{"query_echo":{"q":"","filters":{"analysis_type":["prospective analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'prospective analysis' 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=prospective+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":"issafri-000021","url":"https://climateinsightsdirectory.org/document/issafri-000021","title":"L’avenir des États du Sud global","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"fr","date_published":"2025-09-26","source_url":"https://futures.issafrica.org/export/sites/afi/reports/pdfs/AFI-Thematic-Futures-State-Futures-in-the-Global-South_FR.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the evolution of state governance in the Global South, utilizing World Bank governance indicators and four global scenarios (Growth, Sustainable, Divided, and War) to project potential outcomes. It highlights a critical gap between political participation and institutional performance, particularly in Sub-Saharan Africa and Latin America, and warns of the systemic risks posed by rising debt, digital divides, and climate vulnerability. The analysis suggests that future state legitimacy will shift from procedural norms toward tangible performance and hybrid governance models that integrate traditional and non-state authorities.","ai_generated":true,"unit":"issafri-000021#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant disconnect between political participation and governance capacity in low-income regions like Sub-Saharan Africa and Latin America, where high scores in 'voice and accountability' have not translated into improved government effectiveness or regulatory quality, a phenomenon termed 'premature democratization'.","ai_generated":true,"unit":"issafri-000021#insight-1","date_modified":"2026-10-23"},{"text":"Global public debt reached a record 97 trillion USD in 2023, with developing countries seeing borrowing increase twice as fast as developed economies since 2010; over 40% of the global population lives in countries where interest payments exceed investments in health or education.","ai_generated":true,"unit":"issafri-000021#insight-2","date_modified":"2026-10-23"},{"text":"The report identifies a shift toward 'performative states' where legitimacy is increasingly based on tangible results—such as infrastructure and service delivery—rather than democratic procedures or institutional forms.","ai_generated":true,"unit":"issafri-000021#insight-3","date_modified":"2026-10-23"},{"text":"Digital governance in the Global South is characterized by a paradox of external dependence on foreign platforms and internal state repression, evidenced by a record 296 internet shutdowns across 54 countries in 2024.","ai_generated":true,"unit":"issafri-000021#insight-4","date_modified":"2026-10-23"},{"text":"State authority in the Global South is becoming increasingly hybrid, with power shared between formal governments, traditional authorities, religious institutions, and non-state armed actors, particularly in rural or fragile environments.","ai_generated":true,"unit":"issafri-000021#insight-5","date_modified":"2026-10-23"},{"text":"The report projects four distinct state archetypes based on global conditions: the 'Negotiator' (prioritizing growth and investor interests), the 'System Builder' (focusing on resilience and inclusive reform), the 'Fractured State' (unstable and fragmented), and the 'Collapsed State' (relying on coercion and chaos).","ai_generated":true,"unit":"issafri-000021#insight-6","date_modified":"2026-10-23"},{"text":"Climate change acts as a systemic stressor for the Global South, creating a dilemma between the need for an equitable energy transition and the economic reliance on fossil fuels for employment and industrial growth in countries like India, Indonesia, and Nigeria.","ai_generated":true,"unit":"issafri-000021#insight-7","date_modified":"2026-10-23"},{"text":"Demographic trends present a potential 'demographic dividend' for Sub-Saharan Africa, but this requires robust governance in education and health to avoid becoming a 'demographic burden' that fuels instability.","ai_generated":true,"unit":"issafri-000021#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change","energy transition","climate finance","environmental governance","green industrial policy","biodiversity loss","renewable energy","fossil fuel","climate change vulnerability","Sustainable Development Goals","urbanization","critical minerals"],"geography_discussed":["sub-Saharan Africa","Middle East and North Africa","Latin America and the Caribbean","Central Asia","South Asia","Southeast Asia","East Asia","People's Republic of China","India","Nigeria","Indonesia","Rwanda"],"frame_perspective":[],"analysis_type":["prospective analysis","scenario planning","quantitative analysis","comparative analysis"]},{"id":"sei-002198","url":"https://climateinsightsdirectory.org/document/sei-002198","title":"LONG-TERM ENERGY PLANNING","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2025-04-22","source_url":"https://leap.sei.org/documents/Chile_PELP_2023-2027_EN.