOSSIL FUEL EXPANSION","publisher":{"name":"Reclaim Finance","organization":"reclaim-finance"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://reclaimfinance.org/site/wp-content/uploads/2023/03/2023.03.28_Swiss-finance-complicit-in-fossil-fuel-expansion.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that five major Swiss financial institutions—UBS, Credit Suisse, Swiss Life AM, Zurich, and Pictet—continue to provide billions in financing and investments to companies expanding coal, oil, and gas production. Despite public net-zero pledges, the authors argue these institutions maintain weak policies with significant loopholes, engage in 'net-zero greenwashing,' and send mixed signals through inconsistent voting practices at shareholder meetings.","ai_generated":true,"unit":"reclfin-000507#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Swiss banks and asset managers lack policies that guarantee an end to financial services for coal expansion. Most rely on revenue-share thresholds (e.g., 20%) that allow them to continue supporting large coal developers like Glencore and the Adani Group.","ai_generated":true,"unit":"reclfin-000507#insight-1","date_modified":"2026-10-23"},{"text":"There is a critical lack of policies regarding oil and gas expansion among the investigated institutions. None of the five institutions require portfolio companies to decrease overall oil and gas production.","ai_generated":true,"unit":"reclfin-000507#insight-2","date_modified":"2026-10-23"},{"text":"As of September 2022, the five asset managers held at least US$22.2 billion in companies developing new fossil fuel projects, with UBS AM being the largest investor at US$11.4 billion.","ai_generated":true,"unit":"reclfin-000507#insight-3","date_modified":"2026-10-23"},{"text":"Swiss financial institutions continue to provide new debt to fossil fuel expanders through bond underwriting and purchases. Examples include UBS underwriting a US$150 million bond for KEPCO and several managers buying bonds from TotalEnergies in January 2022.","ai_generated":true,"unit":"reclfin-000507#insight-4","date_modified":"2026-10-23"},{"text":"Voting practices at annual general meetings (AGMs) are described as ad hoc and inconsistent, often validating the climate plans of oil and gas majors despite their misalignment with a 1.5°C pathway.","ai_generated":true,"unit":"reclfin-000507#insight-5","date_modified":"2026-10-23"},{"text":"Decarbonization targets set by UBS, Credit Suisse, and Pictet are criticized as insufficient. UBS AM's target only covers 20% of its total assets under management and uses an intensity metric that may not reflect real-world emission reductions.","ai_generated":true,"unit":"reclfin-000507#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Net-zero emissions","climate finance","Coal phase-out","fossil fuel industry","greenwashing","Paris Agreement"],"geography_discussed":["People's Republic of China","Turkey","Australia","South Africa","Indonesia","India","South Korea","Vietnam","Uganda","Tanzania","Africa"],"frame_perspective":[],"analysis_type":["policy evaluation","financial portfolio analysis","corporate governance analysis"]},{"id":"seforall-000134","url":"https://climateinsightsdirectory.org/document/seforall-000134","title":"Strategic Plan for ADVANCING ENERGY EFFICIENCY ACROSS DEMAND SECTORS BY 2030","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://www.seforall.org/system/files/2023-10/Energy_Efficiency_G-20_Plan.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Strategic Plan for Advancing Energy Efficiency Across Demand Sectors by 2030 outlines a framework for G20 countries to double the global annual rate of energy intensity improvement. It focuses on five pillars: buildings, industry, transport, financing, and behavioral change. The plan argues that energy efficiency is the 'first fuel' for the energy transition and proposes specific high-impact opportunities, such as rethinking building codes (RENEW), scaling motor efficiency for SMEs (SME²), and aggregating energy services (FAST). It emphasizes the need to triple annual energy efficiency investments to approximately USD 840 billion by 2030 and highlights the potential of the Indian 'Lifestyle for Environment' (LiFE) initiative to reduce global CO2 emissions by 2 billion tonnes by 2030.","ai_generated":true,"unit":"seforall-000134#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"To align with Net-Zero by mid-century and global climate objectives, the global annual rate of energy efficiency improvement must increase from the current trend to 4% per year, which is higher than the original SDG 7.3 target of 3.2%.","ai_generated":true,"unit":"seforall-000134#insight-1","date_modified":"2026-10-23"},{"text":"Energy efficiency is estimated to be capable of contributing 40% of the total emissions savings goal established by the Paris Agreement.","ai_generated":true,"unit":"seforall-000134#insight-2","date_modified":"2026-10-23"},{"text":"The buildings sector accounts for approximately 30% of global final energy consumption, with cooling being the