{"query_echo":{"q":"","filters":{"analysis_type":["demand projection"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'demand projection' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":7,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=demand+projection","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":"ember-000412","url":"https://climateinsightsdirectory.org/document/ember-000412","title":"Solar and flexibility: key to Türkiye’s rising cooling challenge","publisher":{"name":"Ember","organization":"ember"},"document_type":"report","language":"en","date_published":"2025-08-21","source_url":"https://ember-energy.org/app/uploads/2025/08/Solar-and-flexibility-key-to-Turkiyes-rising-cooling-challenge.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Türkiye's cooling-related electricity consumption reached 10 TWh in 2024, growing by 26% since 2022. This trend is shifting peak electricity demand from winter to summer, with the gap between summer and winter peaks widening to 9.1 GW by 2025. The report projects that cooling demand could reach 35 TWh by 2035, with peak hourly demand potentially hitting 85 GWh. To address this, the study recommends expanding distributed solar power, which aligns with peak cooling hours, implementing energy storage (including pumped-storage hydro), and improving data collection on air conditioner ownership to enhance demand forecasting.","ai_generated":true,"unit":"ember-000412#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Cooling-related electricity consumption in Türkiye grew by 26% between 2022 and 2024, reaching 10 TWh in 2024. This represents an average annual growth rate of 12%, significantly outpacing the overall electricity demand growth of 2.8% during the same period.","ai_generated":true,"unit":"ember-000412#insight-1","date_modified":"2026-10-23"},{"text":"Cooling is becoming a critical driver of peak electricity demand. On July 28, 2025, cooling accounted for 18% of the record hourly electricity demand of 59 GWh. During summer months, cooling typically represents more than 10% of electricity use between 12:00 PM and 6:00 PM.","ai_generated":true,"unit":"ember-000412#insight-2","date_modified":"2026-10-23"},{"text":"The seasonal demand profile of Türkiye's grid has shifted; since 2008, the highest hourly electricity consumption has occurred in summer rather than winter. The gap between summer and winter peak demand widened from 0.8 GW in 2008 to 9.1 GW in 2025.","ai_generated":true,"unit":"ember-000412#insight-3","date_modified":"2026-10-23"},{"text":"Climate change is directly increasing the need for generation capacity, with every 1 °C rise in average temperature during cooling months requiring an additional 0.77 GW of electricity generation capacity.","ai_generated":true,"unit":"ember-000412#insight-4","date_modified":"2026-10-23"},{"text":"Future projections suggest cooling electricity use could more than double by 2030 to 20 TWh and reach 35 TWh by 2035. Peak hourly demand could increase by 50% by 2035, potentially reaching 85 GWh.","ai_generated":true,"unit":"ember-000412#insight-5","date_modified":"2026-10-23"},{"text":"Solar energy is highly effective for meeting cooling demand because its peak generation coincides with peak cooling hours. Between 2019 and 2024, the share of solar power meeting demand during peak cooling hours (12:00 PM – 4:00 PM) more than doubled.","ai_generated":true,"unit":"ember-000412#insight-6","date_modified":"2026-10-23"},{"text":"To manage future loads, the report recommends expanding rooftop solar (with a potential of over 120 GW), utilizing grid-scale battery systems, and employing pumped-storage hydroelectric plants for seasonal and hourly flexibility.","ai_generated":true,"unit":"ember-000412#insight-7","date_modified":"2026-10-23"},{"text":"A significant data gap exists regarding the number, efficiency, and distribution of air conditioners in the residential and service sectors, which hinders accurate regional and national demand forecasting.","ai_generated":true,"unit":"ember-000412#insight-8","date_modified":"2026-10-23"}],"climate_tags":["solar energy","rooftop photovoltaic system","electric energy consumption","Grid balancing","energy efficiency","battery energy storage system","demand-side management","climate change","energy transition"],"geography_discussed":["Istanbul"],"frame_perspective":[],"analysis_type":["demand projection","impact assessment","policy recommendation"]},{"id":"rmi-000335","url":"https://climateinsightsdirectory.org/document/rmi-000335","title":"Zero-Carbon Home Heating in China’s Yangtze River Delta Region: Heat Pumps as a Core Solution","publisher":{"name":"RMI","organization":"rmi"},"document_type":"report","language":"en","date_published":"2024-01-12","source_url":"https://rmi.org/resources/zero-carbon-home-heating-in-chinas-yangtze-river-delta-region/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report identifies heat pumps as an