{"query_echo":{"q":"","filters":{"analysis_type":["Simulation"]},"warnings":[]},"total":{"value":56,"relation":"eq"},"page":2,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Simulation&page=2","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=Simulation&page=3","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":"iisd-003144","url":"https://climateinsightsdirectory.org/document/iisd-003144","title":"Integration of Climate Data in the SAVi Wastewater Model","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2020-09","source_url":"https://www.iisd.org/system/files/2020-09/intregration-climate-data-savi-wastewater-model.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details how climate indicators—specifically precipitation, runoff, and temperature—from the Copernicus Climate Data Store (CDS) are integrated into the SAVi Wastewater model. It provides a literature review on how these variables affect wastewater treatment facility (WWTF) capacity and efficiency, such as the impact of heavy rainfall on sewage overflows and the effect of temperature on nutrient removal. The report includes simulation results for Johannesburg, demonstrating that climate-induced sewage overflows and urban runoff increase energy use, energy costs, and the social cost of carbon, while also causing environmental damage through nitrogen leaching.","ai_generated":true,"unit":"iisd-003144#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Precipitation impacts wastewater treatment plants by causing runoff that leads to overflows, which reduces treatment efficiency and increases operational costs; extreme flow can cause a complete shutdown of the facility.","ai_generated":true,"unit":"iisd-003144#insight-1","date_modified":"2026-10-23"},{"text":"Temperature changes affect the efficiency of pollutant removal in wastewater treatment. While higher temperatures can increase the removal efficiency of some pollutants, they can also promote the growth of algae and parasites that reduce overall efficiency and increase treatment time.","ai_generated":true,"unit":"iisd-003144#insight-2","date_modified":"2026-10-23"},{"text":"Increased wastewater viscosity, driven by low precipitation and higher temperatures, leads to accelerated depreciation of infrastructure and higher maintenance costs due to increased sludge settlement in sewers.","ai_generated":true,"unit":"iisd-003144#insight-3","date_modified":"2026-10-23"},{"text":"Simulation results for Johannesburg under the IPSL RCP8.5 scenario indicate that between 2020 and 2080, cumulative energy use for wastewater treatment in the CDS climate impact scenario is projected to be 2.25% higher than the no-impact scenario, totaling an additional 679 MWh.","ai_generated":true,"unit":"iisd-003144#insight-4","date_modified":"2026-10-23"},{"text":"The monetized impact of sewage overflows in the simulation includes an increase in energy costs by 135,803 USD, the social cost of carbon by 14,735 USD, and additional costs of 204,343 USD for nitrogen leaching into the environment.","ai_generated":true,"unit":"iisd-003144#insight-5","date_modified":"2026-10-23"},{"text":"In the urban stormwater runoff simulation, the CDS climate impact scenario shows a 13% reduction in cumulative stormwater loads (5.83 billion liters vs 6.7 billion liters) between 2020 and 2100 compared to the no-impact scenario, but introduces higher peak loads, with a maximum monthly load of 37.8 million liters.","ai_generated":true,"unit":"iisd-003144#insight-6","date_modified":"2026-10-23"},{"text":"Increased stormwater loads in the simulation are projected to raise total energy use by 5.4% compared to the no-impact scenario, equivalent to approximately 1,627 MWh over 80 years.","ai_generated":true,"unit":"iisd-003144#insight-7","date_modified":"2026-10-23"}],"climate_tags":["precipitation"],"geography_discussed":["Johannesburg","People's Republic of China"],"frame_perspective":[],"analysis_type":["simulation","literature review","technical integration"]},{"id":"iisd-003451","url":"https://climateinsightsdirectory.org/document/iisd-003451","title":"Sustainability Assessment of an Onshore Wind Portfolio in Germany","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2020-09","source_url":"https://www.iisd.org/system/files/2020-10/savi-onshore-wind-germany.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates a 28.7 MW onshore wind portfolio in Germany against a gas-fired power plant of equivalent annual generation. Using the SAVi methodology, it integrates externalities (environmental, social, and economic) and climate change risks (physical and transitional) into a Cost-Benefit Analysis (CBA), Levelized Cost of Electricity (LCOE), and financial analysis. The findings indicate that while both assets are viable under conventional metrics, the wind portfolio is significantly more resilient to climate risks and societal costs. The gas-fired plant's financial viability collapses if a carbon tax is introduced or if social costs of carbon are internalized, whereas the wind portfolio maintains positive internal rates of return (IRR) and lower societal LCOE.","ai_generated":true,"unit":"iisd-003451#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Under conventional cost-benefit analysis (CBA), both assets generate positive economic returns, with the onshore wind farm producing EUR 25.16 million and the gas-fired power plant producing EUR 16.4 million.","ai_generated":true,"unit":"iisd-003451#insight-1","date_modified":"2026-10-23"},{"text":"The integration of externalities and climate risks reduces the onshore wind farm's net CBA results by approximately 14% to 16%, leaving them at roughly EUR 21 million regardless of the emission valuation method used.","ai_generated":true,"unit":"iisd-003451#insight-2","date_modified":"2026-10-23"},{"text":"The gas-fired power plant is highly sensitive to the emission valuation method in the CBA; it yields a positive net result of EUR 2.46 million when using health costs of air pollution, but a negative result of EUR -2.87 million when using the social cost of carbon.","ai_generated":true,"unit":"iisd-003451#insight-3","date_modified":"2026-10-23"},{"text":"The total integrated LCOE for the onshore wind farm is approximately EUR 69/MWh, representing a slight increase of about 7% over its conventional LCOE. In contrast, the gas-fired plant's LCOE increases by 15% to over 20%, ranging between EUR 76.21/MWh and EUR 81.48/MWh.","ai_generated":true,"unit":"iisd-003451#insight-4","date_modified":"2026-10-23"},{"text":"Climate change risks have no impact on the financial performance of the onshore wind portfolio, but they severely impair the gas-fired power plant. A carbon tax would result in negative project and equity IRRs for the gas plant, while a 1.5°C air temperature increase would lower its equity IRR to 0.63% and project IRR to 1.24%.","ai_generated":true,"unit":"iisd-003451#insight-5","date_modified":"2026-10-23"},{"text":"Internalizing all measured externalities reduces the onshore wind farm's project IRR from 4.93% to approximately 4% and its equity IRR from 6.7% to between 5.05% and 5.23%, though it remains financially attractive.","ai_generated":true,"unit":"iisd-003451#insight-6","date_modified":"2026-10-23"},{"text":"The gas-fired power plant becomes financially unviable if the social cost of carbon or health costs of air pollution are internalized, with IRRs shrinking to zero or becoming negative.","ai_generated":true,"unit":"iisd-003451#insight-7","date_modified":"2026-10-23"},{"text":"The onshore wind farm has a higher material intensity for cement and steel per MWh