fastest-growing end-use, currently representing 15% of electricity used in buildings worldwide.","ai_generated":true,"unit":"seforall-000134#insight-3","date_modified":"2026-10-23"},{"text":"In the industrial sector, the rate of energy intensity improvement slowed from nearly 2% per year during 2010-2015 to just under 1% during 2015-2020. The plan recommends that by 2030, 9 out of 10 new electric motors sold should be IE class 3 or above.","ai_generated":true,"unit":"seforall-000134#insight-4","date_modified":"2026-10-23"},{"text":"The transport sector remains heavily dependent on fossil fuels, with oil products providing about 91% of its final energy use. The plan targets an annual efficiency improvement of 4.5% for cars and two-and three-wheelers and 3% for heavy trucks by 2030.","ai_generated":true,"unit":"seforall-000134#insight-5","date_modified":"2026-10-23"},{"text":"Global annual energy efficiency investments must increase from an average of USD 300 billion per year to USD 840 billion between 2026 and 2030 to reach the 4% improvement rate. Including electrification, total efficiency-related investment needs could reach USD 1.6 trillion per year by 2030.","ai_generated":true,"unit":"seforall-000134#insight-6","date_modified":"2026-10-23"},{"text":"Behavioral and lifestyle changes could significantly reduce GHG emissions, with the IPCC estimating a potential 40-70% reduction by 2050. Specifically, the global adoption of the Indian 'Lifestyle for Environment' (LiFE) mindset could reduce CO2 emissions by over 2 billion tonnes by 2030.","ai_generated":true,"unit":"seforall-000134#insight-7","date_modified":"2026-10-23"},{"text":"The plan identifies a critical gap in energy consumption data across G20 countries, particularly for end-use data in buildings, industry, and transport, and recommends the creation of a focused Energy Consumptions Data Task Force.","ai_generated":true,"unit":"seforall-000134#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","climate finance","carbon neutrality","electric vehicle","cooling","Paris Agreement"],"geography_discussed":["India","Indonesia","People's Republic of China","United States","European Union","Japan","Brazil","Mexico","South Africa","Australia","United Kingdom","Germany","Canada","France","Italy","Argentina","Turkey","South Korea","Ireland","Shenzhen"],"frame_perspective":[],"analysis_type":["strategic plan","policy recommendations"]},{"id":"trendas-000126","url":"https://climateinsightsdirectory.org/document/trendas-000126","title":"Ambiguities versus Ambition: A Review of Indonesia’s Energy Transition Policy","publisher":{"name":"Trend Asia","organization":"trend-asia"},"document_type":"report","language":"en","date_published":"2023-03","source_url":"https://trendasia.org/wp-content/uploads/2023/03/EN_Ambiguities-versus-Ambition-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the contradictions between Indonesia's climate commitments and its energy planning, highlighting a significant oversupply of fossil fuel capacity and the risks of relying on 'false solutions' like biomass and ammonia co-firing.","ai_generated":true,"unit":"trendas-000126#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Indonesia's electricity grid is suffering from significant overcapacity. In 2021, 33% of the 58 GW of total installed fossil fuel capacity was in excess of what was needed to meet peak demand and maintain a 15% reserve margin, costing approximately IDR 16 trillion (USD 1.2 billion) annually in fixed operating and maintenance (FOM) costs.","ai_generated":true,"unit":"trendas-000126#insight-1","date_modified":"2026-10-23"},{"text":"There is a lack of alignment regarding Net Zero Emission (NZE) targets across Indonesian government entities. PLN and the Ministry of Energy and Mineral Resources (MEMR) set a target of 2060, the Ministry of Environment and Forestry (MoEF) set 2070, and Bappenas recommended 2045.","ai_generated":true,"unit":"trendas-000126#insight-2","date_modified":"2026-10-23"},{"text":"Despite a moratorium on new coal plants, the 2021-2030 RUPTL includes 40.6 GW of planned capacity, with 34% (13.8 GW) coming from coal and 14% (5.8 GW) from gas and diesel. Additionally, nearly 6 GW of new coal-fired power plants (CPPs) are 'shelved' for potential future use, primarily in Sumatra (2.59 GW) and Java (2.66 GW).","ai_generated":true,"unit":"trendas-000126#insight-3","date_modified":"2026-10-23"},{"text":"The report characterizes biomass co-firing as a 'false strategy' because the biomass portion is only 15%, meaning 95% of the fuel remains coal. PLN plans to implement this in 144 units with a capacity target of 18.3 GW by 2025, which the authors argue may be used to extend the life of aging coal plants.","ai_generated":true,"unit":"trendas-000126#insight-4","date_modified":"2026-10-23"},{"text":"Ammonia co-firing is identified as an unproven and potentially costly technology in Indonesia, largely driven by cooperation with Japan. PLN plans to implement it in 7 units with a total capacity target of 4 GW, but the authors warn it could divert funds from renewable