energy-efficient, low-emissions solution for home heating in the Yangtze River Delta (YRD) region, where over 20 million residents currently lack heating systems. It projects a significant increase in heating demand by 2030 and provides recommendations to overcome barriers to scaling heat pump adoption.","ai_generated":true,"unit":"rmi-000335#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Yangtze River Delta (YRD) region is identified as having the highest potential to develop a zero-carbon heating pathway and serve as a model for other southern Chinese regions due to its economic advancement and high population density.","ai_generated":true,"unit":"rmi-000335#insight-1","date_modified":"2026-10-23"},{"text":"Analysis indicates that over 20 million residents in the YRD region currently lack home heating systems and will require new facilities, leading to a projected increase in heating demand of more than 500 million gigajoules by 2030, which represents 40 percent of the total heating demand from 2020.","ai_generated":true,"unit":"rmi-000335#insight-2","date_modified":"2026-10-23"},{"text":"Heat pumps are proposed as a core solution for zero-carbon home heating in the YRD region because they are energy efficient and produce low emissions.","ai_generated":true,"unit":"rmi-000335#insight-3","date_modified":"2026-10-23"}],"climate_tags":["heat pump","Residential heating","energy efficiency"],"geography_discussed":["People's Republic of China"],"frame_perspective":[],"analysis_type":["demand projection","technology comparison"]},{"id":"rmi-000701","url":"https://climateinsightsdirectory.org/document/rmi-000701","title":"Harnessing Green Hydrogen","publisher":{"name":"RMI","organization":"rmi"},"document_type":"report","language":"en","date_published":"2022-06-29","source_url":"https://rmi.org/resources/harnessing-green-hydrogen/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report argues that green hydrogen is essential for India to decarbonize hard-to-abate sectors like refining and steel, potentially meeting 94% of its 2050 hydrogen demand. It projects that this transition could abate 3.6 gigatons of CO2 and save up to $358 billion in energy imports by 2050, provided that policy supports, industrial clusters, and export markets are developed.","ai_generated":true,"unit":"rmi-000701#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Green hydrogen is identified as a critical tool for decarbonizing India's hard-to-abate sectors, including refining, ammonia, steel, methanol, and long-haul trucking, and is essential for the country to reach its net-zero goal.","ai_generated":true,"unit":"rmi-000701#insight-1","date_modified":"2026-10-23"},{"text":"India's total hydrogen demand is projected to grow from 6 million tons in 2020 to approximately 29 million tons by 2050, with green hydrogen potentially accounting for 94 percent of that demand.","ai_generated":true,"unit":"rmi-000701#insight-2","date_modified":"2026-10-23"},{"text":"The successful penetration of green hydrogen could result in the abatement of 3.6 gigatons of CO2 and cumulative energy import savings between $246 billion and $358 billion over the next 30 years.","ai_generated":true,"unit":"rmi-000701#insight-3","date_modified":"2026-10-23"},{"text":"Widespread adoption of green hydrogen requires specific enabling measures: policy support (such as tax cuts, mandates, and production linked incentives), the creation of industrial clusters to minimize transport costs, and the development of export markets for green steel and green ammonia.","ai_generated":true,"unit":"rmi-000701#insight-4","date_modified":"2026-10-23"}],"climate_tags":["green hydrogen","decarbonization","Hard to abate sectors","renewable energy","Net-zero emissions","energy security","Green steel","Green ammonia"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["demand projection","economic assessment","policy analysis"]},{"id":"seforall-000265","url":"https://climateinsightsdirectory.org/document/seforall-000265","title":"Cooling for All","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":"2018-03","source_url":"https://www.seforall.org/system/files/2019-05/CurrentandProjectedCoolingDemand.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the growing global need for cooling, driven by urbanization and rising incomes, particularly in developing countries. It warns that a surge in air conditioning (AC) use could lead to massive increases in electricity demand and urban heat island effects. The document also details the critical role of cold chains in reducing food loss and ensuring vaccine viability, while emphasizing the need to 'leapfrog' high-emission cooling technologies to avoid severe environmental impacts.","ai_generated":true,"unit":"seforall-000265#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Global electricity demand for air conditioning (AC) is projected to increase significantly, with the IPCC estimating a 33-fold surge by 2100, potentially