compared to the gas-fired plant, but the gas-fired plant consumes significantly more water per MWh and in absolute terms.","ai_generated":true,"unit":"iisd-003451#insight-8","date_modified":"2026-10-23"},{"text":"The wind farm's impact on biodiversity is estimated at 1.18 bird kills per MW per year, totaling approximately 1,247 kills over its lifetime. The gas-fired plant is estimated to cause 301.53 bird kills annually, totaling 12,061 over its lifecycle, including upstream supply chain impacts.","ai_generated":true,"unit":"iisd-003451#insight-9","date_modified":"2026-10-23"}],"climate_tags":["climate risk","carbon tax","land use"],"geography_discussed":["Switzerland"],"frame_perspective":[],"analysis_type":["comparative assessment","financial analysis","sustainability assessment","simulation"]},{"id":"rmi-000765","url":"https://climateinsightsdirectory.org/document/rmi-000765","title":"HOURS OF SAFETY IN COLD WEATHER: A FRAMEWORK FOR CONSIDERING RESILIENCE IN BUILDING ENVELOPE DESIGN AND CONSTRUCTION","publisher":{"name":"RMI","organization":"rmi"},"document_type":"briefing","language":"en","date_published":"2020-02","source_url":"https://rmi.org/wp-content/uploads/2020/02/Hours-of-Safety-insight-brief.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The briefing introduces 'hours of safety' to measure building resilience during extreme cold events. Simulations in Duluth, Minnesota, show that high-performance envelopes, such as Passive House standards, maintain safe temperatures significantly longer than older or code-compliant homes, highlighting the potential for this metric to guide resilience planning and weatherization efforts.","ai_generated":true,"unit":"rmi-000765#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'hours of safety' framework quantifies the duration a home can maintain comfort and safety thresholds before indoor temperatures reach unsafe levels, which is critical for protecting vulnerable populations during increasing extreme weather events.","ai_generated":true,"unit":"rmi-000765#insight-1","date_modified":"2026-10-23"},{"text":"Simulations of power outages during cold snaps reveal a stark difference in resilience based on building age and standards: homes built before 1950 fell below 40°F within 8 hours, while 2009 code-compliant buildings lasted 45 hours.","ai_generated":true,"unit":"rmi-000765#insight-2","date_modified":"2026-10-23"},{"text":"High-performance building envelopes, specifically those meeting Passive House standards or net-zero energy ready (NZER) criteria, provide the highest level of resilience, maintaining temperatures above 40°F for over six days.","ai_generated":true,"unit":"rmi-000765#insight-3","date_modified":"2026-10-23"},{"text":"There is a significant equity concern as low-income residents and seniors are more likely to live in older, poorly insulated housing that can reach life-threatening temperatures within 12 hours of a power outage.","ai_generated":true,"unit":"rmi-000765#insight-4","date_modified":"2026-10-23"},{"text":"Passive House models showed a 90 percent reduction in 'severe cold stress hours' (temperatures below 40°F) compared to 1950s home models and performed over 7 percent better than net-zero energy ready buildings.","ai_generated":true,"unit":"rmi-000765#insight-5","date_modified":"2026-10-23"},{"text":"The 'hours of safety' metric could be integrated into state and city policies, including residential energy disclosure policies, emergency response plans to identify vulnerable neighborhoods, and future building code developments.","ai_generated":true,"unit":"rmi-000765#insight-6","date_modified":"2026-10-23"}],"climate_tags":["building envelope","climate change adaptation","energy efficiency","passive houses","sustainable architecture","climate justice"],"geography_discussed":["California","New York"],"frame_perspective":[],"analysis_type":["simulation","framework proposal"]},{"id":"cdkn-000559","url":"https://climateinsightsdirectory.org/document/cdkn-000559","title":"How to play the gender and climate game","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":"2020","source_url":"https://cdkn.org/sites/default/files/files/Facilitators-guide-to-the-simplified-and-adapted-gender-and-climate-game_2020_Ethiopia-version_final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The guide outlines a simulation game where participants act as subsistence farmers managing assets (beans) against climate risks (droughts and floods). The game progresses from a gender-neutral phase to one that introduces systemic inequalities—such as lower starting assets for women and lower harvest payouts—to spark dialogue on climate vulnerability. An optional 'gender-smart programming' round demonstrates how targeted interventions can equalize outcomes by providing equal starting assets and harvest rewards regardless of gender.","ai_generated":true,"unit":"cdkn-000559#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The game's primary learning objectives are to examine how climate change impacts increase existing vulnerabilities and to facilitate dialogue regarding gender inequalities.","ai_generated":true,"unit":"cdkn-000559#insight-1","date_modified":"2026-10-23"},{"text":"The simulation models climate risk through three seed options: normal seeds (costing one bean), and flood-resistant or drought-resistant varieties (costing two beans each). Success or failure is determined by a weather card, with successful harvests yielding two beans and failures requiring a payment of four beans to the central pot.","ai_generated":true,"unit":"cdkn-000559#insight-2","date_modified":"2026-10-23"},{"text":"The 'Gender surprise' phase introduces systemic disadvantages for women, including lower initial endowments (four beans compared to five for men) and lower harvest payouts (two beans compared to three for men).","ai_generated":true,"unit":"cdkn-000559#insight-3","date_modified":"2026-10-23"},{"text":"Additional vulnerabilities are simulated using mini cards for attributes such as pregnancy, disability, illness, or old age; in the standard game, these attributes require the player to surrender one bean from their harvest.","ai_generated":true,"unit":"cdkn-000559#insight-4","date_modified":"2026-10-23"},{"text":"The 'gender-smart programming' variant demonstrates a model where women receive the same starting endowment (five beans) and harvest payout (three beans) as men, and those with additional vulnerabilities receive an extra bean upon a successful harvest.","ai_generated":true,"unit":"cdkn-000559#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate variability","climate change vulnerability","climate change adaptation"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["educational tool","simulation"]},{"id":"iisd-003458","url":"https://climateinsightsdirectory.org/document/iisd-003458","title":"An Application of the Sustainable Asset Valuation (SAVi) Methodology in Sri Lanka","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2019-08","source_url":"https://www.iisd.org/system/files/publications/savi-sri-lanka-beira-lake-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report evaluates four scenarios for the restoration of South-West Beira Lake in Colombo: business-as-usual (BAU), wastewater treatment upgrades, dredging of lake deposits, and a combined approach. The analysis finds that while dredging alone provides limited benefits, upgrading wastewater treatment offers the highest benefit-to-cost ratio (39.67). The combined scenario of wastewater treatment and dredging produces the greatest absolute economic gains, increasing property