{"query_echo":{"q":"","filters":{"organization":["Basque Centre for Climate Change"]},"warnings":[]},"total":{"value":228,"relation":"eq"},"page":7,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?organization=basque-centre-for-climate-change&page=7","next":"https://climateinsightsdirectory.org/api/v1/search?organization=basque-centre-for-climate-change&page=8","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":"bc3res-000133","url":"https://climateinsightsdirectory.org/document/bc3res-000133","title":"Local air pollution and global climate change taxes: a distributional analysis","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2014-02","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201402190342081652526829.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that taxes on local air pollutants are more regressive than those on climate change pollutants because they increase the prices of basic necessities, such as food and electricity, which occupy a larger share of low-income household budgets. While a CO2 tax was found to be nearly proportional across income deciles, the LAP tax disproportionately affected the poorest households. Revenue recycling through reduced social security contributions improved overall economic efficiency but tended to worsen the distributional equity, particularly for the GCC tax scenario.","ai_generated":true,"unit":"bc3res-000133#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Taxes on local air pollutants (LAP) are more regressive than taxes on global climate change (GCC) pollutants because the goods they implicitly tax have a higher weight in the consumption baskets of low-income groups.","ai_generated":true,"unit":"bc3res-000133#insight-1","date_modified":"2026-10-23"},{"text":"The GCC tax, based on a rate of €25 per ton of carbon, is found to be almost perfectly proportional, with welfare losses of approximately 0.8% across all expenditure deciles.","ai_generated":true,"unit":"bc3res-000133#insight-2","date_modified":"2026-10-23"},{"text":"The LAP tax causes a higher average welfare loss than the GCC tax, with the poorest households losing approximately 1.2% of welfare compared to 0.9% for the richest households.","ai_generated":true,"unit":"bc3res-000133#insight-3","date_modified":"2026-10-23"},{"text":"The regressivity of the LAP tax is primarily driven by its impact on the food sector, as it increases food prices more than the GCC tax does, and low-income households spend a larger proportion of their income on food.","ai_generated":true,"unit":"bc3res-000133#insight-4","date_modified":"2026-10-23"},{"text":"Revenue recycling via a reduction in social security contributions paid by employers increases overall fiscal efficiency and reduces welfare loss for all groups, but it makes the tax system more regressive.","ai_generated":true,"unit":"bc3res-000133#insight-5","date_modified":"2026-10-23"},{"text":"Energy-intensive sectors, specifically electricity, water, and gas production, experience the highest price increases under both tax scenarios, with increases exceeding 7.5%.","ai_generated":true,"unit":"bc3res-000133#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon tax","carbon dioxide emissions","Green ammonia"],"geography_discussed":["Denmark","Sweden","Finland","France"],"frame_perspective":[],"analysis_type":["distributional analysis","micro-simulation","input-output modeling"]},{"id":"bc3res-000137","url":"https://climateinsightsdirectory.org/document/bc3res-000137","title":"DISCOUNTING THE VALUE OF NATURAL RESOURCES IN COST-BENEFIT ANALYSIS: A CASE STUDY FOR POLICY MAKING","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2014-01","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201404100505551436280223.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The policy brief argues that market discount rates are unsuitable for evaluating long-term environmental impacts and proposes the 'equivalency principle' to determine social discount rates. This principle assumes that undeveloped and developed land of identical attributes should provide equal utility to future generations. Using a case study of a proposed seaport in Pasaia, Basque Country, the authors demonstrate that applying this principle results in lower, site-specific discount rates (between 0.96% and 3%) that would lead to the rejection of the project, whereas a market rate of 11% would justify it in some scenarios.","ai_generated":true,"unit":"bc3res-000137#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The choice of discount rate is a primary source of uncertainty when assessing the economic impacts of climate change and policies with long-term environmental consequences, as ethics and financial considerations often conflict.","ai_generated":true,"unit":"bc3res-000137#insight-1","date_modified":"2026-10-23"},{"text":"The 'equivalency principle' suggests that for projects on undeveloped land, the discount rate should be calculated by assuming that undeveloped and developed land with identical size and ecological attributes provide the same utility and economic value to future generations.","ai_generated":true,"unit":"bc3res-000137#insight-2","date_modified":"2026-10-23"},{"text":"To apply the equivalency principle, the economic value of developed land is based on market price, while undeveloped land is valued using Total Economic Value (TEV), which incorporates both use and non-use benefits.","ai_generated":true,"unit":"bc3res-000137#insight-3","date_modified":"2026-10-23"},{"text":"In a case study regarding a proposed seaport in Pasaia (Gipuzkoa), the application of the equivalency principle yielded low, site-specific discount rates of 0.96%, 1.93%, and 3% for low, medium, and high impact scenarios, respectively.","ai_generated":true,"unit":"bc3res-000137#insight-4","date_modified":"2026-10-23"},{"text":"The Pasaia seaport case study demonstrates that the choice of discount rate fundamentally alters the project's outcome: a market rate of 11% would justify the project in low and medium impact scenarios, but the equivalency principle results in a negative ratio across all scenarios, suggesting the project's