energy.","ai_generated":true,"unit":"trendas-000126#insight-5","date_modified":"2026-10-23"},{"text":"Carbon Capture, Utilization and Storage (CCUS) is described as commercially unavailable and extremely expensive for power projects. A World Bank and PLN study indicated that CCUS could double the levelized cost of electricity (LCOE) and reduce a plant's generating capacity by 20% to 30% due to its energy-intensive nature.","ai_generated":true,"unit":"trendas-000126#insight-6","date_modified":"2026-10-23"},{"text":"Clean Coal Technology (CCT) is criticized as a 'myth' that does not guarantee the reduction of greenhouse gas emissions or air pollution, as plants using CCT still emit CO2, sulfur dioxide, nitrogen dioxide, and particulate matter.","ai_generated":true,"unit":"trendas-000126#insight-7","date_modified":"2026-10-23"},{"text":"The 'take-or-pay' (TOP) payment schemes between PLN and independent power producers (IPPs) create a heavy financial burden, as PLN must pay for capacity regardless of whether the power is dispatched. In 2021, PLN was estimated to pay approximately IDR 103 trillion to IPPs through this scheme.","ai_generated":true,"unit":"trendas-000126#insight-8","date_modified":"2026-10-23"}],"climate_tags":["coal-fired power station","renewable energy","carbon neutrality","energy transition","Cofiring","power purchase agreement","Just Energy Transition Partnership"],"geography_discussed":["Java","Sumatra","Sulawesi","Kalimantan","Maluku Islands","Papua","Lesser Sunda Islands","Japan"],"frame_perspective":[],"analysis_type":["policy review","technical assessment","financial analysis"]},{"id":"trendas-000134","url":"https://climateinsightsdirectory.org/document/trendas-000134","title":"Ambiguitas versus Ambisi: Tinjauan Kebijakan Transisi Energi Indonesia","publisher":{"name":"Trend Asia","organization":"trend-asia"},"document_type":"report","language":"id","date_published":"2023-03","source_url":"https://trendasia.org/wp-content/uploads/2023/03/ID_Ambiguitas-versus-Ambisi-2.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report highlights a significant gap between Indonesia's climate commitments and its energy policies, noting a severe oversupply of electricity primarily driven by coal. It argues that the RUPTL 2021-2030 continues to plan for fossil fuel capacity, which contradicts NZE targets. The document further critiques 'new' technologies like biomass and ammonia co-firing, CCUS, and Clean Coal Technology as 'false solutions' that risk extending the lifespan of coal plants rather than accelerating a transition to renewables.","ai_generated":true,"unit":"trendas-000134#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Indonesia has experienced a significant increase in fossil fuel capacity over the last five years, with over 12 GW added, increasing operating coal plants by 30%, while renewable energy additions lagged at only 1.6 GW.","ai_generated":true,"unit":"trendas-000134#insight-1","date_modified":"2026-10-23"},{"text":"As of 2021, Indonesia's power grid suffered from substantial oversupply, with approximately 33% of the 58 GW total installed fossil fuel capacity exceeding demand, resulting in fixed operation and maintenance (FOM) costs of about Rp16 trillion (USD 1.2 billion).","ai_generated":true,"unit":"trendas-000134#insight-2","date_modified":"2026-10-23"},{"text":"There is a lack of alignment regarding Net Zero Emission (NZE) targets across Indonesian government entities: PLN and the Ministry of Energy and Mineral Resources (ESDM) target 2060, the Ministry of Environment and Forestry (KLHK) targets 2070, and Bappenas targets 2045.","ai_generated":true,"unit":"trendas-000134#insight-3","date_modified":"2026-10-23"},{"text":"The RUPTL 2021-2030 is criticized for being inconsistent with NZE goals, as 50% (19.6 GW) of the 40.6 GW planned for commercialization between 2021 and 2030 relies on fossil fuels, including 13.8 GW from coal.","ai_generated":true,"unit":"trendas-000134#insight-4","date_modified":"2026-10-23"},{"text":"Biomass co-firing is viewed as a 'false solution' because the biomass portion is only 15%, leaving 95% of the fuel as coal, which may serve as a justification to extend the operational life of old coal plants.","ai_generated":true,"unit":"trendas-000134#insight-5","date_modified":"2026-10-23"},{"text":"Carbon Capture, Usage and Storage (CCUS) and ammonia co-firing are deemed economically unviable and technically unproven in Indonesia, with CCUS potentially reducing plant capacity by 20% to 30% due to high energy consumption.","ai_generated":true,"unit":"trendas-000134#insight-6","date_modified":"2026-10-23"},{"text":"Clean Coal Technology (CCT) is described as a myth that does not guarantee the reduction of greenhouse gas emissions or air pollution, as plants still emit CO2, sulfur dioxide, nitrogen dioxide, and particulate matter.","ai_generated":true,"unit":"trendas-000134#insight-7","date_modified":"2026-10-23"}],"climate_tags":["energy transition","carbon neutrality","coal-fired power station","renewable energy","Cofiring","Just Energy Transition