values by over USD 43 million and recreational spending by USD 19.5 million by 2025. The document recommends recognizing the lake as a tangible capital asset to facilitate blended financing solutions involving public authorities and private investors.","ai_generated":true,"unit":"iisd-003458#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The business-as-usual (BAU) scenario, which assumes no additional restoration investments, results in further water quality deterioration and a net decrease in property values of slightly more than USD 170,000 by the end of 2025.","ai_generated":true,"unit":"iisd-003458#insight-1","date_modified":"2026-10-23"},{"text":"Upgrading wastewater treatment facilities to reduce nitrogen (N) and phosphorus (P) inflows is the most cost-effective intervention, yielding a benefit-to-cost ratio of 39.67. This scenario increases property values by more than USD 14 million and recreational spending by over USD 10 million between 2020 and 2025.","ai_generated":true,"unit":"iisd-003458#insight-2","date_modified":"2026-10-23"},{"text":"Dredging lake sediment alone is insufficient for long-term ecosystem restoration because continuous nutrient inflows from untreated wastewater persist. While it provides a benefit-to-cost ratio of 2.09, the resulting water clarity improvements are slight and temporary.","ai_generated":true,"unit":"iisd-003458#insight-3","date_modified":"2026-10-23"},{"text":"A combined approach of wastewater treatment upgrades and sediment dredging achieves the highest overall economic benefits, with an estimated property value increase of over USD 43 million and cumulative recreational spending of USD 19.5 million by 2025, resulting in a benefit-to-cost ratio of 9.92.","ai_generated":true,"unit":"iisd-003458#insight-4","date_modified":"2026-10-23"},{"text":"The report identifies a potential risk with the use of ionic cupric copper for chemical treatment of lake water, noting it can have toxic impacts on fish, crustaceans, and algae, and may completely alter ecosystem composition and biodiversity.","ai_generated":true,"unit":"iisd-003458#insight-5","date_modified":"2026-10-23"},{"text":"To fund restoration, the report suggests a blended finance model, including a dedicated municipal maintenance charge, public-private partnerships for wastewater facilities, or a capital fund supported by beneficiaries such as property developers and investors.","ai_generated":true,"unit":"iisd-003458#insight-6","date_modified":"2026-10-23"}],"climate_tags":["ecosystem service","wastewater treatment","water quality","Blended Finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["cost-benefit analysis","simulation","economic valuation"]},{"id":"sei-001348","url":"https://climateinsightsdirectory.org/document/sei-001348","title":"Examining wood-energy systems with integrated assessment and landscape models","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2019-05","source_url":"https://www.sei.org/wp-content/uploads/2019/05/examining-wood-energy-systems-with-integrated-assessment-and-landscape-models.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper argues that traditional Integrated Assessment Models (IAMs) often fail to accurately capture the complexities of biomass energy and land cover, particularly in sub-Saharan Africa. By linking the TIAM-ECN economic model with the MoFuSS geospatial model, the author demonstrates that projected woodfuel demand in Kenya exceeds the sustainable supply of woody biomass. The study highlights a gap in current modelling where economic optimization does not account for physical landscape constraints, suggesting that future models must better integrate market responses, such as price increases and fuel substitution, with spatial biomass availability.","ai_generated":true,"unit":"sei-001348#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Traditional woodfuels in sub-Saharan Africa contribute significantly to environmental and health burdens, potentially exceeding industrial sources in their climate impacts due to land cover change and emissions of climate-forcing pollutants.","ai_generated":true,"unit":"sei-001348#insight-1","date_modified":"2026-10-23"},{"text":"Integrated Assessment Models (IAMs) generally struggle to model biomass energy and land cover accurately, especially for traditional fuels like fuelwood and charcoal which are traded in informal markets with unknown prices and supply levels.","ai_generated":true,"unit":"sei-001348#insight-2","date_modified":"2026-10-23"},{"text":"In a case study of Kenya, the TIAM-ECN model's business-as-usual projections for woodfuel demand exceed the country's sustainable supply of wood under current management and biomass stocks.","ai_generated":true,"unit":"sei-001348#insight-3","date_modified":"2026-10-23"},{"text":"Simulations using the MoFuSS model indicate that under projected demand, Kenya's woody biomass stocks would decline by approximately 15%, resulting in a 50% drop in met demand and millions of tons of unmet demand annually.","ai_generated":true,"unit":"sei-001348#insight-4","date_modified":"2026-10-23"},{"text":"Initial tests in the TIAM model showed that doubling or tripling the prices of fuelwood and charcoal had no discernible effect on demand, which the author suggests does not reflect the actual fuel substitution behavior observed in Kenya.","ai_generated":true,"unit":"sei-001348#insight-5","date_modified":"2026-10-23"},{"text":"The study concludes that while IAMs provide economic and energy system insights and landscape models simulate environmental constraints, they must be better linked to account for market forces, such as how price increases drive consumers toward alternative fuels or suppliers toward more efficient production.","ai_generated":true,"unit":"sei-001348#insight-6","date_modified":"2026-10-23"}],"climate_tags":["bioenergy","biodiversity","energy transition"],"geography_discussed":["sub-Saharan Africa","Honduras","Haiti"],"frame_perspective":[],"analysis_type":["methodological assessment","case study","simulation"]},{"id":"sei-001334","url":"https://climateinsightsdirectory.org/document/sei-001334","title":"Mänguraamat Valikutega seiklus säästva energia valdkonnas","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"guide","language":"et","date_published":"2018-09","source_url":"https://www.sei.org/wp-content/uploads/2017/12/enlarge-gamebook-est.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The guide uses a series of realistic, simulated scenarios to explore the complexities of involving citizens in sustainable energy projects, such as wind farm siting and energy efficiency upgrades. It focuses on three primary dimensions of success: social legitimacy, institutional sustainability, and political effectiveness. Through 39 different sections, the document analyzes the trade-offs between different engagement models—participatory, deliberative, and hybrid—and provides strategies for managing conflicts, handling technical constraints, and navigating the influence of higher-level government bodies and political election cycles.","ai_generated":true,"unit":"sei-001334#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The success of citizen engagement in policy-making is measured by three key dimensions: social legitimacy (public acceptance), institutional sustainability (integration into normal democracy without causing official resentment), and political effectiveness (the actual impact on decisions and projects).","ai_generated":true,"unit":"sei-001334#insight-1","date_modified":"2026-10-23"},{"text":"The 'participatory model' is characterized by