exceeding 10,000 TWh.","ai_generated":true,"unit":"seforall-000265#insight-1","date_modified":"2026-10-23"},{"text":"The 'urban heat island effect' causes cities to be warmer than surrounding rural areas, with some cities of one million or more inhabitants seeing temperature increases of 4-7°C, and up to 12°C on clear, calm nights.","ai_generated":true,"unit":"seforall-000265#insight-2","date_modified":"2026-10-23"},{"text":"Excessive heat is projected to cause significant economic losses by 2050, with work hour losses reaching up to 12% in the worst-affected regions of South Asia and West Africa, potentially reducing annual GDP/capita by as much as 6% for severely impacted countries.","ai_generated":true,"unit":"seforall-000265#insight-3","date_modified":"2026-10-23"},{"text":"Inefficient cold chains contribute to massive food loss; approximately one-third of total food production for human consumption (1.3 billion tonnes) is lost or wasted annually, resulting in global economic losses of roughly US$750 billion.","ai_generated":true,"unit":"seforall-000265#insight-4","date_modified":"2026-10-23"},{"text":"Cold chain failures severely impact healthcare, with the WHO estimating that nearly 50% of freeze-dried and 25% of liquid vaccines are wasted annually due to disruptions in the cold chain.","ai_generated":true,"unit":"seforall-000265#insight-5","date_modified":"2026-10-23"},{"text":"The use of AC units can paradoxically increase urban temperatures; research in Phoenix, USA, showed that widespread AC use caused local heating of urban atmospheres, increasing nighttime temperatures by 1-2°C.","ai_generated":true,"unit":"seforall-000265#insight-6","date_modified":"2026-10-23"}],"climate_tags":["air conditioning","urban heat island","energy efficiency","passive cooling","carbon dioxide emissions","urbanization"],"geography_discussed":["India","People's Republic of China","Brazil","Indonesia","United States","Mexico","Phoenix","Ahmedabad","Karachi","Delhi","Mumbai","São Paulo","Lagos","Seoul","Democratic Republic of the Congo","Germany","France","sub-Saharan Africa","Asia"],"frame_perspective":[],"analysis_type":["demand projection","socio-economic impact assessment","environmental impact analysis"]},{"id":"greenca-000162","url":"https://climateinsightsdirectory.org/document/greenca-000162","title":"Water as a Constraint on Economic Development 2014-2015 Research Project Progress Report","publisher":{"name":"GreenCape","organization":"greencape"},"document_type":"report","language":"en","date_published":"2015-03","source_url":"https://greencape.co.za/assets/GreenCape-Water-Project-2014-2015-Report-excl-AppendicesSec1011.1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report investigates water constraints in the Berg Water Management Area (WMA) and Saldanha Bay, South Africa. It finds that traditional linear planning—based on generalized growth percentages—fails to account for the 'stepped' water demand of large industrial projects, potentially leading to supply shortfalls between 2017 and 2019. The document argues for a 'smart' allocation model that links water productivity (GDP/jobs per drop) to resource allocation and explores a Water Exchange Network (WEN) to reduce freshwater intake by up to 15% through industrial water cascading. It also highlights that high salinity in the Berg River poses a significant operational cost and production risk to the steel processing industry in Saldanha.","ai_generated":true,"unit":"greenca-000162#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Traditional water demand planning based on generalized growth percentages is insufficient for Saldanha Bay because large industrial projects create 'stepped' increases in demand. Analysis of actual proposed developments suggests that planned supply from the Berg River may not meet demand between 2017 and 2019 under medium and high growth scenarios.","ai_generated":true,"unit":"greenca-000162#insight-1","date_modified":"2026-10-23"},{"text":"High salinity levels in the Berg River water supply negatively impact the steel processing industry in Saldanha, increasing operating costs and reducing production efficiency. Water supplied has reached concentrations of 650 mg/l of chloride, while the industry requires less than 100 mg/l.","ai_generated":true,"unit":"greenca-000162#insight-2","date_modified":"2026-10-23"},{"text":"A preliminary investigation into a Water Exchange Network (WEN), where water of different qualities is cascaded between industrial users, indicates that freshwater intake could be reduced by up to 15% and effluent discharges reduced by up to 76%.","ai_generated":true,"unit":"greenca-000162#insight-3","date_modified":"2026-10-23"},{"text":"The Western Cape Water Supply System (WCWSS) is considered a 'fully allocated system,' meaning any growth in water demand must come from new sources. While there is currently some un-utilized volume (60–86 million m3/a), this is temporary due to