{"query_echo":{"q":"","filters":{"analysis_type":["simulation modeling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'simulation modeling' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":4,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=simulation+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":"cliinstca-000354","url":"https://climateinsightsdirectory.org/document/cliinstca-000354","title":"Au-delà des apparences, des résultats : le marché du carbone canadien nécessite une réforme ambitieuse pour être vraiment efficace","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"statement","language":"fr","date_published":"2026-01","source_url":"https://institutclimatique.ca/wp-content/uploads/2026/01/Au-dela-apparences-resultats-marche-carbone-canadien-reforme-ambitieuse-efficace.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Canadian Climate Institute argues that current federal diagnostic tests for industrial carbon pricing systems primarily measure market liquidity rather than regulatory rigor, leading to 'false positives' where systems appear compliant but fail to provide sufficient investment signals. Based on modeling of 57 scenarios for Alberta's TIER system, the Institute recommends anchoring equivalence to an Effective Marginal Credit Price (EMCP) of $130 per tonne by 2030. It identifies benchmark tightening as the primary driver of rigor, while noting that direct investment tax credits systematically dilute the price signal. The Institute calls for transparent, ongoing performance monitoring and the inclusion of non-negotiable design elements, such as evolving price floors and ceilings, to ensure provincial systems meet national climate goals.","ai_generated":true,"unit":"cliinstca-000354#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Current federal model tests are likely to produce 'false positives' because they evaluate market functionality rather than whether a system will reach the required level of rigor in time. In a simulation of 57 scenarios, 84% passed the four federal design tests, but 77% of those successful systems failed to reach an Effective Marginal Credit Price (EMCP) of $130 per tonne by 2030.","ai_generated":true,"unit":"cliinstca-000354#insight-1","date_modified":"2026-10-23"},{"text":"The size and durability of the net demand safety margin are critical indicators of rigor. Systems with small to moderate margins (under 10%) typically pass federal tests but never reach a $130 EMCP; only systems with very large scarcity cushions (over 30%) reliably maintain price signals aligned with federal ambitions.","ai_generated":true,"unit":"cliinstca-000354#insight-2","date_modified":"2026-10-23"},{"text":"Benchmark tightening is the most influential factor for system rigor and emission reductions, as it is the only lever that directly creates scarcity by lowering emission limits. In modeled cases, it produced the highest EMCP values (over $120) and significant emission reductions of approximately 10 Mt, though it also caused the highest system costs.","ai_generated":true,"unit":"cliinstca-000354#insight-3","date_modified":"2026-10-23"},{"text":"Direct investment tax credits and similar mechanisms systematically dilute regulatory rigor by bypassing scarcity and weakening the price signal. In all modeled scenarios, these credits reduced the EMCP by an average of approximately $60 and decreased emission reductions by more than half.","ai_generated":true,"unit":"cliinstca-000354#insight-4","date_modified":"2026-10-23"},{"text":"Progressive price floor indexing serves as an essential stabilizing tool that prevents prolonged periods of low prices and protects the investment signal created by benchmark tightening, increasing the EMCP by approximately $40 across all scenarios with modest marginal costs.","ai_generated":true,"unit":"cliinstca-000354#insight-5","date_modified":"2026-10-23"},{"text":"The Institute recommends that the federal government define a $130 per tonne EMCP as the minimum result standard for industrial carbon pricing systems by 2030, shifting the evaluation of equivalence from design characteristics to actual outcomes.","ai_generated":true,"unit":"cliinstca-000354#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon credit","carbon leakage","Carbon Border Adjustment Mechanism"],"geography_discussed":["Alberta","Ontario","British Columbia","Saskatchewan","European Union"],"frame_perspective":[],"analysis_type":["policy analysis","simulation modeling"]},{"id":"sei-000511","url":"https://climateinsightsdirectory.org/document/sei-000511","title":"Networking strategies: motif approach","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2025-04-04","source_url":"https://www.sei.org/publications/networking-strategies-motif-approach/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research evaluates four network strategies for coordinating interdependent policy issues, finding that shared responsibilities, broadening expertise, and issue alignment are more effective than utilizing a network manager.","ai_generated":true,"unit":"sei-000511#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Coordination of interdependent policy issues is improved by three specific network strategies: the sharing of responsibilities, efforts to expand expertise, and the alignment of issues when searching for collaborators.","ai_generated":true,"unit":"sei-000511#insight-1","date_modified":"2026-10-23"},{"text":"The use of a network manager is found to be less effective in facilitating the coordination of interdependent policy issues compared to other strategies.","ai_generated":true,"unit":"sei-000511#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change","environmental degradation","water-management"],"geography_discussed":["Sweden"],"frame_perspective":[],"analysis_type":["simulation