Partnership","greenhouse gas emissions"],"geography_discussed":["Java-Bali","Sulawesi","Sumatra","Kalimantan","Maluku-Papua-Nusa Tenggara","Japan"],"frame_perspective":[],"analysis_type":["policy review","technical assessment"]},{"id":"climcent-000104","url":"https://climateinsightsdirectory.org/document/climcent-000104","title":"El Niño and La Niña: Local and global effects","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"fact sheet","language":"en","date_published":"2023-02-08","source_url":"https://www.climatecentral.org/climate-matters/local-and-global-effects-of-el-nino-and-la-nina-2023","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document describes the El Niño-Southern Oscillation (ENSO) as a natural climate pattern consisting of warm (El Niño), cold (La Niña), and neutral phases driven by sea surface temperatures and pressures in the tropical Pacific. It details how these phases disrupt atmospheric circulation, affecting global precipitation and temperature. Specifically, La Niña is associated with wetter conditions in Australia and Indonesia and warmer, drier winters in the southern U.S., while El Niño is linked to drought in Australia and Indonesia and cooler, wetter winters in the southern U.S. The text emphasizes that while ENSO can nudge global temperatures, it does not mask the long-term warming trend caused by carbon pollution; for instance, 2022 remained the sixth hottest year on record despite a persistent La Niña. Historical data from the 2015-2016 El Niño event highlights severe consequences, including forest fires in Indonesia, flooding in Peru, and an estimated 60 million people impacted by extremes across Africa, Latin America, the Caribbean, and the Asia-Pacific region.","ai_generated":true,"unit":"climcent-000104#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The El Niño-Southern Oscillation (ENSO) consists of three phases: Neutral, El Niño (warm), and La Niña (cold), which occur every two to seven years based on sea surface temperatures and surface pressures in the tropical Pacific.","ai_generated":true,"unit":"climcent-000104#insight-1","date_modified":"2026-10-23"},{"text":"ENSO phases significantly alter global weather; La Niña typically brings wet conditions and flooding risks to Australia and Indonesia, whereas El Niño brings drought- and wildfire-prone conditions to those same regions.","ai_generated":true,"unit":"climcent-000104#insight-2","date_modified":"2026-10-23"},{"text":"In the United States, La Niña is associated with warm and dry winters in the south and wetter, cooler conditions in Alaska and the Pacific Northwest, while El Niño typically brings cool and wet winters to the southern U.S. and mild winters to Northwest Canada and Alaska.","ai_generated":true,"unit":"climcent-000104#insight-3","date_modified":"2026-10-23"},{"text":"La Niña generally increases hurricane activity in the Atlantic by reducing wind shear, while El Niño has the opposite effect.","ai_generated":true,"unit":"climcent-000104#insight-4","date_modified":"2026-10-23"},{"text":"Short-term cooling from La Niña has not offset human-caused global warming; 2022 was the planet's sixth hottest year despite being the third consecutive La Niña winter.","ai_generated":true,"unit":"climcent-000104#insight-5","date_modified":"2026-10-23"},{"text":"The 2015-2016 El Niño event caused widespread forest fires in Indonesia and catastrophic flooding in Peru, with the World Health Organization estimating that 60 million people across the Asia-Pacific, Africa, Latin America, and the Caribbean were affected by rainfall and heat extremes.","ai_generated":true,"unit":"climcent-000104#insight-6","date_modified":"2026-10-23"},{"text":"Analysis of data since 1950 indicates that ENSO has a delayed effect on annual global mean temperatures, with the average ENSO value from September through August showing the closest relationship to the January-December temperature.","ai_generated":true,"unit":"climcent-000104#insight-7","date_modified":"2026-10-23"}],"climate_tags":["La Niña","carbon dioxide emissions","hurricane","drought","flood","wildfire","food insecurity","public health"],"geography_discussed":["United States","Australia","Indonesia","Peru","Alaska","Canada","Asia","Europe","Africa","Latin America","Caribbean"],"frame_perspective":[],"analysis_type":["fact sheet"]},{"id":"cmw-000891","url":"https://climateinsightsdirectory.org/document/cmw-000891","title":"Analysis of Voluntary Carbon Market Stakeholders and Intermediaries","publisher":{"name":"Carbon Market Watch","organization":"carbon-market-watch"},"document_type":"report","language":"en","date_published":"2023-02-01","source_url":"https://carbonmarketwatch.org/wp-content/uploads/2023/02/Stakeholder-Analysis-for-the-Voluntary-Carbon-Market.