{"query_echo":{"q":"","filters":{"analysis_type":["climate impact projection"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'climate impact projection' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=climate+impact+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":"ucs-000545","url":"https://climateinsightsdirectory.org/document/ucs-000545","title":"Data Center Power Play","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2026-01","source_url":"https://www.ucs.org/sites/default/files/2026-01/Data-Center-Power-Play-report-final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report argues that the United States can meet surging electricity demand from AI data centers using clean energy while phasing out fossil fuels, provided that stronger state and federal policies are implemented. It warns that under current policies, data center growth will increase reliance on gas and coal, leading to higher emissions and significant costs for ratepayers. Conversely, adopting clean energy policies—such as restoring federal tax credits and implementing carbon-free electricity standards—could save trillions of dollars in climate and health damages, far outweighing the costs of the energy transition.","ai_generated":true,"unit":"ucs-000545#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"US electricity demand is projected to increase by 60 to 80 percent between 2025 and 2050, with data centers accounting for more than half of that increase by 2030.","ai_generated":true,"unit":"ucs-000545#insight-1","date_modified":"2026-10-23"},{"text":"The cumulative wholesale electricity costs attributable to data center demand from 2026 to 2050 are estimated between $886 billion and $978 billion, which is 18 to 24 percent of total US electricity system costs.","ai_generated":true,"unit":"ucs-000545#insight-2","date_modified":"2026-10-23"},{"text":"Under current policies, the additional fossil fuel generation required for data centers would increase annual US power plant carbon dioxide (CO2) emissions by 19 to 29 percent (229 to 342 million metric tons) by 2035.","ai_generated":true,"unit":"ucs-000545#insight-3","date_modified":"2026-10-23"},{"text":"Restoring federal clean energy tax credits would reduce total US power plant CO2 emissions by 33 percent between 2026 and 2035, even if data center demand more than doubles.","ai_generated":true,"unit":"ucs-000545#insight-4","date_modified":"2026-10-23"},{"text":"The economic benefits of reducing US heat-trapping emissions are estimated at $1.3 trillion to $1.6 trillion between 2026 and 2035, potentially growing to $8 trillion to $13 trillion by 2050.","ai_generated":true,"unit":"ucs-000545#insight-5","date_modified":"2026-10-23"},{"text":"Cumulative health benefits from reducing local air pollution are projected to range from $120 billion to $220 billion by 2050.","ai_generated":true,"unit":"ucs-000545#insight-6","date_modified":"2026-10-23"},{"text":"The societal benefits of a clean energy transition far exceed the projected $412 billion (7 percent) increase in total US wholesale electricity costs associated with decarbonizing the power sector.","ai_generated":true,"unit":"ucs-000545#insight-7","date_modified":"2026-10-23"},{"text":"Under a 'Low-Carbon Policy' scenario, renewable energy sources would provide over 60 percent of total US electricity generation by 2035 and 81 percent by 2050.","ai_generated":true,"unit":"ucs-000545#insight-8","date_modified":"2026-10-23"},{"text":"In a high-demand growth scenario under current policies, electricity system costs attributable to data centers would exceed $1.6 trillion cumulatively from 2026 to 2050.","ai_generated":true,"unit":"ucs-000545#insight-9","date_modified":"2026-10-23"}],"climate_tags":["data center","electric energy consumption","clean energy","decarbonization","wind power","solar energy","battery energy storage system","fossil fuel","natural gas","coal","carbon capture and storage","renewable electricity","climate finance","electric power transmission","air pollution","public health"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic modeling","policy analysis","public health assessment","climate impact projection"]},{"id":"iisd-002334","url":"https://climateinsightsdirectory.org/document/iisd-002334","title":"Hydrology: River discharge and level","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"fact sheet","language":"en","date_published":"2021-05","source_url":"https://www.iisd.org/system/files/2021-06/winnipeg-river-basin-sheet-3-hydrology.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The lower Winnipeg River basin (LWRB) is characterized by a mean annual discharge of 1,008 ± 294 m3/s at the Pine Falls Generating system, with peaks typically occurring in June and July. The river is a critical contributor to Lake Winnipeg, accounting for 49% of the mean monthly discharge of all rivers and streams entering the lake and providing the largest volume of water to it. Six run-of-river hydroelectric stations in the LWRB generate 583 MW of electrical capacity, representing approximately 10% of Manitoba's energy needs. Climate projections for the 2050s suggest a 6.9% increase in mean annual precipitation and a 3.3% increase in runoff, which may impact downstream nutrient loading. While water levels at most hydrometric stations remain relatively constant, Nutimik Lake shows seasonal trends.","ai_generated":true,"unit":"iisd-002334#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The mean annual discharge at the Pine Falls Generating system between 1987 and 2016 was 1,008 ± 294 m3/s, with peak flows generally occurring in June and July.","ai_generated":true,"unit":"iisd-002334#insight-1","date_modified":"2026-10-23"},{"text":"The Winnipeg River is the primary