projected demand from the City of Cape Town.","ai_generated":true,"unit":"greenca-000162#insight-4","date_modified":"2026-10-23"},{"text":"Saldanha Bay's preference for desalination as a primary water resource intervention is contested by the Department of Water and Sanitation (DWS), which argues that water conservation, demand management, and groundwater use should be prioritized first.","ai_generated":true,"unit":"greenca-000162#insight-5","date_modified":"2026-10-23"},{"text":"The report proposes a 'smart' water allocation model that uses cost-benefit analysis (CBA) to prioritize water for developments that provide the greatest social and economic benefit, such as high job creation, rather than assessing projects in isolation.","ai_generated":true,"unit":"greenca-000162#insight-6","date_modified":"2026-10-23"},{"text":"The salinity of the Berg River is driven by the mobilization of salts from weathered Malmesbury shales during winter rains, a process enhanced by dryland agricultural practices that clear deep-rooting natural vegetation.","ai_generated":true,"unit":"greenca-000162#insight-7","date_modified":"2026-10-23"},{"text":"There is a significant disconnect between economic development planning (via Integrated Development Plans) and water resource planning, as the former is often too generic to provide the specific project data needed for accurate water demand projections.","ai_generated":true,"unit":"greenca-000162#insight-8","date_modified":"2026-10-23"}],"climate_tags":["water scarcity","water quality","water footprint","Integrated Water Resources Management","economic development"],"geography_discussed":["Western Cape","Cape Town","South Africa"],"frame_perspective":[],"analysis_type":["status quo assessment","demand projection","feasibility study","conceptual modeling"]},{"id":"wwf-000621","url":"https://climateinsightsdirectory.org/document/wwf-000621","title":"WWF LIVING FORESTS REPORT: CHAPTER 4 FORESTS AND WOOD PRODUCTS","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2012","source_url":"https://www.worldwildlife.org/documents/607/5ub3o4pav8_living_forests_report_ch4_forest_products.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the global wood products value chain, projecting a significant increase in wood removals by 2050, primarily driven by bioenergy. It evaluates the environmental footprints of wood versus alternative materials, the role of recycling and efficiency in reducing virgin fibre demand, and the potential for sustainable production through managed natural forests and tree plantations. The report emphasizes the importance of secure land rights for indigenous peoples and the role of credible certification, specifically FSC, in ensuring sustainable forest management.","ai_generated":true,"unit":"wwf-000621#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Living Forests Model projects that annual wood removals by 2050 will be three times the volume reported in 2010, with the primary driver being a massive increase in wood used as feedstock for bioenergy.","ai_generated":true,"unit":"wwf-000621#insight-1","date_modified":"2026-10-23"},{"text":"Wood-based materials often have a lower environmental footprint than alternatives; for example, wood outperforms cement and steel by more than a factor of 10 regarding energy and greenhouse gas savings in the supply chain per cubic metre constructed.","ai_generated":true,"unit":"wwf-000621#insight-2","date_modified":"2026-10-23"},{"text":"Increasing the use of recovered paper could significantly reduce the demand for virgin wood fibre. A scenario suggests that if global use of recovered paper increased, demand for virgin material would drop even if global paper consumption rose.","ai_generated":true,"unit":"wwf-000621#insight-3","date_modified":"2026-10-23"},{"text":"There is a stark disparity in paper consumption, with 10 per cent of the global population consuming over 50 per cent of the world's paper, primarily in North America and Europe.","ai_generated":true,"unit":"wwf-000621#insight-4","date_modified":"2026-10-23"},{"text":"Improving milling efficiency, particularly in tropical sawmills which currently average around 50 per cent efficiency, could significantly lower global demand for saw logs.","ai_generated":true,"unit":"wwf-000621#insight-5","date_modified":"2026-10-23"},{"text":"To meet future demand, the Living Forests Model suggests that between 242 million and 304 million additional hectares of natural forest outside protected areas may need to be managed for commercial harvesting by 2050.","ai_generated":true,"unit":"wwf-000621#insight-6","date_modified":"2026-10-23"},{"text":"Recognizing the land rights of indigenous peoples and local communities is linked to better environmental outcomes; in developing countries, the area of forest recognized as owned or controlled by these groups increased from 21 per cent in 2002 to 31 per cent by the time of the