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The PELP 2023-2027 establishes three development scenarios—Slow Recovery, Carbon Neutrality, and Accelerated Transition—to project Chile's energy needs and supply through 2060. The plan emphasizes the expansion of wind and solar photovoltaic generation, the integration of energy storage, and the phased retirement of coal-fired power plants. A key innovation is the introduction of Electric Generation Development Poles (PDGE) in the provinces of Antofagasta and Tocopilla to optimize transmission and promote renewable energy. The report also analyzes the role of green hydrogen in decarbonizing industry and transport, and assesses the resilience of the National Electric System (NES) against climate-induced hydrological and wind variability.","ai_generated":true,"unit":"sei-002198#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The PELP 2023-2027 defines three distinct energy scenarios: Slow Recovery, Carbon Neutrality, and Accelerated Transition, which project national energy demand growth between 24% and 28% relative to 2020 by the year 2060.","ai_generated":true,"unit":"sei-002198#insight-1","date_modified":"2026-10-23"},{"text":"By 2050, the generation mix in all three scenarios is projected to exceed 96% renewable sources, primarily driven by wind and solar photovoltaic energy.","ai_generated":true,"unit":"sei-002198#insight-2","date_modified":"2026-10-23"},{"text":"The plan introduces Electric Generation Development Poles (PDGE) to prioritize renewable energy generation and optimize transmission; the provinces of Antofagasta and Tocopilla have been identified as candidate poles.","ai_generated":true,"unit":"sei-002198#insight-3","date_modified":"2026-10-23"},{"text":"Coal-fired power plant retirement trajectories vary by scenario: total retirement is projected by 2040 in the Slow Recovery scenario, 2035 in the Carbon Neutrality scenario, and 2033 in the Accelerated Transition scenario.","ai_generated":true,"unit":"sei-002198#insight-4","date_modified":"2026-10-23"},{"text":"Green hydrogen is projected to be a significant component of the energy matrix by 2060, with a share between 8% and 19%, primarily used for road freight transport and mining motor uses.","ai_generated":true,"unit":"sei-002198#insight-5","date_modified":"2026-10-23"},{"text":"Transmission expansion is critical for evacuating wind energy, with identified needs for at least 3,000 MW of capacity between the Alto Jahuel and Río Malleco substations within the next 20 years.","ai_generated":true,"unit":"sei-002198#insight-6","date_modified":"2026-10-23"},{"text":"Energy intensity is projected to decrease across all scenarios by 2060, with reductions ranging from 28% in the Slow Recovery scenario to 36% in the Accelerated Transition scenario compared to 2020 levels.","ai_generated":true,"unit":"sei-002198#insight-7","date_modified":"2026-10-23"},{"text":"The report identifies a high complementarity between energy storage and solar photovoltaic technology, which is essential for supplying green hydrogen during the day and electromobility at night.","ai_generated":true,"unit":"sei-002198#insight-8","date_modified":"2026-10-23"},{"text":"Resilience analysis indicates that the 2030 infrastructure is capable of accommodating a 30% to 50% reduction in wind power inflows at critical nodes like Parinas 500 and PDGE-ANF-B2 by increasing LNG and reservoir hydro generation.","ai_generated":true,"unit":"sei-002198#insight-9","date_modified":"2026-10-23"},{"text":"The plan projects that the electrification level of the final energy consumption matrix will grow from 24% currently to between 47% and 73% by 2050, depending on the scenario.","ai_generated":true,"unit":"sei-002198#insight-10","date_modified":"2026-10-23"}],"climate_tags":["energy transition","carbon neutrality","renewable energy","wind power","photovoltaics","energy storage","green hydrogen","decarbonization","electric power transmission","energy efficiency","climate resilience","greenhouse gas emissions","distributed generation"],"geography_discussed":["Antofagasta Province","Tocopilla Province","Metropolitan Region","Maule Región","Biobío Region","Atacama Region","Argentina","Peru","Bolivia"],"frame_perspective":[],"analysis_type":["prospective analysis","infrastructure planning","scenario modeling","environmental assessment"]},{"id":"iai-000199","url":"https://climateinsightsdirectory.org/document/iai-000199","title":"Implications and challenges