less regulated, voluntary engagement, such as open meetings and proposal collection, which can increase social legitimacy but may struggle with institutional sustainability if politicians feel sidelined or if technical specialists find citizen proposals unrealistic.","ai_generated":true,"unit":"sei-001334#insight-2","date_modified":"2026-10-23"},{"text":"The 'deliberative model' uses a small, randomly selected, and demographically diverse group of citizens to conduct deep, regulated discussions with experts to reach constructive solutions, though it may suffer from lower social legitimacy because the broader public is excluded from the core process.","ai_generated":true,"unit":"sei-001334#insight-3","date_modified":"2026-10-23"},{"text":"A 'hybrid model' attempts to combine the openness of the participatory model with the depth of the deliberative model, but this can increase complexity and the risk of contradictory outcomes between the two stages.","ai_generated":true,"unit":"sei-001334#insight-4","date_modified":"2026-10-23"},{"text":"Technical and legal constraints often clash with citizen desires; a lack of clear communication regarding these limits can lead to frustration and a loss of social legitimacy when many citizen proposals are rejected as unfeasible.","ai_generated":true,"unit":"sei-001334#insight-5","date_modified":"2026-10-23"},{"text":"The use of professional mediators can help manage conflicts and ensure a more balanced process, but it introduces significant costs (estimated between 30,000 and 60,000 euros) and may be viewed with skepticism if the mediators are paid by the local government.","ai_generated":true,"unit":"sei-001334#insight-6","date_modified":"2026-10-23"},{"text":"Political cycles, such as regional elections, can disrupt the timeline and legitimacy of participatory processes, often leading to increased conflict and the need to delay meetings to avoid political interference.","ai_generated":true,"unit":"sei-001334#insight-7","date_modified":"2026-10-23"},{"text":"In the implementation of energy efficiency projects, financial incentives (tax breaks, loans) are generally more understood and accepted than complex mechanisms like energy consumption rights auctions, though they place a higher burden on public budgets.","ai_generated":true,"unit":"sei-001334#insight-8","date_modified":"2026-10-23"},{"text":"Group dynamics in deliberative processes can be hindered by 'selective attention' (ignoring information that contradicts one's view) and the 'spiral of silence' (where minorities avoid speaking), which can be mitigated by using storytelling and encouraging participants to adopt opposing viewpoints.","ai_generated":true,"unit":"sei-001334#insight-9","date_modified":"2026-10-23"}],"climate_tags":["sustainable energy","wind power","energy efficiency","climate policy","local government","energy transition","renewable energy"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation","guide","case study analysis"]},{"id":"sei-000923","url":"https://climateinsightsdirectory.org/document/sei-000923","title":"Land-use options for staying within the Planetary Boundaries","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2018-02-21","source_url":"https://www.sei.org/publications/land-use-options-planetary-boundaries/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The authors use a simulation-based multi-criteria land use optimization procedure to identify scenarios that balance terrestrial carbon storage, biodiversity conservation, land and water use, and food security. The analysis indicates that substantial increases in agricultural productivity are key to achieving better outcomes across these goals, with potential terrestrial carbon sequestration reaching 98 GtC and biodiversity risk reduction of 53%. The research also examines synergies and trade-offs between these global scenarios and local or national goals, such as the Sustainable Development Goals (SDGs).","ai_generated":true,"unit":"sei-000923#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Global land-use scenarios can improve outcomes for carbon storage, biodiversity, and food supply for 9 billion people, particularly if agricultural productivity increases significantly.","ai_generated":true,"unit":"sei-000923#insight-1","date_modified":"2026-10-23"},{"text":"The potential for terrestrial carbon sequestration is 98 GtC, and the potential reduction in biodiversity risk is 53%.","ai_generated":true,"unit":"sei-000923#insight-2","date_modified":"2026-10-23"},{"text":"The study analyzes how global land-use scenarios interact with national and local goals, including the Sustainable Development Goals (SDGs) regarding nature conservation, afforestation, bioenergy, employment, and equity.","ai_generated":true,"unit":"sei-000923#insight-3","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","land use","agricultural productivity","food security","afforestation","bioenergy","Sustainable Development Goals"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation","multi-criteria optimization"]},{"id":"rmi-001001","url":"https://climateinsightsdirectory.org/document/rmi-001001","title":"DEMAND FLEXIBILITY THE KEY TO ENABLING A LOW-COST, LOW-CARBON GRID","publisher":{"name":"RMI","organization":"rmi"},"document_type":"briefing","language":"en","date_published":"2018-02","source_url":"https://rmi.org/app/uploads/2018/02/Insight_Brief_Demand_Flexibility_2018.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that demand flexibility—shifting electricity use to match renewable supply—can increase renewable energy revenues, reduce curtailment, and lower carbon emissions more cost-effectively than investing in new gas-fired generation.","ai_generated":true,"unit":"rmi-001001#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In a simulated 2050 Texas power system, implementing demand flexibility across eight common end-use loads can increase the value of renewable generation, resulting in a 36% increase in revenues compared to a system with inflexible demand.","ai_generated":true,"unit":"rmi-001001#insight-1","date_modified":"2026-10-23"},{"text":"Demand flexibility of the modeled magnitude can significantly improve grid stability and efficiency by reducing annual renewable curtailment by 40%, lowering peak demand net of renewables by 24%, and reducing the average magnitude of multihour net-load ramps (the \"duck curve\") by 56%.","ai_generated":true,"unit":"rmi-001001#insight-2","date_modified":"2026-10-23"},{"text":"Utilizing a cost-effective portfolio of demand flexibility strategies can avoid approximately $1.9 billion in annual generator costs and reduce total annual CO2 emissions in the modeled system by 20% (approximately 6 million tons per year).","ai_generated":true,"unit":"rmi-001001#insight-3","date_modified":"2026-10-23"},{"text":"Certain flexibility levers are more cost-effective than others; commercial space heating, plug loads, electric vehicles (EVs), and electric water heaters are identified as inexpensive opportunities to reduce peak net load and curtailment.","ai_generated":true,"unit":"rmi-001001#insight-4","date_modified":"2026-10-23"},{"text":"The analysis identifies that residential air conditioning and residential heating are less cost-effective in the Texas geography due to limited coincidence with peak net load hours and higher capital intensity for thermal storage.","ai_generated":true,"unit":"rmi-001001#insight-5","date_modified":"2026-10-23"},{"text":"To fully capture the value of demand flexibility, the document recommends that policymakers and grid operators incorporate it as a core