modeling","typology development"]},{"id":"sei-000126","url":"https://climateinsightsdirectory.org/document/sei-000126","title":"Navigating the Water-Energy Governance Landscape: Climate Change Adaptation Strategies in the Northern Patagonia Region, Argentina","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2018-06-15","source_url":"https://www.sei.org/publications/navigating-water-energy-governance-landscape-climate-change-adaptation-strategies-northern-patagonia-region-argentina/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The paper applies the Robust Decision Support (RDS) framework to address water resource challenges in northern Patagonia, Argentina, through a participatory process involving researchers and decision-makers. Using simulation modeling and decision space visualization, the study identifies significant climate change impacts on the basin, which are potentially exacerbated by the expansion of agricultural areas. The findings emphasize that addressing these impacts is critical for maintaining environmental flow requirements and meeting reservoir level goals.","ai_generated":true,"unit":"sei-000126#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The application of integrated water resources models, specifically simulation modeling and decision space visualization, indicates that climate change is having significant impacts on the basin in northern Patagonia.","ai_generated":true,"unit":"sei-000126#insight-1","date_modified":"2026-10-23"},{"text":"The negative impacts of climate change on the region's water resources could be intensified by the expansion of agricultural land.","ai_generated":true,"unit":"sei-000126#insight-2","date_modified":"2026-10-23"},{"text":"Mitigating climate change impacts is necessary to ensure that environmental flow requirements are met and reservoir level goals are achieved.","ai_generated":true,"unit":"sei-000126#insight-3","date_modified":"2026-10-23"}],"climate_tags":["water management","climate change adaptation","agriculture"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["simulation modeling","participatory process"]},{"id":"transfor-000065","url":"https://climateinsightsdirectory.org/document/transfor-000065","title":"Análisis sectorial desde la demanda en Colombia: Escenarios de transición del gas en el sector residencial","publisher":{"name":"Transforma","organization":"transforma"},"document_type":"policy brief","language":"es","date_published":null,"source_url":"https://transforma.global/wp-content/uploads/2025/11/PB-Escenarios_de_transicion_del_gas_sector_residencial.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes the feasibility and impact of electrifying residential thermal uses in Colombia, specifically replacing gas stoves and water heaters with electric induction and instant heaters. Using a simulation model, it identifies economic, cultural, and technical barriers to adoption and argues that an immediate shift to total electrification is more cost-effective than a mixed transition. It highlights the risk of gas supply shortages by 2038 and recommends public policies, such as equipment substitution programs and local value chain strengthening, to accelerate a just energy transition.","ai_generated":true,"unit":"transfor-000065#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Colombia faces a significant projected imbalance between residential gas demand and national supply; while demand could reach 185 to 235 GBTUD by 2050, national supply is projected to drop from 939 GBTUD in 2025 to 293 GBTUD by 2038 in one scenario.","ai_generated":true,"unit":"transfor-000065#insight-1","date_modified":"2026-10-23"},{"text":"In a base scenario without subsidies or gas disconnection costs, electric stoves are projected to reach a 45% market share by 2050, with new electric stove installations expected to surpass new gas stoves by 2035.","ai_generated":true,"unit":"transfor-000065#insight-2","date_modified":"2026-10-23"},{"text":"The transition is highly sensitive to pricing; a sustained 50% increase in gas prices could reduce the number of gas stoves in 2050 by 10%, and a combined scenario of high gas prices and cheaper induction stoves could reduce gas stove use by 16% compared to the reference scenario.","ai_generated":true,"unit":"transfor-000065#insight-3","date_modified":"2026-10-23"},{"text":"Total electrification from the start is significantly more cost-effective than a mixed transition; a total electrification path would cost 36.5 trillion pesos, saving over 10 trillion pesos compared to a mixed scenario (48 trillion pesos) and nearly 20 trillion pesos compared to a fully gas-based path.","ai_generated":true,"unit":"transfor-000065#insight-4","date_modified":"2026-10-23"},{"text":"Adopting electric stoves can reduce residential cooking emissions by 24% to 29% compared to scenarios without diversification, with total annual residential heat emissions estimated at 3.84 million tons of CO2 eq by 2050.","ai_generated":true,"unit":"transfor-000065#insight-5","date_modified":"2026-10-23"},{"text":"Major barriers to electrification include high initial equipment costs, the need for kitchen and electrical grid modifications, cultural inertia, and the potential disincentive created by existing energy subsidies (which cover approximately 90% of electricity and 60% of piped natural gas users).","ai_generated":true,"unit":"transfor-000065#insight-6","date_modified":"2026-10-23"}],"climate_tags":["natural gas","electrification","energy transition","decarbonization","energy efficiency","greenhouse gas emissions","energy subsidy","just transition"],"geography_discussed":["Bogotá"],"frame_perspective":[],"analysis_type":["sectoral analysis","simulation modeling","policy assessment"]}]}