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the voluntary carbon market (VCM), focusing on the opaque role of intermediaries and the lifecycle of carbon credits from creation to retirement. It identifies a lack of transparency in transaction data and pricing, noting that while project creation and end-user claims are somewhat documented, the movements of credits between issuance and retirement remain largely hidden. The analysis details the costs associated with different project types—renewable energy, household devices, and forestry—and the various fees charged by registries and intermediaries. It concludes with recommendations for registries and corporations to increase disclosure of account holders and retirement details to improve market trust.","ai_generated":true,"unit":"cmw-000891#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The voluntary carbon market (VCM) has experienced significant growth, with the number of retired credits increasing from 50 million in 2017 to 200 million in 2021.","ai_generated":true,"unit":"cmw-000891#insight-1","date_modified":"2026-10-23"},{"text":"The VCM is dominated by specific project sectors and registries; Verra (VCS) holds a majority market share of retirements at 66%, and renewable energy projects have accounted for 40% to 60% of annual retirements since 2009.","ai_generated":true,"unit":"cmw-000891#insight-2","date_modified":"2026-10-23"},{"text":"There is a critical lack of transparency regarding the movement of credits between issuance and retirement, with approximately 40% of all credits ever retired in the VCM being completely anonymous.","ai_generated":true,"unit":"cmw-000891#insight-3","date_modified":"2026-10-23"},{"text":"Intermediaries employ diverse deal structures and pricing models, with some retail resellers charging markups that can reach nearly triple the wholesale price for renewable energy credits.","ai_generated":true,"unit":"cmw-000891#insight-4","date_modified":"2026-10-23"},{"text":"The number of Sustainable Development Goals (SDGs) a project claims to contribute to significantly influences its price; projects with five or more SDGs command a 19% higher price than those with none or one.","ai_generated":true,"unit":"cmw-000891#insight-5","date_modified":"2026-10-23"},{"text":"Registry fees vary by provider, with combined issuance and registration costs for a project targeting 100,000 units per year ranging from $13,100 (VCS) to $31,900 (GS).","ai_generated":true,"unit":"cmw-000891#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon offset","carbon credit","renewable energy","forestry","land use","carbon price","Sustainable Development Goals","blockchain"],"geography_discussed":["India","People's Republic of China","United States","Brazil","Turkey","Zimbabwe","Australia","United Kingdom","Indonesia"],"frame_perspective":[],"analysis_type":["stakeholder analysis","market analysis","financial analysis"]},{"id":"cmw-000629","url":"https://climateinsightsdirectory.org/document/cmw-000629","title":"Corporate Climate Responsibility Monitor 2023","publisher":{"name":"Carbon Market Watch","organization":"carbon-market-watch"},"document_type":"report","language":"en","date_published":"2023-02","source_url":"https://carbonmarketwatch.org/wp-content/uploads/2023/02/CorporateClimateResponsibilityMonitor2023.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The 2023 Corporate Climate Responsibility Monitor evaluates 24 multinational companies, finding that 15 of them have climate strategies of low or very low integrity. Key issues include ambiguous net-zero pledges, insufficient 2030 targets that fall short of 1.5°C pathways, and a heavy reliance on non-permanent biological carbon offsets. While emission disclosure transparency is moderate, the report highlights a critical '2030 blind spot' where corporate commitments do not match the required global reductions of 43-48% by 2030. The authors advocate for a shift from offsetting to a 'climate contribution' approach and call for tighter regulatory oversight to ensure corporate accountability.","ai_generated":true,"unit":"cmw-000629#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The majority of the assessed companies' climate strategies lack integrity, with 15 out of 24 companies rated as having low or very low integrity.","ai_generated":true,"unit":"cmw-000629#insight-1","date_modified":"2026-10-23"},{"text":"Corporate emission reduction commitments for 2030 are significantly insufficient; the median absolute reduction commitment is only 15% of full value chain emissions, rising to 21% if intensity targets are interpreted optimistically, compared to the 43-48% required for a 1.5°C pathway.","ai_generated":true,"unit":"cmw-000629#insight-2","date_modified":"2026-10-23"},{"text":"Most net-zero pledges are ambiguous or fail to commit to deep decarbonisation; only five companies (H&M Group, Holcim, Stellantis, Maersk, and Thyssenkrupp) commit to reducing emissions by at least approximately 90% by their target years.","ai_generated":true,"unit":"cmw-000629#insight-3","date_modified":"2026-10-23"},{"text":"Third-party certifications, specifically from the Science Based Targets initiative (SBTi), often lend credibility to targets that are scientifically insufficient or misleading.","ai_generated":true,"unit":"cmw-000629#insight-4","date_modified":"2026-10-23"},{"text":"Carbon neutrality claims are largely