resource in grid planning to avoid stranded investments in natural gas-fired generation.","ai_generated":true,"unit":"rmi-001001#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Demand flexibility","Grid balancing","carbon dioxide emissions","electricity market"],"geography_discussed":["United States","Hawaii","California","Washington"],"frame_perspective":[],"analysis_type":["simulation","economic assessment","policy recommendation"]},{"id":"sei-000386","url":"https://climateinsightsdirectory.org/document/sei-000386","title":"The importance of socio-ecological system dynamics in understanding adaptation to global change in the forestry sector","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2017-05-01","source_url":"https://www.sei.org/publications/the-importance-of-socio-ecological-system-dynamics-in-understanding-adaptation-to-global-change-in-the-forestry-sector/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study uses the CRAFTY-Sweden agent-based model to simulate how the Swedish forestry sector adapts to various socio-economic and climatic scenarios up to 2100. It finds that while multi-objective management generally supports adaptation, a diverse combination of management strategies is most effective at meeting ecosystem service demands across large regions. The results indicate that adaptive capacity is dynamic, evolving through interactions between actors and external drivers, suggesting that process-based models are superior to indicator-based models for studying autonomous adaptation. Finally, the paper argues that combining planned and autonomous adaptation is more successful than either approach in isolation.","ai_generated":true,"unit":"sei-000386#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Simulations of the Swedish forestry sector indicate that multi-objective management generally offers the best foundation for adaptation, although a mix of different management strategies is more effective for meeting ecosystem service demands across larger regions.","ai_generated":true,"unit":"sei-000386#insight-1","date_modified":"2026-10-23"},{"text":"Adaptive capacity is not static but evolves over time based on interactions between individual actors and external global drivers, making process-based models more suitable for studying autonomous adaptation than models relying on indicators, exogenous proxies, or discrete snapshots.","ai_generated":true,"unit":"sei-000386#insight-2","date_modified":"2026-10-23"},{"text":"The most successful adaptation outcomes are likely to result from a combination of autonomous adaptation by forest owners and planned adaptation by institutions, rather than either acting independently.","ai_generated":true,"unit":"sei-000386#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","ecosystem service"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation","scenario analysis"]},{"id":"sei-000183","url":"https://climateinsightsdirectory.org/document/sei-000183","title":"The effect of forest owner decision-making, climatic change and societal demands on land use change and ecosystem service provision in Sweden","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2017-01-10","source_url":"https://www.sei.org/publications/the-effect-of-forest-owner-decision-making-climatic-change-and-societal-demands-on-land-use-change-and-ecosystem-service-provision-in-sweden/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document presents the CRAFTY-Sweden model, which simulates future land use and ecosystem services in Sweden. Findings suggest that socio-economic changes and owner behavior have a greater influence on land-use change than climatic effects on productivity. The model predicts an increase in timber harvesting and a decoupling between the supply and demand of forest ecosystem services.","ai_generated":true,"unit":"sei-000183#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Socio-economic changes and differences in land owner behavior are more influential in determining land-use change and its impact than the effects of climate change on land productivities.","ai_generated":true,"unit":"sei-000183#insight-1","date_modified":"2026-10-23"},{"text":"Simulations predict a significant rise in timber harvesting in the coming decades, alongside a substantial gap between the supply and demand for forest ecosystem services.","ai_generated":true,"unit":"sei-000183#insight-2","date_modified":"2026-10-23"}],"climate_tags":["ecosystem service","forestry","land-use change","climate change"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation","modelling"]},{"id":"sei-001082","url":"https://climateinsightsdirectory.org/document/sei-001082","title":"Climate change, irrigation and hydropower","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2016-03-16","source_url":"https://www.sei.org/publications/climate-change-irrigation-hydropower/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that the combined impact of climate change and expanded irrigation will generally reduce river runoff, with the most significant negative impact on hydropower production occurring in the Kizilirmak basin. While reservoirs in the Devoll basin improve water availability during low flow periods, reservoirs in the Kizilirmak basin increase water losses through evaporative surfaces and by enabling larger irrigation withdrawals.","ai_generated":true,"unit":"sei-001082#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The combined impact of climate change and expanded irrigation withdrawals is expected to reduce overall river runoff, with the most severe reductions occurring in the Kizilirmak basin, thereby limiting water available for hydropower.","ai_generated":true,"unit":"sei-001082#insight-1","date_modified":"2026-10-23"},{"text":"Reservoirs in the Kizilirmak basin increase water losses by facilitating larger irrigation withdrawals and increasing evaporation from surfaces; specifically, irrigation losses are 2 to 4 times higher than gross evaporation losses from the reservoirs.","ai_generated":true,"unit":"sei-001082#insight-2","date_modified":"2026-10-23"},{"text":"In the Devoll basin, reservoirs enhance water availability for hydropower during low flow periods, and current upstream irrigation poses a low risk to downstream power producers.","ai_generated":true,"unit":"sei-001082#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","agricultural irrigation","hydropower"],"geography_discussed":["Turkey","Albania"],"frame_perspective":[],"analysis_type":["simulation"]},{"id":"bc3res-000164","url":"https://climateinsightsdirectory.org/document/bc3res-000164","title":"Industrial and terrestrial carbon leakage under climate policy fragmentation","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2016-02","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201603311208301529793418.