{"query_echo":{"q":"","filters":{"analysis_type":["quantitative forecasting"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'quantitative forecasting' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":4,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=quantitative+forecasting","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":"saiia-002001","url":"https://climateinsightsdirectory.org/document/saiia-002001","title":"The South African Green Hydrogen TVET Ecosystem Just Transition Strategic Framework","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"report","language":"en","date_published":"2022-12","source_url":"https://saiia.org.za/wp-content/uploads/2022/06/SAIIA_SR_GreenHydrogenTVet.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report outlines a strategic framework to transition South Africa's TVET system toward a green hydrogen economy (GHE). It identifies critical gaps in current vocational training, such as low throughput and poor industry alignment, and proposes a 'demand-led' model using Centres of Specialisation (CoS). Through four quantitative scenarios, the report forecasts that an 'All-inclusive Portfolio' of domestic use and exports would maximize GDP growth and TVET job creation by 2050. Key recommendations include developing a Green Skills Master Plan, implementing nano-credentialing, and reskilling workers from sunset industries like coal mining into growth sectors such as platinum mining and green steel.","ai_generated":true,"unit":"saiia-002001#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'All-inclusive Portfolio' scenario, combining domestic hydrogen use and a diverse export portfolio (fuel cells, electrolysers, green ammonia, green iron, steel, and jet fuel), is forecast to yield the highest economic impact by 2050, with GDP growth of 118% and a total of 35.2 million jobs, including 1.3 million TVET-related jobs.","ai_generated":true,"unit":"saiia-002001#insight-1","date_modified":"2026-10-23"},{"text":"The 'Business as Usual' scenario, focusing only on platinum group metals (PGM) exports without beneficiation, results in the lowest GDP growth (96% total by 2050) and forecasts 584,536 TVET-related jobs.","ai_generated":true,"unit":"saiia-002001#insight-2","date_modified":"2026-10-23"},{"text":"The 'Value Added Manufacturing' scenario, which focuses on PGM beneficiation into fuel-cell and electrolyser components for export without domestic use, is identified as the least desirable pathway due to the lowest TVET job gain potential.","ai_generated":true,"unit":"saiia-002001#insight-3","date_modified":"2026-10-23"},{"text":"There is a significant timing mismatch in the mining sector transition: coal mining is projected to decline before the platinum sector booms, necessitating interim reskilling for workers in renewable energy and green steel.","ai_generated":true,"unit":"saiia-002001#insight-4","date_modified":"2026-10-23"},{"text":"The public TVET college system faces severe efficiency challenges, including a low throughput rate of 9.2% for students in the National Certificate Vocational (NC(V)) Level 4 programme.","ai_generated":true,"unit":"saiia-002001#insight-5","date_modified":"2026-10-23"},{"text":"South Africa's TVET system suffers from a persistent funding deficit; the 2019/20 approved enrolment plan had a funding deficit of R1.027 billion.","ai_generated":true,"unit":"saiia-002001#insight-6","date_modified":"2026-10-23"},{"text":"Despite high female enrolment in TVET colleges, women—particularly racially marginalised women—experience higher unemployment rates than men, indicating a gap between qualifications and industry practice.","ai_generated":true,"unit":"saiia-002001#insight-7","date_modified":"2026-10-23"},{"text":"The Centres of Specialisation (CoS) model is recommended as a demand-led approach to transform TVET colleges through dual apprenticeship models and close industry partnerships, though it currently faces scaling difficulties due to high resource requirements.","ai_generated":true,"unit":"saiia-002001#insight-8","date_modified":"2026-10-23"},{"text":"Green iron and steel production is identified as a major potential employer in the GHE, with the possibility of supporting 918,000 jobs (including 26,600 TVET-related jobs) by 2050.","ai_generated":true,"unit":"saiia-002001#insight-9","date_modified":"2026-10-23"}],"climate_tags":["green hydrogen","energy transition","just transition","renewable energy","Green ammonia","fuel cell","decarbonization","carbon neutrality","greenhouse gas emissions"],"geography_discussed":["Johannesburg","Durban","Limpopo","Sasolburg","Secunda","Pelindaba","Alberton","Boegoebaai","Coega","Nelson Mandela Bay Metropolitan Municipality","Vanderbijlpark","Newcastle","Northern Cape","Emalahleni Local Municipality","Mpumalanga","Cape Town","SADC"],"frame_perspective":[],"analysis_type":["quantitative forecasting","scenario planning","strategic foresight","policy analysis"]},{"id":"prio-001696","url":"https://climateinsightsdirectory.org/document/prio-001696","title":"Επιτυγχάνοντας το Μέρισμα της Ειρήνης στην Κύπρο","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"report","language":"el","date_published":"2020","source_url":"https://cdn.cloud.prio.org/files/80586cc2-cc5d-4002-ae7d-6ee0c7f902f1/Report G       .pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that a solution to the Cyprus problem would significantly boost the island's economy by expanding market access, increasing productivity, and attracting investment. Using sectoral and total factor productivity (TFP) methodologies, the authors project that a settlement could increase the total GDP by between €11 billion and €17.4 billion over 20 years compared to the status quo. Key growth drivers include tourism, construction, shipping, and professional services. The report also emphasizes that maximizing this dividend requires strong