for the energy sector in Brazil and Mexico to meet the carbon emission reductions committed in their INDC during the COP 21-CMP11","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"research paper","language":"en","date_published":"2025-01-13","source_url":"https://iai.int/es/pub_acad/implications-and-challenges-for-the-energy-sector-in-brazil-and-mexico-to-meet-the-carbon-emission-reductions-committed-in-their-indc-during-the-cop-21-cmp11/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Brazil and Mexico aim to reduce carbon dioxide emissions by 43% and 40% respectively by 2030, goals that require technical innovation, cleaner energy sources, and significant energy policy changes. The document analyzes current and prospective energy mixes and explores the role of renewable energy in achieving these targets while enhancing energy sovereignty and economic benefits.","ai_generated":true,"unit":"iai-000199#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Brazil and Mexico have committed to reducing their carbon dioxide emissions by 43% and 40% respectively by 2030, despite each contributing only 1% to global emissions.","ai_generated":true,"unit":"iai-000199#insight-1","date_modified":"2026-10-23"},{"text":"Meeting these emission targets requires a combination of technical innovations, the adoption of cleaner energy sources, active cross-sector participation, and substantial changes to national energy policies.","ai_generated":true,"unit":"iai-000199#insight-2","date_modified":"2026-10-23"},{"text":"The implementation of renewable energy across various sectors is identified as a pathway to meeting COP21-CMP11 commitments, with the added potential to provide economic benefits and energy sovereignty for both nations.","ai_generated":true,"unit":"iai-000199#insight-3","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","energy policy","renewable energy"],"geography_discussed":["Latin America"],"frame_perspective":[],"analysis_type":["policy analysis","prospective analysis"]},{"id":"issafri-001874","url":"https://climateinsightsdirectory.org/document/issafri-001874","title":"O REVELAR DO POTENCIAL: IMPULSIONANDO O CRESCIMENTO E O DESENVOLVIMENTO INCLUSIVOS EM MOÇAMBIQUE","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"pt","date_published":"2024","source_url":"https://futures.issafrica.org/export/sites/afi/reports/pdfs/ISS-African-Futures-Mozambique-Portuguese.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes Mozambique's development prospects through 2043 using the International Futures (IFs) modeling platform. It finds that under the current trajectory, Mozambique is unlikely to meet most of its national development goals due to governance failures, infrastructure gaps, and low agricultural productivity. While liquefied natural gas (LNG) projects are expected to boost GDP, they are not projected to significantly reduce extreme poverty without broader structural reforms. The report evaluates eight sectoral scenarios, concluding that infrastructure investment has the highest impact on GDP growth, while a combined approach across all sectors—including agriculture, governance, and trade—offers the most substantial improvements in poverty reduction and per capita income.","ai_generated":true,"unit":"issafri-001874#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under the current trajectory, Mozambique is projected to fail in achieving most of its development goals by 2043, primarily due to \"questões de governação, estrangulamentos nas infra-estruturas, baixa produtividade agrícola e diversificação económica limitada.\"","ai_generated":true,"unit":"issafri-001874#insight-1","date_modified":"2026-10-23"},{"text":"The 'Combined Scenario', which integrates interventions across all eight analyzed sectors, would result in a GDP US$ 47 billion higher by 2043 than the current trajectory, with a poverty rate at US$ 2.15 falling to 22.4% compared to 44.9% in the status quo.","ai_generated":true,"unit":"issafri-001874#insight-2","date_modified":"2026-10-23"},{"text":"Infrastructure development is identified as the most significant driver for GDP growth by 2043, followed by agriculture, governance, and the African Continental Free Trade Area (AfCFTA/ZCLCA).","ai_generated":true,"unit":"issafri-001874#insight-3","date_modified":"2026-10-23"},{"text":"Despite the potential of LNG projects, the report notes that the current trajectory will likely leave nearly the same number of people in extreme poverty in 2043 as there are today, as gas production may not generate sufficient permanent employment.","ai_generated":true,"unit":"issafri-001874#insight-4","date_modified":"2026-10-23"},{"text":"Mozambique's economy is characterized by high informality, with the informal sector representing 96% of