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study examines how fragmented climate policies, where some regions implement carbon taxes while others do not, lead to 'carbon leakage'—the relocation of emissions to non-participating regions. It distinguishes between industrial carbon leakage (ICL), driven by fossil fuel price changes, and terrestrial carbon leakage (TCL), driven by land-use changes. The findings indicate that TCL is the dominant form of leakage until 2050, primarily due to deforestation in non-participating regions as food and bioenergy production shift away from participating areas. The research concludes that the total leakage rate decreases as the size of the climate coalition increases, but even the most inclusive fragmented scenarios fail to limit global temperature rise to below 2°C by 2100.","ai_generated":true,"unit":"bc3res-000164#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Total carbon leakage rates are inversely related to the size of the climate coalition; the highest rate occurs in the smallest coalition (FR1) at 28% and the lowest in the largest (FR6) at 6% for the 2020-2050 period.","ai_generated":true,"unit":"bc3res-000164#insight-1","date_modified":"2026-10-23"},{"text":"Terrestrial carbon leakage (TCL) is the primary driver of total leakage up to 2050, with rates ranging from 21% to 93%, significantly exceeding industrial carbon leakage (ICL) rates of 3% to 14% in the same period.","ai_generated":true,"unit":"bc3res-000164#insight-2","date_modified":"2026-10-23"},{"text":"In the long term (2020-2100), industrial carbon leakage becomes the dominant form of leakage as emissions from land-use change decline after an initial peak between 2020 and 2030.","ai_generated":true,"unit":"bc3res-000164#insight-3","date_modified":"2026-10-23"},{"text":"Fragmented climate policies trigger a shift in land use where participating regions increase forest area (by 10% to 25% by 2050) while non-participating regions see increases in land dedicated to crops (4% to 40%) and bioenergy (15% to 40%).","ai_generated":true,"unit":"bc3res-000164#insight-4","date_modified":"2026-10-23"},{"text":"The shift of food and bioenergy production to non-participating regions, combined with the pricing of terrestrial carbon, leads to significant global food price increases, potentially by a factor of 2 to 2.5 by 2050 in scenarios FR5 and FR6, and up to a factor of 7 by 2100 in FR6.","ai_generated":true,"unit":"bc3res-000164#insight-5","date_modified":"2026-10-23"},{"text":"Fragmented regimes where only developed countries participate result in 2100 temperature increases above 3.4°C; even the most optimistic scenario (FR6) results in a 2.4°C increase, exceeding the 2°C stabilization target.","ai_generated":true,"unit":"bc3res-000164#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon leakage","land-use change","deforestation","afforestation","bioenergy","food price"],"geography_discussed":["European Union","People's Republic of China","United States","Russia","Middle East","Africa"],"frame_perspective":[],"analysis_type":["simulation","scenario analysis"]},{"id":"rmi-000750","url":"https://climateinsightsdirectory.org/document/rmi-000750","title":"ENERGY SAVINGS FROM WINDOW SHADES","publisher":{"name":"RMI","organization":"rmi"},"document_type":"report","language":"en","date_published":"2015-10-10","source_url":"https://rmi.org/app/uploads/2017/05/EnergySavingsFromWindowShades_FinalWebReport.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates the energy impact of Hunter Douglas insulating honeycomb shades using whole-building simulations in nine U.S. cities. It finds that these shades can significantly reduce heating and cooling energy consumption, particularly in existing homes, while improving operative temperatures and reducing peak electrical demand. The study emphasizes that savings are highly dependent on the operation schedule and window orientation, with west-facing windows being critical for peak demand reduction in summer.","ai_generated":true,"unit":"rmi-000750#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Insulating honeycomb shades can significantly reduce residential energy use, with existing homes seeing larger savings than new homes. In cooling-dominated climates, the savings for existing homes are more than triple those of new homes in absolute terms.","ai_generated":true,"unit":"rmi-000750#insight-1","date_modified":"2026-10-23"},{"text":"The maximum annual energy bill savings for a 2,400 square foot home using Trielle production fit shades operated on the Green Mode schedule vary by city: for new homes, savings range from $60 in San Francisco to $180 in Phoenix and Washington D.C.; for existing homes, they range from $260 in Anchorage to $830 in Phoenix.","ai_generated":true,"unit":"rmi-000750#insight-2","date_modified":"2026-10-23"},{"text":"Operation schedules are critical to performance; in Denver, keeping shades always closed can actually increase heating energy by blocking passive solar gain, while the Green Mode schedule improves heating but reduces cooling savings by half compared to a fully optimized thermal schedule.","ai_generated":true,"unit":"rmi-000750#insight-3","date_modified":"2026-10-23"},{"text":"Window orientation significantly impacts cooling savings. In Denver, east and west windows provide approximately twice the cooling benefit of north or south windows because they block direct morning and evening solar heat gain.","ai_generated":true,"unit":"rmi-000750#insight-4","date_modified":"2026-10-23"},{"text":"In Denver, shading west-facing windows is the primary driver for reducing peak electricity demand during summer afternoon hours.","ai_generated":true,"unit":"rmi-000750#insight-5","date_modified":"2026-10-23"},{"text":"The shades improve thermal comfort by affecting the operative temperature. In Denver, they can reduce the perceived summer temperature by 2°F and increase the perceived winter temperature by 1°F.","ai_generated":true,"unit":"rmi-000750#insight-6","date_modified":"2026-10-23"},{"text":"The use of Trielle production fit shades in Denver can reduce peak electricity demand by 0.3 kW (9%) for new homes and 0.9 kW (15%) for existing homes.","ai_generated":true,"unit":"rmi-000750#insight-7","date_modified":"2026-10-23"},{"text":"High-performance window shades may allow for the downsizing of air-conditioning equipment. In existing Denver homes, the design cooling load could be reduced by approximately 0.5 tons.","ai_generated":true,"unit":"rmi-000750#insight-8","date_modified":"2026-10-23"},{"text":"In some scenarios, installing insulating shades can provide more annual energy savings than replacing windows with IECC 2012 compliant windows because shades can be raised to allow winter solar gain while providing a higher R-value when closed.","ai_generated":true,"unit":"rmi-000750#insight-9","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","Residential heating","greenhouse gas emissions"],"geography_discussed":["Miami","Phoenix","San Francisco","Washington, D.C.","Chicago","Denver","Minneapolis","Aspen","Anchorage"],"frame_perspective":[],"analysis_type":["energy modeling","simulation"]},{"id":"sei-000499","url":"https://climateinsightsdirectory.org/document/sei-000499","title":"Simulating High-Elevation Hydropower with Regional Climate Warming in the West Slope Sierra Nevada","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2013-04-25","source_url":"https://www.sei.org/publications/simulating-high-elevation-hydropower-with-regional-climate-warming-in-the-west-slope-sierra-nevada/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The authors used the Water Evaluation And Planning (WEAP) system to simulate hydropower generation in the upper west slope Sierra Nevada under four temperature increase scenarios (0°C, 2°C, 4°C, and 6°C) through 2100. The model indicates that the highly productive northern Sierra Nevada would experience large reductions in hydropower generation due to decreased annual runoff, while central watersheds show a better ability to adapt to changes in runoff timing. Generation in the less productive southern watersheds also decreases.","ai_generated":true,"unit":"sei-000499#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The northern Sierra Nevada, characterized as highly productive, is expected to experience significant declines in hydropower generation resulting