{"query_echo":{"q":"","filters":{"analysis_type":["comparative modelling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'comparative modelling' 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=comparative+modelling","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-000343","url":"https://climateinsightsdirectory.org/document/cliinstca-000343","title":"A NET ZERO FUTURE FOR MANITOBA THROUGH BIGGER, CLEANER, SMARTER ELECTRICITY","publisher":{"name":"Canadian Climate Institute","organization":"canadian-climate-institute"},"document_type":"report","language":"en","date_published":"2024-07","source_url":"https://climateinstitute.ca/wp-content/uploads/2024/07/A-Net-Zero-Future-for-Manitoba.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Manitoba's transition to a net-zero economy requires expanding its electricity grid to accommodate significant load growth from the electrification of space heating, transportation, and industry. While the province currently generates 99% of its electricity from non-emitting sources, projections suggest installed capacity may need to double by mid-century. The report compares modelling from Manitoba Hydro and Navius Research, noting a divergence in the projected role of natural gas; Manitoba Hydro's aggressive electrification scenario relies heavily on gas for winter peak demand, whereas Navius suggests a greater role for intermittent renewables and storage. To ensure a cost-effective transition, the report recommends establishing a permanent electricity task force, creating a detailed energy roadmap, expanding the mandate of Efficiency Manitoba, and ensuring meaningful Indigenous participation and ownership in clean energy projects.","ai_generated":true,"unit":"cliinstca-000343#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Manitoba's electricity system must expand significantly to support net-zero goals, as electricity currently provides only about 24% of the province's total energy needs, while fossil fuels provide approximately 72%.","ai_generated":true,"unit":"cliinstca-000343#insight-1","date_modified":"2026-10-23"},{"text":"Electricity demand is projected to grow substantially by 2050, with some models suggesting it could reach up to two times current levels. Key drivers of this growth include the electrification of space heating, the adoption of electric vehicles, and increased industrial demand.","ai_generated":true,"unit":"cliinstca-000343#insight-2","date_modified":"2026-10-23"},{"text":"Both Manitoba Hydro and Navius Research project that installed capacity in Manitoba will need to double by mid-century, though they differ on the timing and the resource mix. Manitoba Hydro's S4 scenario relies heavily on natural gas (5,500 MW by 2042) to meet winter peak demand, while Navius projects a much smaller role for gas (maximum 300 MW by 2050) and a larger role for wind, solar, and storage.","ai_generated":true,"unit":"cliinstca-000343#insight-3","date_modified":"2026-10-23"},{"text":"The financial cost of expanding the grid is significant, with total annual utility investments potentially doubling by 2040 according to Manitoba Hydro's S4 scenario. However, overall energy costs for most households are expected to decrease due to the efficiency of electric technologies and reduced fossil fuel spending.","ai_generated":true,"unit":"cliinstca-000343#insight-4","date_modified":"2026-10-23"},{"text":"To manage the transition cost-effectively, the report suggests a moderate pace of space heating electrification in the early years to avoid an immediate need for new gas generation, prioritizing energy efficiency and ground-source heat pumps.","ai_generated":true,"unit":"cliinstca-000343#insight-5","date_modified":"2026-10-23"},{"text":"The report recommends four primary policy actions: establishing a permanent electricity task force, using a net-zero energy roadmap to coordinate provincial agencies, expanding Efficiency Manitoba's mandate to include transport and heating, and ensuring Indigenous Peoples have equity stakes and ownership in clean energy projects.","ai_generated":true,"unit":"cliinstca-000343#insight-6","date_modified":"2026-10-23"}],"climate_tags":["Net-zero emissions","electrification","hydropower","wind power","solar energy","natural gas","energy storage","hydrogen","demand-side management","energy efficiency","heat pump","electric vehicle","climate finance","Integrated resource planning"],"geography_discussed":["Canada","California"],"frame_perspective":[],"analysis_type":["policy