the workforce in 2021 and approximately 36.5% of the GDP in 2023.","ai_generated":true,"unit":"issafri-001874#insight-5","date_modified":"2026-10-23"},{"text":"Agricultural productivity remains critically low; in 2023, Mozambique ranked 36th out of 54 African countries in average crop yield per hectare, and a growing gap is projected between domestic food production and demand by 2043.","ai_generated":true,"unit":"issafri-001874#insight-6","date_modified":"2026-10-23"},{"text":"The report highlights severe deficiencies in energy access, noting that only 3.8% of the rural population had access to electricity in 2021, compared to 93.4% in South Africa.","ai_generated":true,"unit":"issafri-001874#insight-7","date_modified":"2026-10-23"},{"text":"Governance and corruption are cited as major barriers; the report notes that the quality of democracy and the rule of law have deteriorated, with corruption described by civil society as \"o maior obstáculo ao futuro do país\".","ai_generated":true,"unit":"issafri-001874#insight-8","date_modified":"2026-10-23"},{"text":"Education suffers from a significant bottleneck between primary and secondary levels; only 25.1% of students who enter lower secondary school complete it.","ai_generated":true,"unit":"issafri-001874#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate change","natural disaster","renewable energy","solar energy","hydroelectricity","natural gas","agricultural productivity","food security","economic diversity","poverty reduction","governance","public health"],"geography_discussed":["Cabo Delgado Province","Maputo","South Africa","Rwanda","Malawi","Ethiopia"],"frame_perspective":[],"analysis_type":["prospective analysis","scenario modeling","socio-economic assessment"]},{"id":"iisd-003643","url":"https://climateinsightsdirectory.org/document/iisd-003643","title":"Comment la politique commerciale pourrait-elle mieux faire face aux chocs du système alimentaire ?","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"fr","date_published":"2021-03","source_url":"https://www.iisd.org/system/files/2021-05/trade-policy-address-food-system-shocks-fr.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the role of trade policy in managing food system shocks, using the COVID-19 pandemic, the 2015-2016 Southern Africa drought, and the US-China trade war as case studies. It argues that current WTO rules have gaps regarding export restrictions, high tariffs, and harmful agricultural subsidies. To enhance resilience, the authors propose four policy goals: ensuring food access for the poor, protecting farmer livelihoods, improving market functioning through equitable resource distribution, and restoring trust in multilateral institutions. Key recommendations include exempting humanitarian food purchases from export bans, reducing 'tariff peaks' in major importing countries, and establishing a special safeguard mechanism for low-income producers.","ai_generated":true,"unit":"iisd-003643#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The COVID-19 pandemic caused both supply and demand shocks and disrupted supply chains, though it did not lead to widespread global food shortages due to abundant harvests and stocks.","ai_generated":true,"unit":"iisd-003643#insight-1","date_modified":"2026-10-23"},{"text":"During the COVID-19 crisis, over 20 countries imposed or announced food export restrictions, though fewer than the 33 countries that did so during the 2008 price spikes.","ai_generated":true,"unit":"iisd-003643#insight-2","date_modified":"2026-10-23"},{"text":"The 2015-2016 El Niño-induced drought in Southern Africa was the worst in 35 years, reducing regional cereal production by approximately 30% and causing maize prices to rise by up to 177% in Mozambique.","ai_generated":true,"unit":"iisd-003643#insight-3","date_modified":"2026-10-23"},{"text":"The US-China trade war primarily created demand shocks, with US agricultural exports to China dropping by an average of 71% in 2018 and 2019 compared to 2016-2017 levels.","ai_generated":true,"unit":"iisd-003643#insight-4","date_modified":"2026-10-23"},{"text":"Climate change is expected to decrease food supply stability as extreme weather events increase in frequency and intensity, particularly in low-latitude regions.","ai_generated":true,"unit":"iisd-003643#insight-5","date_modified":"2026-10-23"},{"text":"The report recommends that WTO members exclude food purchased for non-commercial humanitarian purposes by the World Food Programme from export prohibitions.","ai_generated":true,"unit":"iisd-003643#insight-6","date_modified":"2026-10-23"},{"text":"The authors propose establishing a special safeguard mechanism (SSM) to allow low-income countries to impose temporary safeguard duties during sudden price