misleading, covering only a small fraction of total emissions; on average, these claims cover just 3% of a company's emission footprint.","ai_generated":true,"unit":"cmw-000629#insight-5","date_modified":"2026-10-23"},{"text":"There is an excessive and unsustainable reliance on forestry and land-use offsets, which are fundamentally flawed due to the non-permanence of biological carbon sinks.","ai_generated":true,"unit":"cmw-000629#insight-6","date_modified":"2026-10-23"},{"text":"The practice of 'insetting' is identified as a contentious and potentially illegitimate approach that can lead to double counting and low-credibility offsetting claims.","ai_generated":true,"unit":"cmw-000629#insight-7","date_modified":"2026-10-23"},{"text":"Many companies rely on Renewable Electricity Certificates (RECs) to claim renewable energy use, which the report argues are unlikely to result in additional renewable energy capacity.","ai_generated":true,"unit":"cmw-000629#insight-8","date_modified":"2026-10-23"},{"text":"While most companies disclose emissions with moderate transparency, a minority still use misleading practices, such as excluding major emission sources or underreporting life-cycle emissions.","ai_generated":true,"unit":"cmw-000629#insight-9","date_modified":"2026-10-23"},{"text":"The report identifies a need to transition from offsetting to a 'climate contribution' approach, where companies provide financial support for mitigation without claiming to neutralise their own emissions.","ai_generated":true,"unit":"cmw-000629#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon neutrality","greenhouse gas emissions","Scope 2","Scope 3","carbon offset","carbon dioxide removal","nature-based solutions","renewable electricity","power purchase agreement","1.5 degree Celsius climate target","bioenergy","carbon capture and storage"],"geography_discussed":["European Union","United States","Germany","Netherlands","South Korea","Brazil","People's Republic of China","Japan","Mexico","Indonesia","Honduras","Colombia","Kenya"],"frame_perspective":[],"analysis_type":["integrity assessment","transparency evaluation","comparative analysis"]},{"id":"gclifun-005247","url":"https://climateinsightsdirectory.org/document/gclifun-005247","title":"GENDER EQUALITY AND SOCIAL INCLUSION PLAN","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2023-02","source_url":"https://www.greenclimate.fund/sites/default/files/document/fp223-gap-combined.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"Project GAIA establishes a framework to integrate gender equality and social inclusion into its investment cycle, requiring all approved projects to develop specific GESI Action Plans. The plan focuses on five pillars: governance, leadership, employment, capacity building, and consumption (access to basic services). It sets platform-level targets, such as achieving 30% women in governance by year one, and project-level requirements, including mandatory gender assessments and the use of sex-disaggregated data in impact reporting. The framework also incorporates safeguarding measures against sexual exploitation, abuse, and harassment (SEAH) and gender-based violence (GBVH).","ai_generated":true,"unit":"gclifun-005247#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Project GAIA aims to promote gender balance within its own governing bodies, targeting a minimum of 30% women in governance positions by the first year.","ai_generated":true,"unit":"gclifun-005247#insight-1","date_modified":"2026-10-23"},{"text":"All investment projects undergoing diligence must provide detailed Gender Assessments, and 100% of approved projects are required to submit Gender Action Plans containing baseline information and time-bound goals.","ai_generated":true,"unit":"gclifun-005247#insight-2","date_modified":"2026-10-23"},{"text":"The platform defines 'progress targets' for priority outcomes as achieving a minimum improvement of at least 10% above the baseline within a reasonable timeframe, typically not exceeding five years.","ai_generated":true,"unit":"gclifun-005247#insight-3","date_modified":"2026-10-23"},{"text":"Project GAIA mandates the use of sex-disaggregated data in annual impact reports, specifically distinguishing between absolute numbers and comparative percentages, such as women's share of the workforce.","ai_generated":true,"unit":"gclifun-005247#insight-4","date_modified":"2026-10-23"},{"text":"The GESI framework requires all approved projects to implement safeguarding measures to protect women and vulnerable groups from sexual exploitation, sexual abuse, sexual harassment (SEAH), and gender-based violence (GBVH).","ai_generated":true,"unit":"gclifun-005247#insight-5","date_modified":"2026-10-23"},{"text":"The plan identifies specific project-level co-benefits related to 'consumption' or access, requiring 100% of relevant projects to improve local community access to clean air, renewable energy, clean water, and nutritious food.","ai_generated":true,"unit":"gclifun-005247#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate change mitigation","Blended