analysis","comparative modelling","strategic recommendations"]},{"id":"climstra-000272","url":"https://climateinsightsdirectory.org/document/climstra-000272","title":"Energy Innovation and System Transition in India: What do models tell us?","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"report","language":"en","date_published":"2023","source_url":"https://climatestrategies.org/wp-content/uploads/2024/04/EEIST-India-Country-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report examines India's energy transition, comparing three models (MARKAL, EPS, and E3ME-FTT) to project electricity demand and the optimal generation mix for deep decarbonisation by 2050. It argues that decarbonisation is compatible with economic growth, potentially creating millions of net jobs and providing environmental co-benefits like reduced air pollution and water savings. However, it highlights significant risks, including land scarcity for solar projects, the need for massive green finance, and the challenge of a just transition for coal-dependent regions.","ai_generated":true,"unit":"climstra-000272#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"India's electricity demand is projected to grow significantly by 2050, with all three models predicting a surge of at least 2.5 times between 2030 and 2050 in decarbonisation scenarios due to the electrification of industry, transport, and buildings.","ai_generated":true,"unit":"climstra-000272#insight-1","date_modified":"2026-10-23"},{"text":"All models agree on a necessary phasedown of coal, projecting its share in electricity generation will drop from 70% to below 50% by 2030 and to less than 10% by 2050, although none suggest a complete phaseout by 2050 to maintain grid stability.","ai_generated":true,"unit":"climstra-000272#insight-2","date_modified":"2026-10-23"},{"text":"Solar energy is projected to be the dominant technology by 2050, with a share of over 40% in all models; the E3ME-FTT model specifically predicts it could reach over 60% due to 'learning-by-doing' cost reductions.","ai_generated":true,"unit":"climstra-000272#insight-3","date_modified":"2026-10-23"},{"text":"The MARKAL and EPS models suggest a more significant role for wind energy (around 35% by 2050) compared to E3ME-FTT, arguing that wind's complementary generation profile to solar reduces the need for expensive battery storage and grid flexibility.","ai_generated":true,"unit":"climstra-000272#insight-4","date_modified":"2026-10-23"},{"text":"Decarbonisation is expected to have a positive impact on the labour market, with EPS and E3ME-FTT projecting the creation of 3-6 million net jobs by 2050, primarily in electricity utilities, construction, and services.","ai_generated":true,"unit":"climstra-000272#insight-5","date_modified":"2026-10-23"},{"text":"The transition poses a significant risk to coal-dependent regions, with over 2 million jobs at risk due to the fossil fuel phaseout, necessitating economic diversification and worker reskilling in eastern India.","ai_generated":true,"unit":"climstra-000272#insight-6","date_modified":"2026-10-23"},{"text":"India faces a massive financing gap for its energy transition, requiring an estimated average of US$160 billion annually until 2030 and a cumulative US$10.1 trillion to reach net zero by 2070.","ai_generated":true,"unit":"climstra-000272#insight-7","date_modified":"2026-10-23"},{"text":"Green hydrogen production is a key industrial decarbonisation strategy with a target of 5 million metric tons annually by 2030, requiring an estimated cumulative investment of US$1.5 trillion.","ai_generated":true,"unit":"climstra-000272#insight-8","date_modified":"2026-10-23"},{"text":"Decarbonisation offers substantial environmental co-benefits, including a potential reduction of PM2.5 emissions by half by 2050, which could avoid 5.8 million premature deaths, and a 30% decline in water consumption by moving away from thermal power.","ai_generated":true,"unit":"climstra-000272#insight-9","date_modified":"2026-10-23"}],"climate_tags":["Net-zero emissions","energy transition","solar energy","wind power","Coal phase-out","green hydrogen","battery energy storage system","electric energy consumption","climate finance","just transition","energy efficiency","electric vehicle","circular economy","air pollution","water scarcity"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["comparative modelling","policy appraisal","socioeconomic impact assessment"]}]}