report.","ai_generated":true,"unit":"wwf-000621#insight-7","date_modified":"2026-10-23"},{"text":"WWF considers the Forest Stewardship Council (FSC) to be the only currently credible forest certification system, noting that only 4 per cent of tropical production forests have been certified under any scheme.","ai_generated":true,"unit":"wwf-000621#insight-8","date_modified":"2026-10-23"},{"text":"Illegal logging has seen significant declines since 2000 in specific regions, falling by 50 per cent in Cameroon, 50-75 per cent in the Brazilian Amazon, and 75 per cent in Indonesia.","ai_generated":true,"unit":"wwf-000621#insight-9","date_modified":"2026-10-23"}],"climate_tags":["bioenergy","deforestation","forest degradation","carbon capture and storage","life cycle assessment","illegal logging","indigenous rights","Reducing emissions from deforestation and forest degradation"],"geography_discussed":["Cameroon","Brazil","Indonesia","People's Republic of China","United States","Borneo"],"frame_perspective":[],"analysis_type":["demand projection","environmental impact assessment","policy analysis"]},{"id":"seforall-000154","url":"https://climateinsightsdirectory.org/document/seforall-000154","title":"Integrated Energy Plan","publisher":{"name":"Sustainable Energy for All","organization":"sustainable-energy-for-all"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.seforall.org/system/files/2023-04/Malawi%20IEP%20-%20Electrification%20Report_FINAL_compressed.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Malawi Integrated Energy Plan (IEP) outlines a strategy to move from 12.5% electricity access in 2022 to universal access by 2030 for an estimated 5.5 million households. The plan proposes a mix of grid-based solutions (64% of new growth) and off-grid solutions (26%), with a heavy emphasis on the Central and Southern regions. It identifies significant financing gaps and suggests that adopting international competitive bidding and low-cost rural design standards could reduce grid expansion costs from $3.1 billion (BAU) to $1.8 billion. The report also assesses the electrification of public facilities, including 1,058 health clinics and 7,123 schools, and examines the impact of e-cooking on future energy demand.","ai_generated":true,"unit":"seforall-000154#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"As of 2022, approximately 3.7 million households (16.6 million people) in Malawi lacked electricity service, with ESCOM and off-grid providers serving roughly 750,000 households.","ai_generated":true,"unit":"seforall-000154#insight-1","date_modified":"2026-10-23"},{"text":"To reach universal access by 2030 for a projected 5.5 million households, the plan requires an average growth of 607,567 connections per year, peaking at 1.17 million in 2028.","ai_generated":true,"unit":"seforall-000154#insight-2","date_modified":"2026-10-23"},{"text":"The 2030 universal electrification scenario allocates new connections as follows: 42% via grid expansion, 22% via grid densification, 19% via standalone solar home systems (SHS), and 7% via mini-grids.","ai_generated":true,"unit":"seforall-000154#insight-3","date_modified":"2026-10-23"},{"text":"Grid expansion costs vary significantly by procurement and design scenario: the Business as Usual (BAU) case is estimated at $3.1 billion, while International Competitive Bidding (ICB) reduces this to $2.1 billion, and low-cost design standards further reduce it to $1.8 billion.","ai_generated":true,"unit":"seforall-000154#insight-4","date_modified":"2026-10-23"},{"text":"The geospatial analysis identified 1,688 potential mini-grid sites, with 72% requiring solar plant sizes of 30 kW or less, which may necessitate subsidies to attract private investment.","ai_generated":true,"unit":"seforall-000154#insight-5","date_modified":"2026-10-23"},{"text":"Electrification planning for public facilities indicates that of 1,058 health facilities, 869 are already grid-connected, while for 7,123 schools, 3,123 are grid-connected.","ai_generated":true,"unit":"seforall-000154#insight-6","date_modified":"2026-10-23"},{"text":"The adoption of e-cooking is projected to increase electricity demand from 184 GWh/year in 2022 to 1,099 GWh/year by 2030, primarily affecting urban and peri-urban areas.","ai_generated":true,"unit":"seforall-000154#insight-7","date_modified":"2026-10-23"},{"text":"Mini-grid costs per connection are more competitive in larger systems ($1,032) compared to average systems ($1,355), though tariffs remain significantly higher than ESCOM's subsidized residential rate of $0.064/kWh.","ai_generated":true,"unit":"seforall-000154#insight-8","date_modified":"2026-10-23"}],"climate_tags":["Mini-grids","renewable energy","photovoltaics","climate finance","rural electrification"],"geography_discussed":["Northern Region","Central Region","Southern Region","Mozambique","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["geospatial analysis","least-cost analysis","demand projection","financing assessment"]}]}