Finance","gender equality","social inclusion","renewable energy","energy efficiency","food security","air quality"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy framework","gender action plan"]},{"id":"trendas-000075","url":"https://climateinsightsdirectory.org/document/trendas-000075","title":"Kertas Posisi Dalam Rangka Pemilihan Umum Presiden dan Wakil Presiden 2024-2029, Khususnya Menyikapi Debat Kandidat Soal Lingkungan Sikap Organisasi Masyarakat Sipil Terhadap Kebijakan Bioenergi di Indonesia","publisher":{"name":"Trend Asia","organization":"trend-asia"},"document_type":"policy brief","language":"id","date_published":"2023-01-21","source_url":"https://trendasia.org/wp-content/uploads/2024/01/Kertas-Posisi-Sikap-Organisasi-Masyarakat-Sipil-Terhadap-Kebijakan-Bioenergi-di-Indonesia-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Civil society organizations Traction Energy Asia, Trend Asia, and Forest Watch Indonesia (FWI) warn that current bioenergy policies in Indonesia, specifically biofuel and biomass co-firing, drive deforestation and increase carbon emissions. They report that 13 Energy Plantation Forest (HTE) companies caused 55,000 hectares of deforestation between 2017-2021, with projections suggesting up to 4.65 million hectares of natural forest could be lost if current co-firing governance persists across 52 power plants. The document recommends freezing biodiesel blends at 35%, halting new permits, and diversifying feedstocks to include used cooking oil (UCO). It also calls for a comprehensive evaluation of the social and environmental impacts of co-firing, noting that burning 1 million tons of biomass in 43 power plants in 2023 resulted in 1.7 million tons of carbon emissions. The brief includes responses from the national campaign teams of the 2024 candidates regarding their visions for energy transition and forest protection.","ai_generated":true,"unit":"trendas-000075#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bioenergy development, particularly biomass and biofuels from palm oil and forestry products, increases land demand and threatens Indonesian forests. Forest Watch Indonesia (FWI) reports that 13 Energy Plantation Forest (HTE) companies caused 55,000 hectares of deforestation between 2017 and 2021.","ai_generated":true,"unit":"trendas-000075#insight-1","date_modified":"2026-10-23"},{"text":"If the current governance of biomass co-firing is maintained across 52 power plants (PLTU), it is projected that 4.65 million hectares of Indonesia's natural forests will be lost.","ai_generated":true,"unit":"trendas-000075#insight-2","date_modified":"2026-10-23"},{"text":"The practice of co-firing in power plants is found to increase carbon emissions and may extend the operational life of aging power plants. In 2023, burning 1 million tons of biomass across 43 PLTUs produced 1.7 million tons of carbon emissions.","ai_generated":true,"unit":"trendas-000075#insight-3","date_modified":"2026-10-23"},{"text":"The reliance on palm oil for biodiesel creates competition with food production, such as cooking oil, which triggers further deforestation to expand land. In 2022, palm oil consumption for food was projected at 9.6 million tons, while biodiesel consumption was nearly as high at 8.8 million tons.","ai_generated":true,"unit":"trendas-000075#insight-4","date_modified":"2026-10-23"},{"text":"Civil society organizations recommend freezing the biodiesel blend at 35%, stopping new permits, and developing alternative feedstocks such as used cooking oil (UCO), which has a production potential in Indonesia of which only 20% (800,000 tons per year) is currently exported.","ai_generated":true,"unit":"trendas-000075#insight-5","date_modified":"2026-10-23"},{"text":"Indonesia possesses a low-carbon clean energy potential of approximately 3,600 gigawatts, yet only 0.3% (12.6 gigawatts) from sources like water, bioenergy, solar, wind, ocean currents, and geothermal is currently utilized.","ai_generated":true,"unit":"trendas-000075#insight-6","date_modified":"2026-10-23"}],"climate_tags":["bioenergy","biofuel","biomass","Cofiring","deforestation","energy transition","carbon dioxide emissions","renewable energy","geothermal energy","solar energy","wind energy","greenhouse gas emissions"],"geography_discussed":["Jakarta"],"frame_perspective":[],"analysis_type":["policy assessment","environmental impact analysis"]},{"id":"rmi-000505","url":"https://climateinsightsdirectory.org/document/rmi-000505","title":"Financing 1.5°C: Six Trends to Watch in 2023","publisher":{"name":"RMI","organization":"rmi"},"document_type":"briefing","language":"en","date_published":"2023-01-19","source_url":"https://rmi.org/resources/financing-1-5c-six-trends-to-watch-in-2023/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The briefing outlines six trends for financial institutions in 2023: the rise of short-term transition plans, political backlash against ESG investing, the growth of renewables over plateauing fossil fuels, the need for climate upskilling of employees, increased regulatory scrutiny on greenwashing, and