{"query_echo":{"q":"","filters":{"analysis_type":["economic impact modeling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'economic impact modeling' 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=economic+impact+modeling","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-000802","url":"https://climateinsightsdirectory.org/document/ucs-000802","title":"Less Fertilizer, Better Outcomes: USDA Conservation Programs Benefit Both Farmers and the Planet","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2026-02","source_url":"https://www.ucs.org/sites/default/files/2026-02/Less-Fertilizer-Better-Outcomes-appendices.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report estimates that US farmers apply 30% to 50% more synthetic nitrogen fertilizer than crops can absorb, contributing to significant greenhouse gas emissions. It calculates total US fertilizer-related emissions at approximately 120 million metric tons of CO2 equivalent, with direct nitrous oxide emissions accounting for nearly 40% of this total. The document also analyzes the impact of USDA's Conservation Stewardship Program (CSP) and Environmental Quality Incentives Program (EQIP), specifically Nutrient Management Practice 590, arguing that increased funding for these programs can reduce fertilizer dependency and generate economic benefits for farmers and the broader economy.","ai_generated":true,"unit":"ucs-000802#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"US farmers apply between 30 and 50 percent more synthetic nitrogen fertilizer than crops can absorb, leading to runoff that harms ecosystems, people, and the climate.","ai_generated":true,"unit":"ucs-000802#insight-1","date_modified":"2026-10-23"},{"text":"Total heat-trapping gas emissions from nitrogen fertilizer use in the United States are estimated at 119,971,000 metric tons of CO2 equivalent, with direct nitrous oxide (N2O) emissions being the dominant source, representing nearly 40 percent of the total.","ai_generated":true,"unit":"ucs-000802#insight-2","date_modified":"2026-10-23"},{"text":"Sensitivity analysis indicates that total US fertilizer-related emissions could range from a low estimate of 76,817,000 metric tons to a high estimate of 612,080,000 metric tons of CO2 equivalent depending on model parameters.","ai_generated":true,"unit":"ucs-000802#insight-3","date_modified":"2026-10-23"},{"text":"In 2023, 11.62 million metric tons (MMT) of nitrogen fertilizer were applied on US agricultural cropland, comprising approximately 58 percent of all fertilizer consumption in the country.","ai_generated":true,"unit":"ucs-000802#insight-4","date_modified":"2026-10-23"},{"text":"USDA's Nutrient Management Practice 590 provides cost-sharing for nutrient management plans, with Minnesota leading Illinois and Iowa in both funding and implementation scale due to state water-quality rules and groundwater nitrate concerns.","ai_generated":true,"unit":"ucs-000802#insight-5","date_modified":"2026-10-23"},{"text":"The implementation of Practice 590 is estimated to save producers an average of $29.28 in fertilizer costs per acre.","ai_generated":true,"unit":"ucs-000802#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide emissions","greenhouse gas inventory","Climate-smart agriculture"],"geography_discussed":["Illinois","Iowa","Minnesota"],"frame_perspective":[],"analysis_type":["emissions estimation","economic impact modeling","sensitivity analysis"]},{"id":"ember-000204","url":"https://climateinsightsdirectory.org/document/ember-000204","title":"ASEAN’s low-carbon future flows through smart grids","publisher":{"name":"Ember","organization":"ember"},"document_type":"report","language":"en","date_published":"2025-10-14","source_url":"https://ember-energy.org/app/uploads/2025/10/ASEANs-low-carbon-future-flows-through-smart-grids-PDF.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that smart grids are essential for ASEAN to integrate rapidly growing solar and wind capacity while supporting industrial growth. It estimates that an investment of $4 billion to $10.7 billion is needed to modernize power systems, which could potentially unlock $2.3 billion in annual economic value by 2040 and create between 243,000 and 649,000 jobs. The document highlights the need for regional cooperation to harmonize grid codes and mobilize green finance to overcome current fragmented standards and financing gaps.","ai_generated":true,"unit":"ember-000204#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"ASEAN's power reliability improved significantly between 2015 and 2020, with the average outage duration (SAIDI) decreasing by nearly 60% from 13.0 to 5.2 hours and the outage frequency (SAIFI) dropping from 8.6 to 4.4 hours per user.","ai_generated":true,"unit":"ember-000204#insight-1","date_modified":"2026-10-23"},{"text":"The economic cost of power outages varies by country based on the Value of Lost Load (VOLL); Singapore has the highest VOLL at over $6/kWh, while Myanmar, the Philippines, and Indonesia exceed $3/kWh.","ai_generated":true,"unit":"ember-000204#insight-2","date_modified":"2026-10-23"},{"text":"Failure to modernize grids could result in nearly $2.3 billion in annual outage-related economic losses for ASEAN by 2040 due to diminished competitiveness and missed industrial output.","ai_generated":true,"unit":"ember-000204#insight-3","date_modified":"2026-10-23"},{"text":"ASEAN's solar and wind capacity are projected to grow substantially by 2050, with solar increasing from 27.7 GW in 2023 to 334.8 GW and wind expanding from 7.4 GW to 228.4 GW.","ai_generated":true,"unit":"ember-000204#insight-4","date_modified":"2026-10-23"},{"text":"Depending on the chosen pathway, ASEAN requires an upfront smart grid investment of $4 billion for a distribution-focused approach, $6.7 billion to enable rapid renewable growth, or $10.7 billion to support regional integration.","ai_generated":true,"unit":"ember-000204#insight-5","date_modified":"2026-10-23"},{"text":"Investment in smart grid infrastructure is estimated to create between 243,000 and 649,000 jobs across the region in sectors including engineering, IT, and construction.","ai_generated":true,"unit":"ember-000204#insight-6","date_modified":"2026-10-23"},{"text":"To scale smart grid adoption, the report recommends three strategic policy levers: harmonizing regional standards and grid codes, establishing clear financing frameworks for cost recovery, and scaling proven pilot models through knowledge sharing.","ai_generated":true,"unit":"ember-000204#insight-7","date_modified":"2026-10-23"}],"climate_tags":["smart grid","wide area synchronous grid","solar energy","wind power","battery energy storage system","energy transition","Power system reliability","sustainable finance","demand response","energy security","decarbonization"],"geography_discussed":["Singapore","Vietnam","Philippines","Indonesia","Thailand","Malaysia","Myanmar","Cambodia","Laos","Brunei","India","People's Republic of China","European Union","Senegal"],"frame_perspective":[],"analysis_type":["investment assessment","policy analysis","economic impact modeling"]}]}