from lower annual runoff.","ai_generated":true,"unit":"sei-000499#insight-1","date_modified":"2026-10-23"},{"text":"Central watersheds in the study region experience smaller reductions in annual runoff and demonstrate a greater capacity to adapt to shifts in the timing of runoff.","ai_generated":true,"unit":"sei-000499#insight-2","date_modified":"2026-10-23"},{"text":"Hydropower generation in the southern watersheds, which are noted as being less productive, is projected to decrease.","ai_generated":true,"unit":"sei-000499#insight-3","date_modified":"2026-10-23"}],"climate_tags":["hydropower","water management"],"geography_discussed":["California"],"frame_perspective":[],"analysis_type":["simulation","modeling"]},{"id":"ucs-000408","url":"https://climateinsightsdirectory.org/document/ucs-000408","title":"Climate-Friendly Land Use: Paths and Policies toward a Less Wasteful Planet","publisher":{"name":"Union of Concerned Scientists","organization":"union-of-concerned-scientists"},"document_type":"report","language":"en","date_published":"2013","source_url":"https://www.ucs.org/sites/default/files/2019-09/Climate-Friendly-Land-Use-Appendix-1.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report uses a computable general equilibrium (CGE) model to simulate two scenarios: a reduction in global beef consumption and a combined scenario of reduced beef and increased poultry/pork consumption. The findings indicate that reducing beef consumption leads to significant declines in cattle production and pasture land, particularly in the US, Latin America, and Australia. In the US, a beef-only reduction would decrease cereal grain acreage by 4% (3.5 million acres) and pasture land by 16% (100 million acres). The combined scenario shows that while beef production falls, poultry production increases significantly in regions like India (166%) and the US (36%), with global pasture land reductions totaling millions of acres across several regions.","ai_generated":true,"unit":"ucs-000408#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In a scenario focusing solely on reducing beef consumption to meet dietary guidelines, the United States would require the largest reduction in beef consumption at 64%, followed by Australia (58%), Latin America (41%), and the EU (24%).","ai_generated":true,"unit":"ucs-000408#insight-1","date_modified":"2026-10-23"},{"text":"Under the beef-only reduction scenario, U.S. domestic beef production would decline by 40%, leading to a 37% drop in domestic cattle production.","ai_generated":true,"unit":"ucs-000408#insight-2","date_modified":"2026-10-23"},{"text":"Reducing beef consumption leads to a decrease in cereal grain production and acreage in the US, with a 7% decline in production corresponding to a 4% decrease in acreage, or approximately 3.5 million acres.","ai_generated":true,"unit":"ucs-000408#insight-3","date_modified":"2026-10-23"},{"text":"The beef-only scenario results in a global pasture land decline of 243 million acres (just under 100 million hectares), with the largest absolute reductions occurring in the US (100 million acres), Latin America (82 million acres), and Australia (29 million acres).","ai_generated":true,"unit":"ucs-000408#insight-4","date_modified":"2026-10-23"},{"text":"In a combined scenario of reduced beef and increased poultry/pork consumption, U.S. beef production declines by 36% while chicken production increases by 36%, resulting in a cereal grain acreage decrease of over 5% (about 4.5 million acres).","ai_generated":true,"unit":"ucs-000408#insight-5","date_modified":"2026-10-23"},{"text":"The combined beef and poultry scenario leads to a massive 166% increase in poultry production in India, driven by a 250% shock to domestic demand to meet protein requirements.","ai_generated":true,"unit":"ucs-000408#insight-6","date_modified":"2026-10-23"},{"text":"In the combined scenario, pasture land declines across multiple regions, with the largest percentage declines in India (22%) and the US (16%). The decline in India is attributed to reduced milk production as consumers shift toward chicken protein.","ai_generated":true,"unit":"ucs-000408#insight-7","date_modified":"2026-10-23"}],"climate_tags":["land use"],"geography_discussed":["United States","Australia","Latin America","European Union","India","Africa","People's Republic of China","Southeast Asia"],"frame_perspective":[],"analysis_type":["quantitative","simulation","economic modeling"]},{"id":"sei-000605","url":"https://climateinsightsdirectory.org/document/sei-000605","title":"Global air quality and health co-benefits of mitigating near-term climate change through methane and black carbon emission controls","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2012-02-15","source_url":"https://www.sei.org/publications/global-air-quality-and-health-co-benefits-of-mitigating-near-term-climate-change-through-methane-and-black-carbon-emission-controls/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research evaluates 14 emission control measures for black carbon and methane to determine their impact on air quality and health by 2030. The study finds that full implementation could significantly reduce global surface concentrations of PM2.5 and ozone, avoiding millions of premature deaths annually, with the vast majority of these benefits occurring in Asia.","ai_generated":true,"unit":"sei-000605#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Full implementation of the 14 emission control measures could reduce global population-weighted average surface concentrations of PM2.5 by 23–34% and ozone by 7–17% by 2030, avoiding between 0.6–4.4 million and 0.04–0.52 million annual premature deaths respectively.","ai_generated":true,"unit":"sei-000605#insight-1","date_modified":"2026-10-23"},{"text":"Over 80% of the estimated health benefits from these measures are expected to occur in Asia.","ai_generated":true,"unit":"sei-000605#insight-2","date_modified":"2026-10-23"},{"text":"Black carbon (BC) mitigation measures are responsible for approximately 98% of the avoided deaths compared to the combined effect of BC and methane measures, due to the stronger mortality relationship of PM2.5 relative to ozone and reductions in organic carbon and nonmethane ozone precursors.","ai_generated":true,"unit":"sei-000605#insight-3","date_modified":"2026-10-23"}],"climate_tags":["methane","air quality","public health"],"geography_discussed":["Asia","Africa","South Asia","West Asia","Central Asia"],"frame_perspective":[],"analysis_type":["simulation","impact assessment"]},{"id":"bc3res-000068","url":"https://climateinsightsdirectory.org/document/bc3res-000068","title":"The DICER Model: Methodological Issues and Initial Results","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2010-07","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20100914091104771918075.