the shift toward using transition-relevant data for portfolio steering.","ai_generated":true,"unit":"rmi-000505#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Financial institutions are shifting from long-term to short-term target setting, with 26 of the 30 largest banks in Europe, Canada, and the United States having published 2030 emissions reductions targets. Transition plans, defined by GFANZ as a \"set of goals, actions, and accountability mechanisms to align an organization’s business activities with a pathway to net-zero,\" are expected to become the baseline for credible reporting in 2023.","ai_generated":true,"unit":"rmi-000505#insight-1","date_modified":"2026-10-23"},{"text":"Despite a political backlash in the United States where Republican lawmakers have threatened penalties for firms incorporating ESG factors, investors increasingly view climate change as having \"material financial implications.\"","ai_generated":true,"unit":"rmi-000505#insight-2","date_modified":"2026-10-23"},{"text":"Investment in renewable energy is accelerating as fossil fuel demand plateaus, evidenced by an estimated $226 billion deployed into new renewable energy in the first half of 2022. Specific examples include Indonesia's $20 billion commitment to transition to renewables and H2 Green Steel's €260 million in equity financing for a large-scale green steel plant.","ai_generated":true,"unit":"rmi-000505#insight-3","date_modified":"2026-10-23"},{"text":"Financial institutions are moving beyond hiring external experts to upskilling existing front-office staff. For instance, NatWest entered a £1.5 million, three-year agreement with the University of Edinburgh in April 2022 to provide climate education to 16,000 employees.","ai_generated":true,"unit":"rmi-000505#insight-4","date_modified":"2026-10-23"},{"text":"Regulatory pressure on greenwashing is increasing. The US SEC sued BNY Mellon for $1.5 million over fund-labeling issues, and the SEC is expected to finalize a climate disclosure ruling in 2023. Additionally, the UK's Financial Conduct Authority has proposed sustainability labels and restrictions on terms like \"green\" or \"sustainable,\" with final rules expected by mid-2023.","ai_generated":true,"unit":"rmi-000505#insight-5","date_modified":"2026-10-23"},{"text":"Financial institutions are transitioning from using backward-looking financed emissions baselines to \"transition-relevant data\" to steer portfolios. The Sustainable STEEL Principles (SSP) provide a methodology for banks to assess the climate alignment of steel producers; a similar aviation climate-aligned finance agreement is expected in 2023.","ai_generated":true,"unit":"rmi-000505#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate finance","energy transition","environmental, social and corporate governance","renewable energy","fossil fuel","Green steel","greenwashing","Hard to abate sectors","iron and steel industry","aviation"],"geography_discussed":["United States","Canada","Europe","Indonesia","United Kingdom"],"frame_perspective":[],"analysis_type":["trend analysis"]},{"id":"ruralele-000028","url":"https://climateinsightsdirectory.org/document/ruralele-000028","title":"Turbulent Hydro – Vortex Energy Systems for an Ecological School (Indonesia)","publisher":{"name":"Alliance for Renewable Electrification","organization":"alliance-for-renewable-electrification"},"document_type":"case study","language":"en","date_published":"2023-01-19","source_url":"https://renewelec.org/case-study/turbulent-hydro-vortex-energy-systems-ecological-school-indonesia/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document details the installation of a 15 kWp vortex turbine at the Green School in Bali to replace an unstable national grid. The system provides continuous electricity for 500 students and four houses, reducing electricity costs by 60-80% and avoiding 62 tonnes of CO2e emissions.","ai_generated":true,"unit":"ruralele-000028#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The installation of a 15 kWp vortex hydropower system at the Green School in Bali provided reliable electricity for 500 students and four houses, enabling the school to produce more electricity than it consumes and share the surplus with the surrounding community.","ai_generated":true,"unit":"ruralele-000028#insight-1","date_modified":"2026-10-23"},{"text":"The project resulted in a 60-80% reduction in electricity costs, attributed to improved grid quality and reliability, and avoided 62 tonnes of CO2e emissions.","ai_generated":true,"unit":"ruralele-000028#insight-2","date_modified":"2026-10-23"},{"text":"Turbulent's vortex turbine technology is designed for low-head rivers and canals, requiring minimal civil works and no dams, which allows for continuous 24/7/365 electricity without the need for storage or diesel backup.","ai_generated":true,"unit":"ruralele-000028#insight-3","date_modified":"2026-10-23"}],"climate_tags":["hydropower","Mini-grids","renewable energy","carbon dioxide emissions","climate finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["case study"]}]}