inclusive institutions, technical transition periods, and a concerted effort to close the gender gap in the workforce, particularly in the Turkish Cypriot community. Additionally, it assesses the financial viability of property restitution, suggesting that a significant portion of compensation costs could be covered by the increased state revenues generated by the peace dividend.","ai_generated":true,"unit":"prio-001696#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A political solution is projected to increase the total GDP of Cyprus by an average of €11 billion to €17.4 billion after 20 years compared to a non-solution scenario.","ai_generated":true,"unit":"prio-001696#insight-1","date_modified":"2026-10-23"},{"text":"The 'peace dividend' is estimated to increase average per capita GDP by between €6,800 and €11,000 compared to the status quo.","ai_generated":true,"unit":"prio-001696#insight-2","date_modified":"2026-10-23"},{"text":"A settlement is expected to create approximately 100,000 additional jobs within the first 10 years, with the highest gains in tourism (30,000), wholesale and retail trade (18,000), and construction (10,000).","ai_generated":true,"unit":"prio-001696#insight-3","date_modified":"2026-10-23"},{"text":"The Turkish Cypriot community (TCC) would see a more significant relative increase in income, with per capita GDP reaching 80-90% of the Greek Cypriot community (GCC) level by 2040 under a solution, compared to 63.4% without one.","ai_generated":true,"unit":"prio-001696#insight-4","date_modified":"2026-10-23"},{"text":"The report identifies five primary drivers for market expansion: access to the Turkish market (€650 billion) for Greek Cypriots, access to the EU market (€16 trillion) for Turkish Cypriots, higher real estate prices due to reduced legal uncertainty, faster natural gas revenues, and increased EU and private foreign investment.","ai_generated":true,"unit":"prio-001696#insight-5","date_modified":"2026-10-23"},{"text":"The cost of property compensation is estimated to range from €4.6 billion to €13.1 billion depending on the valuation methodology and the amount of land requiring compensation.","ai_generated":true,"unit":"prio-001696#insight-6","date_modified":"2026-10-23"},{"text":"Under the base scenario, approximately 61% of property compensation costs could be funded through the additional tax and state revenues generated by the peace dividend.","ai_generated":true,"unit":"prio-001696#insight-7","date_modified":"2026-10-23"}],"climate_tags":["economic growth","gender equality","natural gas","real property","public finance","infrastructure","tourism industry","higher education","trade policy"],"geography_discussed":["Turkey","European Union"],"frame_perspective":[],"analysis_type":["quantitative forecasting","scenario analysis","policy recommendation"]},{"id":"seforall-000123","url":"https://climateinsightsdirectory.org/document/seforall-000123","title":"ENERGIZING FINANCE: TAKING THE PULSE 2019","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2019","source_url":"https://www.seforall.org/system/files/2019-11/EF-2019-TP-SEforALL-w.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report finds that USD 6.4 billion in total financing is required by 2030 to close the energy access gap in Madagascar, the Philippines, and Uganda. This includes USD 1.8 billion specifically for affordability gap financing. The analysis highlights a heavy reliance on stand-alone solar to reach the 'last mile' in Madagascar and Uganda, while the Philippines leverages a more advanced mini-grid sector. Across all three countries, the transition to clean cooking remains a significant challenge due to low adoption of industrial improved cookstoves (ICS) and high upfront costs for clean fuels like LPG.","ai_generated":true,"unit":"seforall-000123#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Of the total financing needed, USD 1.8 billion is required to address the affordability gap for households. The remaining capital blend consists of approximately USD 2.1 billion in debt, USD 1.7 billion in equity, and just over USD 800 million in grants.","ai_generated":true,"unit":"seforall-000123#insight-1","date_modified":"2026-10-23"},{"text":"In Madagascar, stand-alone solar is projected to be the dominant technology for achieving universal access, delivering 7.3 million new household connections (84.8% of electrified households) by 2030. This requires USD 1.19 billion in enterprise financing and USD 662 million for the affordability gap.","ai_generated":true,"unit":"seforall-000123#insight-2","date_modified":"2026-10-23"},{"text":"Madagascar faces a severe clean cooking deficit, with less than 1% of households using clean fuels. Achieving universal access requires USD 148 million for enterprises and USD 217 million for affordability gap financing to help 90% of households afford industrial cookstoves.","ai_generated":true,"unit":"seforall-000123#insight-3","date_modified":"2026-10-23"},{"text":"The Philippines has a high existing electrification rate, but reaching the final 8% of households by 2030 will require USD 1.25 billion for off-grid solar. Stand-alone solar is expected to peak at 10.5% of electrified households by 2025 before declining as grid and mini-grid services expand.","ai_generated":true,"unit":"seforall-000123#insight-4","date_modified":"2026-10-23"},{"text":"Mini-grids are highly developed in the Philippines, currently serving 800,000 households. The forecast scenario projects they will serve 1.25 million households by 2030, requiring USD 354 million in financing.","ai_generated":true,"unit":"seforall-000123#insight-5","date_modified":"2026-10-23"},{"text":"Uganda's stand-alone solar sector is a global success story, currently serving 19% of households. To reach the 2030 target of 52% access, it needs 5.3 million new connections, requiring USD 1.43 billion in