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The document presents the DICER (DICE-Regional) model, which improves upon the DICE2007 model by introducing regional specifications for damage and abatement cost functions and a modified climate module. Initial deterministic results indicate lower peak temperatures (2.6°C) and more rapid emission reductions compared to DICE2007. The authors also propose a risk-adjusted cost-benefit analysis using option pricing to account for uncertainty, finding that incorporating volatility in damages and costs lowers maximum mean temperatures by approximately 0.5°C.","ai_generated":true,"unit":"bc3res-000068#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The DICER model differs from DICE2007 by incorporating a regional specification, a modified climate model, updated damage and abatement cost functions, and a user-friendly interface.","ai_generated":true,"unit":"bc3res-000068#insight-1","date_modified":"2026-10-23"},{"text":"In its deterministic version under an optimal policy scenario, DICER predicts that atmospheric CO2 concentrations will peak at approximately 500ppm around the year 2068, with atmospheric temperatures peaking at 2.6°C around 2078.","ai_generated":true,"unit":"bc3res-000068#insight-2","date_modified":"2026-10-23"},{"text":"DICER results show a more rapid reduction in emissions than DICE2007, with all regions expected to reach a 100% emission control rate by the beginning of the 21st century, compared to 44.3% in DICE2007.","ai_generated":true,"unit":"bc3res-000068#insight-3","date_modified":"2026-10-23"},{"text":"The model's estimates for the social cost of carbon in an optimal policy scenario are higher than those presented in the DICE2007 optimal policy scenario.","ai_generated":true,"unit":"bc3res-000068#insight-4","date_modified":"2026-10-23"},{"text":"Monte Carlo simulations indicate that optimal policy is more significantly impacted by climate sensitivity than by economic exogenous variables or the discount rate; peak temperatures under optimal policy vary between 1.8°C and 4.3°C based on climate sensitivity.","ai_generated":true,"unit":"bc3res-000068#insight-5","date_modified":"2026-10-23"},{"text":"Applying a risk-adjusted cost-benefit analysis via option pricing to account for volatility in damages and abatement costs reduces maximum mean temperatures by about 0.5°C.","ai_generated":true,"unit":"bc3res-000068#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["United States","People's Republic of China","Brazil","Indonesia","Democratic Republic of the Congo","Malaysia"],"frame_perspective":[],"analysis_type":["methodological development","simulation","comparative analysis"]},{"id":"bc3res-000057","url":"https://climateinsightsdirectory.org/document/bc3res-000057","title":"Environmental Concerns in Water Pricing Policy: an Application of Data Envelopment Analysis (DEA)","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2010-03","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201003150431111364457049.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research evaluates irrigation water pricing policies in Puglia, Italy, using a two-step process: simulation via mathematical programming and efficiency analysis via Data Envelopment Analysis (DEA). The study compares technical efficiency with 'eco-efficiency,' which simultaneously considers economic outputs and environmental externalities. Results indicate that volumetric pricing methods are generally the most efficient, while inefficiency in other options is primarily driven by technical factors, specifically labour use, rather than environmental concerns like nitrate surplus or pesticide risk.","ai_generated":true,"unit":"bc3res-000057#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study proposes a novel methodological framework for ex ante water policy analysis that simultaneously considers environmental and technical performance by calculating efficiency as the ratio between the weighted sum of multiple desirable outputs and undesirable outputs.","ai_generated":true,"unit":"bc3res-000057#insight-1","date_modified":"2026-10-23"},{"text":"In the case study conducted in the Foggia province of Puglia, Italy, volumetric pricing methods were found to be the most efficient options.","ai_generated":true,"unit":"bc3res-000057#insight-2","date_modified":"2026-10-23"},{"text":"Indirect pricing methods, such as those based on the value of inputs specific to irrigated crops, were also found to be relatively efficient and could be preferable due to easier implementation.","ai_generated":true,"unit":"bc3res-000057#insight-3","date_modified":"2026-10-23"},{"text":"Inefficiency in the tested water pricing options is primarily attributed to technical factors rather than environmental externalities.","ai_generated":true,"unit":"bc3res-000057#insight-4","date_modified":"2026-10-23"},{"text":"Analysis of DEA weights indicates that the most significant potential for improving the efficiency of inefficient policy options lies in better labour use.","ai_generated":true,"unit":"bc3res-000057#insight-5","date_modified":"2026-10-23"},{"text":"Among environmental externalities, nitrate surplus was identified as the most critical issue affecting eco-efficiency scores, particularly in the current charge price scenario (P0), while pesticide risk was less influential.","ai_generated":true,"unit":"bc3res-000057#insight-6","date_modified":"2026-10-23"}],"climate_tags":["agricultural irrigation","water scarcity","climate change"],"geography_discussed":["Spain","United Kingdom","Netherlands","Denmark","India"],"frame_perspective":[],"analysis_type":["ex ante analysis","case study","simulation","efficiency analysis"]},{"id":"iai-000484","url":"https://climateinsightsdirectory.org/document/iai-000484","title":"Tropical cyclones: current characteristics and potential changes under a warmer climate","publisher":{"name":"Inter-American Institute for Global Change Research","organization":"inter-american-institute-for-global-change-research"},"document_type":"fact sheet","language":"en","date_published":"2010-02","source_url":"https://iai.int/admin/site/sites/default/files/uploads/2014/03/CRN2_48.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project investigates tropical cyclone dynamics in the Eastern Pacific, emphasizing the role of atmospheric circulations and external factors like warm dry air from the US in track prediction. Initial results include the creation of a historical database of cyclones hitting Mexican Pacific States and the training of over 100 students. The project concludes that regional-level climate studies and data collection must be expanded to accurately assess regional risks.","ai_generated":true,"unit":"iai-000484#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Atmospheric circulations are significant determinants of storm tracks and rainfall in the region, while cyclone intensity is governed by the interaction of mass and energy budgets in the atmosphere and ocean.","ai_generated":true,"unit":"iai-000484#insight-1","date_modified":"2026-10-23"},{"text":"Analysis of three tropical cyclones that hit northwestern Mexico indicates that track prediction in the Eastern Pacific requires a better understanding of external factors, specifically the inflow of warm dry air from the western United States.","ai_generated":true,"unit":"iai-000484#insight-2","date_modified":"2026-10-23"},{"text":"The project has established a historical record database using government reports and newspaper articles to document past cyclones that made landfall in the Mexican Pacific States.","ai_generated":true,"unit":"iai-000484#insight-3","date_modified":"2026-10-23"},{"text":"There is a need to expand data collection and regional-level climate studies to achieve accurate assessments of regional risks.","ai_generated":true,"unit":"iai-000484#insight-4","date_modified":"2026-10-23"},{"text":"The project has provided training on the theory and practice of tropical cyclone identification and evolution to more than 100 students.","ai_generated":true,"unit":"iai-000484#insight-5","date_modified":"2026-10-23"}],"climate_tags":["tropical cyclone","climate change","climate modeling","Climate risk assessment"],"geography_discussed":["Mexico","United States","Cuba","Costa Rica"],"frame_perspective":[],"analysis_type":["observational","simulation"]}]}