{"query_echo":{"q":"","filters":{"analysis_type":["design recommendations"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'design recommendations' 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=design+recommendations","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-000257","url":"https://climateinsightsdirectory.org/document/climstra-000257","title":"How to Design Border Carbon Adjustments that Work for the Climate","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"policy brief","language":"en","date_published":"2017-10","source_url":"https://climatestrategies.org/wp-content/uploads/2017/11/CS_WP2-Brief_FINAL-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief argues that border carbon adjustments (BCAs) are a more effective tool for addressing emissions leakage than traditional 'behind the border' measures like free allowances. It outlines a specific six-step design process: determining scope and coverage, calculating embedded carbon, determining the adjustment level, deciding revenue use, establishing an expiration date, and ensuring a fair and transparent process. The authors recommend that BCAs focus on primary goods in high-carbon sectors, apply only to imports to avoid WTO subsidy issues, and exempt Least Developed Countries. Revenue generated should be used to support environmental objectives and benefit affected developing countries. The brief also notes that while BCAs have been proposed in the EU and US, they are rarely implemented.","ai_generated":true,"unit":"climstra-000257#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Emissions leakage occurs when a country's emissions reductions are offset by increases elsewhere due to relocated production or displaced fuel consumption, which can \"seriously undermine climate action\".","ai_generated":true,"unit":"climstra-000257#insight-1","date_modified":"2026-10-23"},{"text":"Traditional measures to combat leakage, such as output-based rebates and free allocation of emission allowances, have often failed due to \"regulatory capture, perverse incentives, and windfall profits\".","ai_generated":true,"unit":"climstra-000257#insight-2","date_modified":"2026-10-23"},{"text":"To minimize legal risks and administrative burdens, BCAs should apply only to imports and focus on \"primary goods, i.e. commodities from sectors with high carbon cost and trade exposure\".","ai_generated":true,"unit":"climstra-000257#insight-3","date_modified":"2026-10-23"},{"text":"The calculation of embedded carbon should include both direct emissions and indirect emissions from energy, utilizing \"Global average sectoral benchmarks for direct emissions\" and regional or local factors for indirect emissions.","ai_generated":true,"unit":"climstra-000257#insight-4","date_modified":"2026-10-23"},{"text":"To prevent BCAs from becoming permanent fiscal tools, they should be \"temporary in nature and contain a sunset clause\" that triggers expiration once leakage rates drop below a specific level.","ai_generated":true,"unit":"climstra-000257#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon price","carbon leakage","trade policy","emission trading","emission intensity","climate finance"],"geography_discussed":["European Union","United States","California"],"frame_perspective":[],"analysis_type":["policy framework","design recommendations"]},{"id":"rmi-001046","url":"https://climateinsightsdirectory.org/document/rmi-001046","title":"Report of the Integrated Design Charrette","publisher":{"name":"RMI","organization":"rmi"},"document_type":"report","language":"en","date_published":"2003","source_url":"https://rmi.org/app/uploads/2017/05/RMI_Document_Repository_Public-Reprts_E03-08_HighPerformanceDataCenters.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report details a whole-systems approach to data center design, focusing on reducing 'native loads' (CPUs and servers) to create compounding energy savings upstream in cooling and power systems. It proposes a 'Hyperserver' concept that reduces power from 128W to 21W, advocates for liquid cooling to replace inefficient fans, and recommends onsite AC power generation with the utility grid as backup. The document argues that current industry incentives, such as charging by square footage, are perverse and should be replaced by metrics based on power density and actual lifecycle costs.","ai_generated":true,"unit":"rmi-001046#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Computer power supplies are identified as a major source of inefficiency, often operating at only 15–40 percent of full load, which results in efficiencies of 50–65 percent or lower.","ai_generated":true,"unit":"rmi-001046#insight-1","date_modified":"2026-10-23"},{"text":"The report argues that the value of each watt delivered to a server is significantly higher than the cost of the electricity alone, ranging from $4/W to $20/W depending on the 'delivery factor' and local electricity rates.","ai_generated":true,"unit":"rmi-001046#insight-2","date_modified":"2026-10-23"},{"text":"Liquid cooling is recommended as a necessary transition to handle increasing chip heat densities, as water can conduct approximately 3,467 times as much heat as the same volume of air.","ai_generated":true,"unit":"rmi-001046#insight-3","date_modified":"2026-10-23"},{"text":"Cooling efficiency can be improved by 50–100 percent (reducing energy costs by 30–50%) with an annual return on investment of 40–400 percent, without decreasing reliability.","ai_generated":true,"unit":"rmi-001046#insight-4","date_modified":"2026-10-23"},{"text":"The recommended facility power supply is an onsite AC generation system with minimum double redundancy, utilizing the utility grid only as a backup to eliminate 50 percent of current system losses.","ai_generated":true,"unit":"rmi-001046#insight-5","date_modified":"2026-10-23"},{"text":"The report advocates for 'downstream-to-upstream' thinking, where reducing energy use at the native load (the server) creates compounding savings that allow all upstream support systems (cooling, power) to be smaller and cheaper.","ai_generated":true,"unit":"rmi-001046#insight-6","date_modified":"2026-10-23"}],"climate_tags":["distributed generation"],"geography_discussed":["United States","Switzerland"],"frame_perspective":[],"analysis_type":["design recommendations","technical assessment","whole-systems analysis"]}]}