drops.","ai_generated":true,"unit":"iisd-003643#insight-7","date_modified":"2026-10-23"},{"text":"The report argues for harmonizing domestic support levels by agreeing on new WTO ceilings and progressive reductions for trade-distorting support.","ai_generated":true,"unit":"iisd-003643#insight-8","date_modified":"2026-10-23"},{"text":"To restore trust in multilateralism, the report calls on the US administration to unblock the appointment of Appellate Body members to revitalize the dispute settlement process.","ai_generated":true,"unit":"iisd-003643#insight-9","date_modified":"2026-10-23"}],"climate_tags":["food security","climate change","extreme weather event","agricultural subsidy","multilateralism","climate resilience"],"geography_discussed":["Southern Africa","United States","People's Republic of China","South Africa","Mozambique","Malawi","Botswana","European Union","Canada","Brazil"],"frame_perspective":[],"analysis_type":["policy analysis","case study","retrospective analysis","prospective analysis"]},{"id":"eninnova-000147","url":"https://climateinsightsdirectory.org/document/eninnova-000147","title":"RECALIBRATING CALIFORNIA’S CAP-AND-TRADE PROGRAM TO ACCOUNT FOR OVERSUPPLY","publisher":{"name":"Energy Innovation","organization":"energy-innovation"},"document_type":"report","language":"en","date_published":"2017-03","source_url":"https://energyinnovation.org/wp-content/uploads/RecalibratingCA_Cap-Trade_2017.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the California-Quebec linked cap-and-trade program, finding that allowance supply has consistently exceeded emissions from 2013 to 2015, leading to periodic undersubscription at auctions. While recent low auction sales (11% in May 2016 and 18% in February 2017) are viewed as aberrations, the author argues that systemic oversupply persists. Prospective analysis suggests that 78-86% of remaining allowances will be needed for compliance through 2020, with auction demand likely averaging 71-81%. To improve stringency and revenue stability, the report recommends lowering caps, switching to annual compliance, increasing the price floor, and reducing free allowance allocations.","ai_generated":true,"unit":"eninnova-000147#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Empirical data from 2013 to 2015 shows that the number of allowances offered (the cap level) has consistently exceeded actual emission levels, creating the fundamental conditions for weak auction demand.","ai_generated":true,"unit":"eninnova-000147#insight-1","date_modified":"2026-10-23"},{"text":"Recent extreme drops in auction sales, such as 11% in May 2016 and 18% in February 2017, are considered long-term aberrations rather than a permanent state, as emitters must eventually purchase allowances to remain in compliance.","ai_generated":true,"unit":"eninnova-000147#insight-2","date_modified":"2026-10-23"},{"text":"Prospective analysis indicates that between 78% and 86% of all allowances planned for distribution through 2020 will be required for compliance by covered entities.","ai_generated":true,"unit":"eninnova-000147#insight-3","date_modified":"2026-10-23"},{"text":"Assuming a 28% free allocation rate, the report estimates that future auction sales will average between 71% and 81% of the allowances offered.","ai_generated":true,"unit":"eninnova-000147#insight-4","date_modified":"2026-10-23"},{"text":"Oversupply is more acute when analyzing the second compliance period (2015-2017) alone; if current emission trends continue, emitters may need 200 MMT more allowances, but 420 MMT will be offered across the next six auctions.","ai_generated":true,"unit":"eninnova-000147#insight-5","date_modified":"2026-10-23"},{"text":"The report estimates that California's Greenhouse Gas Reduction Fund will receive between $7.6 billion and $8.5 billion from the remainder of 2017 through 2020, based on current price floor projections.","ai_generated":true,"unit":"eninnova-000147#insight-6","date_modified":"2026-10-23"},{"text":"The current three-year compliance period provides excessive flexibility, which the author argues contributes to volatile revenue flows and quarterly demand swings.","ai_generated":true,"unit":"eninnova-000147#insight-7","date_modified":"2026-10-23"},{"text":"The program's price floor and holding limits are identified as critical stabilizers that prevent the total market collapse seen in other systems, such as the EU ETS.","ai_generated":true,"unit":"eninnova-000147#insight-8","date_modified":"2026-10-23"}],"climate_tags":["emission trading","greenhouse gas emissions","carbon price","carbon offset"],"geography_discussed":["European Union","Ontario"],"frame_perspective":[],"analysis_type":["quantitative analysis","prospective analysis","retrospective analysis","policy recommendation"]}]}