{"query_echo":{"q":"","filters":{"analysis_type":["quantitative scenario analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'quantitative scenario analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":2,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=quantitative+scenario+analysis","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":"climstra-000151","url":"https://climateinsightsdirectory.org/document/climstra-000151","title":"Coal transition in China","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"report","language":"en","date_published":"2018","source_url":"https://climatestrategies.org/wp-content/uploads/2019/08/Coaltransitions_finalreport_China_2018.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes two pathways for China's coal transition: a PEAK-2030 scenario aligned with its INDC and a more ambitious PEAK-2025 scenario. It argues that an early peak is possible through stringent policies in the power, industry, and building sectors, while emphasizing the need to manage socio-economic risks such as stranded assets in the electricity sector and job losses in coal-producing regions. The analysis highlights significant co-benefits for air quality and public health, as well as the potential for reducing methane emissions from coal mining.","ai_generated":true,"unit":"climstra-000151#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"China could achieve an early peak of CO2 emissions in 2025 at a level of 10.2 Gt, subsequently dropping to 9.93 Gt by 2030, which is 0.4 Gt lower than the PEAK-2030 scenario.","ai_generated":true,"unit":"climstra-000151#insight-1","date_modified":"2026-10-23"},{"text":"Under the PEAK-2025 scenario, coal-fired electricity generation would decline sharply to 422.1 TWh by 2050, with non-fossil energy carriers providing approximately 90% of total electricity generation by that time.","ai_generated":true,"unit":"climstra-000151#insight-2","date_modified":"2026-10-23"},{"text":"The electricity sector faces a high risk of stranded assets; the report suggests the government should immediately stop building new coal power plants and consider an auction mechanism or a strategic reserve (similar to Germany) to manage these assets.","ai_generated":true,"unit":"climstra-000151#insight-3","date_modified":"2026-10-23"},{"text":"Phasing out coal provides significant health and environmental co-benefits, as coal combustion was responsible for 91.18% of total SO2, 68.56% of NOx, and 52.74% of primary PM2.5 emissions in 2012.","ai_generated":true,"unit":"climstra-000151#insight-4","date_modified":"2026-10-23"},{"text":"A transition to the PEAK-2025 scenario would result in marked reductions in fugitive methane (CH4) emissions from coal mining, with a reduction of 100.9 MtCO2e by 2050 compared to the PEAK-2030 scenario.","ai_generated":true,"unit":"climstra-000151#insight-5","date_modified":"2026-10-23"},{"text":"The transition poses social risks for coal-producing regions and low-education workers; the report recommends labor policies for reemployment and central government transition funds to prevent demographic decline.","ai_generated":true,"unit":"climstra-000151#insight-6","date_modified":"2026-10-23"},{"text":"Decarbonizing the building sector requires a combination of controlling floor area, improving energy efficiency, and shifting the energy mix, which could reduce the share of coal in final energy consumption from 43% in 2010 to 13% in 2050.","ai_generated":true,"unit":"climstra-000151#insight-7","date_modified":"2026-10-23"}],"climate_tags":["Coal phase-out","carbon dioxide emissions","energy transition","carbon capture and utilization","stranded asset","methane emissions","air quality","energy efficiency","energy poverty","Industrial decarbonization","energy efficient building"],"geography_discussed":["Jing-Jin-Ji","Yangtze Delta","Germany","France"],"frame_perspective":[],"analysis_type":["quantitative scenario analysis","policy assessment"]},{"id":"climstra-000407","url":"https://climateinsightsdirectory.org/document/climstra-000407","title":"WOULD PREFERENTIAL ACCESS TO THE EU ETS BE SUFFICIENT TO OVERCOME CURRENT BARRIERS TO CDM PROJECTS IN LDCs?","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"research paper","language":"en","date_published":"2009-03-30","source_url":"https://climatestrategies.org/wp-content/uploads/2014/11/preferential-access-and-cdm-in-ldcs.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper examines the marginal role of Least Developed Countries (LDCs) in the Clean Development Mechanism (CDM) and evaluates whether preferential access to the EU ETS can increase their participation. It finds that such access is insufficient unless underlying barriers—including limited institutional capacity, lack of financing, and high transaction costs—are addressed. The authors use supply-demand scenarios for 2013-2020 and a comparison with the Lomé Conventions in agricultural trade to argue that financial incentives for high-value projects and reduced access costs are more critical than market access alone.","ai_generated":true,"unit":"climstra-000407#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"LDCs are severely underrepresented in the CDM; as of January 2009, they hosted only 41 projects in the pipeline (0.94% of the total), with only 10 registered, and are expected to generate approximately 1% of all Certified Emission Reductions (CERs) projected until 2012.","ai_generated":true,"unit":"climstra-000407#insight-1","date_modified":"2026-10-23"},{"text":"The EU climate and energy package for 2013-2020 provides limited preferential access for LDCs and Small Island Developing States (SIDSs), including a specific demand for approximately 80 million credits, but the authors conclude this is insufficient to boost CDM development if implementation barriers remain.","ai_generated":true,"unit":"climstra-000407#insight-2","date_modified":"2026-10-23"},{"text":"Major barriers to CDM implementation in LDCs include limited institutional and technical capacity, lack of domestic financing, unattractive investment climates for foreign investors, and the small scale of potential projects which increases transaction costs and risks.","ai_generated":true,"unit":"climstra-000407#insight-3","date_modified":"2026-10-23"},{"text":"Quantitative projections for 2013-2020 suggest that CER supply will likely not meet global demand under most scenarios, and LDCs will remain unimportant in the market even with preferential access policies.","ai_generated":true,"unit":"climstra-000407#insight-4","date_modified":"2026-10-23"},{"text":"A comparison with the Lomé Conventions in agricultural trade indicates that preferential market access fails if it does not address underlying causes of lack of competitiveness and if access costs remain high.","ai_generated":true,"unit":"climstra-000407#insight-5","date_modified":"2026-10-23"},{"text":"The case of Honduras demonstrates that local entrepreneurship and leadership, combined with external aid for institutional setup, can lead to CDM success even in small, poor countries with unstable political regimes.","ai_generated":true,"unit":"climstra-000407#insight-6","date_modified":"2026-10-23"}],"climate_tags":["clean development mechanism","European Union Emission Trading Scheme 1","climate finance","capacity building","sustainable development","renewable energy","energy efficiency"],"geography_discussed":["sub-Saharan Africa","Honduras","Bangladesh","Cambodia","Laos","Nepal","Yemen","Maldives","Myanmar","Haiti"],"frame_perspective":[],"analysis_type":["quantitative scenario analysis","comparative policy analysis","case study"]}]}