enterprise financing and USD 329 million for affordability.","ai_generated":true,"unit":"seforall-000123#insight-6","date_modified":"2026-10-23"},{"text":"Uganda's mini-grid sector is nascent, with only 11 operational grids serving 4,000 households. The report forecasts 320 new mini-grids by 2030, serving 70,000 households, with a total financing need of USD 51 million.","ai_generated":true,"unit":"seforall-000123#insight-7","date_modified":"2026-10-23"},{"text":"Uganda's clean cooking sector is dominated by biomass (95% of households). Achieving universal access requires shifting 12.2 million households to industrial ICS, needing USD 193 million for enterprises and USD 207 million for affordability gap financing.","ai_generated":true,"unit":"seforall-000123#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Mini-grids","clean cooking","climate finance","energy access","biogas","Blended Finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["quantitative forecasting","financial modeling","policy assessment"]},{"id":"issafri-002431","url":"https://climateinsightsdirectory.org/document/issafri-002431","title":"Perspectivas e Desafios: Crescimento e Desenvolvimento Humano em Moçambique até 2040","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"pt","date_published":"2017-06","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/mozambique-report-por-3.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines Mozambique's development prospects through 2040, arguing that while natural gas reserves offer significant economic potential, they are not a 'panacea' for poverty reduction. Using the International Futures (IF) model, the authors analyze a 'Current Trajectory' and several alternative scenarios. They find that without concerted investment in human capital—specifically health, education, and agriculture—and improvements in governance, the absolute number of people in extreme poverty is projected to remain nearly stagnant at approximately 19 million by 2040, despite GDP growth. The report advocates for an 'Integrated Development Boost' across multiple sectors to achieve inclusive growth, while warning that a 'Stagnated Development' scenario involving governance decline and gas production delays could lead to a 61% increase in extreme poverty.","ai_generated":true,"unit":"issafri-002431#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Natural gas production is projected to drive significant economic growth from the mid-2020s to the early 2030s, but it is unlikely to automatically reduce absolute poverty. Projections suggest that the number of people living in extreme poverty in 2040 (18.7 million) will remain similar to current levels (19 million) even with increased gas production.","ai_generated":true,"unit":"issafri-002431#insight-1","date_modified":"2026-10-23"},{"text":"Mozambique faces a significant demographic challenge with a rapidly growing young population, projected to reach 53 million by 2040. This growth puts immense pressure on the government's ability to provide basic services, with millions more children requiring education and millions more people needing water and sanitation by 2040.","ai_generated":true,"unit":"issafri-002431#insight-2","date_modified":"2026-10-23"},{"text":"The education system suffers from a severe 'bottleneck' at the primary level, where only 37.5% of students who enroll in primary school reach the final grade. This low survival rate severely limits the number of students progressing to secondary and higher education.","ai_generated":true,"unit":"issafri-002431#insight-3","date_modified":"2026-10-23"},{"text":"Health outcomes are heavily impacted by communicable diseases, particularly among children under five. High rates of child malnutrition (over 15%) and stunting (31%) are linked to poor access to water, sanitation, and food, which in turn limits cognitive and physical development.","ai_generated":true,"unit":"issafri-002431#insight-4","date_modified":"2026-10-23"},{"text":"Agriculture remains the primary livelihood for over 70% of the population, but the country faces a growing gap between food demand and domestic supply. Dependence on agricultural imports is projected to rise from 5% in 2016 to 25% by 2040, increasing vulnerability to external price shocks and climate change.","ai_generated":true,"unit":"issafri-002431#insight-5","date_modified":"2026-10-23"},{"text":"Government capacity and effectiveness have declined over the last 20 years, and the country remains heavily dependent on external aid. The 'hidden debt' crisis and subsequent sovereign default have further weakened confidence in the government's ability to transparently manage future gas revenues.","ai_generated":true,"unit":"issafri-002431#insight-6","date_modified":"2026-10-23"},{"text":"An 'Integrated Development Boost'—combining improvements in health, education, agriculture, and governance—could lead to a 14% increase in GDP, a 17% increase in government revenue, and a 23% reduction in extreme poverty by 2040 compared to the current trajectory.","ai_generated":true,"unit":"issafri-002431#insight-7","date_modified":"2026-10-23"},{"text":"Conversely, a 'Stagnated Development' scenario—characterized by delayed gas production, declining government effectiveness, and stalled human development—could result in a 24% reduction in GDP and a more than 60% increase in the number of people living in extreme poverty relative to the current trajectory.","ai_generated":true,"unit":"issafri-002431#insight-8","date_modified":"2026-10-23"}],"climate_tags":["natural gas","energy transition","climate change adaptation","food security","agricultural productivity","governance","public finance","public health"],"geography_discussed":["Malawi","Tanzania","Zambia","Zimbabwe","Maputo","Africa"],"frame_perspective":[],"analysis_type":["scenario analysis","quantitative forecasting","sectoral assessment"]}]}