water source for Lake Winnipeg, providing the greatest volume of water and 49% of the mean monthly discharge from all entering rivers and streams.","ai_generated":true,"unit":"iisd-002334#insight-2","date_modified":"2026-10-23"},{"text":"Six run-of-river hydroelectric generating stations (Pointe du Bois, Slave Falls, Seven Sisters, McArthur Falls, Great Falls, and Pine Falls) provide 583 MW of capacity, which is about 10% of Manitoba's energy requirements.","ai_generated":true,"unit":"iisd-002334#insight-3","date_modified":"2026-10-23"},{"text":"Climate simulations for the 2050s project a 6.9% increase in mean annual precipitation and a 3.3% increase in runoff for the Winnipeg River basin, potentially affecting downstream nutrient loading.","ai_generated":true,"unit":"iisd-002334#insight-4","date_modified":"2026-10-23"}],"climate_tags":["hydroelectricity","climate change scenario","precipitation","surface runoff"],"geography_discussed":["Manitoba","Ontario","United States","Minnesota","Lake Winnipeg","Lake of the Woods"],"frame_perspective":[],"analysis_type":["hydrological assessment","climate impact projection"]},{"id":"gclifun-004848","url":"https://climateinsightsdirectory.org/document/gclifun-004848","title":"Waste Management Flagship Programme","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":null,"source_url":"https://www.greenclimate.fund/sites/default/files/document/20790-waste-management-flagship-programme.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Waste Management Flagship Programme seeks to expand a pilot project from 6 to 30 South African municipalities, diverting organic waste from landfills to mitigate greenhouse gas emissions. The programme proposes five treatment technologies, including anaerobic digestion and composting, to be operated by private entities via service contracts. With a total cost of USD 72 million, the project requests a USD 50.67 million grant from the Green Climate Fund, arguing that grant financing is essential because waste treatment is not financially self-sustaining and would be unaffordable for secondary municipalities if funded via loans. Expected climate impacts include an annual reduction of 572,800 t CO2 eq. Beyond mitigation, the programme aims to create 938 jobs during construction and 404 annual operational jobs, while improving public health and food security through compost production and better waste collection in underserved areas.","ai_generated":true,"unit":"gclifun-004848#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The programme aims to scale organic waste diversion from 6 pilot municipalities to 30 municipalities (29 secondary municipalities and 1 metro) in South Africa to avoid methane emissions and transition to a circular economy.","ai_generated":true,"unit":"gclifun-004848#insight-1","date_modified":"2026-10-23"},{"text":"Five specific organic waste treatment solutions are proposed for implementation: open windrow composting, in vessel composting, decentralized containerised composting, anaerobic digestion, and biomass pre-treatment.","ai_generated":true,"unit":"gclifun-004848#insight-2","date_modified":"2026-10-23"},{"text":"The total project cost is USD 72 million, consisting of a requested USD 50.67 million grant from the Green Climate Fund and USD 21.72 million in co-financing from the Department of Environmental Affairs' Environmental Protection and Infrastructure Programme (EPIP).","ai_generated":true,"unit":"gclifun-004848#insight-3","date_modified":"2026-10-23"},{"text":"The programme is estimated to reduce greenhouse gas emissions by 572,800 t CO2 eq per annum, with 546,800 tonnes avoided by diverting waste from landfills and 26,000 tonnes reduced through a fuel switch to renewable energy from anaerobic digestion.","ai_generated":true,"unit":"gclifun-004848#insight-4","date_modified":"2026-10-23"},{"text":"Grant financing is deemed critical because waste treatment technologies are not financially feasible on their own and would be unaffordable for secondary municipalities if funded through commercial or concessionary loans.","ai_generated":true,"unit":"gclifun-004848#insight-5","date_modified":"2026-10-23"},{"text":"The programme is expected to create 534 jobs during the construction phase and 404 permanent operational jobs per annum, primarily for unskilled and semi-skilled laborers.","ai_generated":true,"unit":"gclifun-004848#insight-6","date_modified":"2026-10-23"},{"text":"The project incorporates an innovative nutrient up-cycling technology using black soldier flies to convert pre-treated food waste into sustainable animal feed protein, which is estimated to emit 81% less GHG than fishmeal.","ai_generated":true,"unit":"gclifun-004848#insight-7","date_modified":"2026-10-23"},{"text":"To attract private operators, the programme proposes service contracts lasting 6 to 9 years, which is longer than the standard 3-year municipal contracts.","ai_generated":true,"unit":"gclifun-004848#insight-8","date_modified":"2026-10-23"},{"text":"The programme targets social co-benefits by sourcing at least 10% of feedstock from underserved poor communities, which is expected to reduce health risks associated with illegal dumping.","ai_generated":true,"unit":"gclifun-004848#insight-9","date_modified":"2026-10-23"}],"climate_tags":["waste management","methane emissions","circular economy","renewable energy","climate finance","green economy","waste-to-energy"],"geography_discussed":["Rustenburg Local Municipality","Emfuleni Local Municipality","uMhlathuze Local Municipality","Msunduzi Local Municipality","Mbombela Local Municipality","Mangaung Metro Municipality","Cape Town"],"frame_perspective":[],"analysis_type":["funding proposal","feasibility assessment","climate impact projection"]}]}