rejection.","ai_generated":true,"unit":"bc3res-000137#insight-5","date_modified":"2026-10-23"},{"text":"The authors argue that market discount rates should be avoided in cost-benefit analyses that account for future environmental quality if natural resources are to be managed sustainably.","ai_generated":true,"unit":"bc3res-000137#insight-6","date_modified":"2026-10-23"}],"climate_tags":["natural resource management","biodiversity loss","environmental degradation","climate change","land-use change"],"geography_discussed":["Spain","Pasaia","Gipuzkoa","Jaizkibel"],"frame_perspective":[],"analysis_type":["case study","policy proposal"]},{"id":"bc3res-000139","url":"https://climateinsightsdirectory.org/document/bc3res-000139","title":"IPCC WGII FIFTH ASSESSMENT REPORT (AR5): EXPANDING THE SOLUTION SPACE FOR ADAPTATION","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2014","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20140516115912866561779.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines the IPCC WGII AR5 findings, emphasizing that climate risk is a product of hazards, exposure, and vulnerability. It advocates for a 'solution space' for adaptation that includes structural, institutional, and social measures, while noting that adaptation has limits and must be paired with strong mitigation to avoid irreversible tipping points.","ai_generated":true,"unit":"bc3res-000139#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate risk is not determined by hazards alone, such as floods or droughts, but emerges from the interaction of hazards, exposure, and vulnerability. Addressing inequality is therefore considered an adaptation action because marginalized groups are typically more vulnerable.","ai_generated":true,"unit":"bc3res-000139#insight-1","date_modified":"2026-10-23"},{"text":"There is significant evidence that anthropogenic climate change is already impacting human and natural systems globally, including the shrinking of almost all glaciers, shifts in species distribution in oceans and on land, and negative impacts on crop yields for wheat and maize, particularly in low latitudes.","ai_generated":true,"unit":"bc3res-000139#insight-2","date_modified":"2026-10-23"},{"text":"Future risks are categorized into five 'reasons for concern' (RFCs): unique and threatened systems, extreme weather events, distribution impacts, global aggregate impacts, and large-scale singular events. A temperature increase between 1°C and 4°C presents a high risk of crossing tipping points, such as the deglaciation of the Greenland ice-sheet.","ai_generated":true,"unit":"bc3res-000139#insight-3","date_modified":"2026-10-23"},{"text":"The 'solution space' for adaptation can be expanded by moving beyond technical and infrastructural measures to include ecosystem-based options (e.g., mangrove restoration), institutional tools (e.g., economic incentives and regulations), and social measures (e.g., education and behavioral change).","ai_generated":true,"unit":"bc3res-000139#insight-4","date_modified":"2026-10-23"},{"text":"Adaptation should be mainstreamed into broader public actions such as poverty alleviation, health, and sustainable development to identify 'low-regret' options with synergistic benefits.","ai_generated":true,"unit":"bc3res-000139#insight-5","date_modified":"2026-10-23"},{"text":"Adaptation has biophysical and socioeconomic limits; some options may be too costly or resource-intensive. Consequently, strong mitigation is essential to prevent irreversible impacts and the crossing of tipping points, especially in the second half of the 21st century.","ai_generated":true,"unit":"bc3res-000139#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate risk","climate change vulnerability","climate change mitigation","ecosystem-based adaptation","tipping points in the climate system","food security","sea level rise","sustainable development","poverty reduction","extreme weather event"],"geography_discussed":["Greenland"],"frame_perspective":[],"analysis_type":["policy summary","risk assessment"]},{"id":"bc3res-000140","url":"https://climateinsightsdirectory.org/document/bc3res-000140","title":"WARNING TO NAVIGATORS: IPCC REPORT ON CLIMATE CHANGE MITIGATION","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2014","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20140516120307449644959.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the IPCC's 2014 report on climate change mitigation, noting that global greenhouse gas emissions have accelerated despite existing climate plans. It argues that to limit temperature rise to 2°C, emissions must be reduced by 40-70% by 2050 and reach almost zero by 2100, requiring radical technological and institutional shifts. While the report finds these goals technically and economically feasible, it stresses the urgency of investments between 2010 and 2030 to avoid costly and risky negative emission technologies like large-scale biomass combined with Carbon Capture and Storage (CCS).","ai_generated":true,"unit":"bc3res-000140#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Global greenhouse gas emissions have accelerated over the last decade despite the existence of various climate change strategies and the 2007-08 economic crisis. Total emissions reached 49 gigatonnes of carbon dioxide equivalent (GtCO2eq) in 2010, with 78% resulting from fossil fuel combustion.","ai_generated":true,"unit":"bc3res-000140#insight-1","date_modified":"2026-10-23"},{"text":"Without additional mitigation efforts, mean global temperatures are projected to rise between 3.7°C and 4.8°C by 2100 relative to pre-industrial levels, with a potential range of 2.5°C to 7.8°C.","ai_generated":true,"unit":"bc3res-000140#insight-2","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","climate change mitigation","carbon sink","fossil fuel","energy efficiency","carbon capture and storage","biomass","renewable energy","nuclear power","sustainable development","climate finance"],"geography_discussed":["Asia"],"frame_perspective":[],"analysis_type":["policy analysis","literature summary"]},{"id":"bc3res-000129","url":"https://climateinsightsdirectory.org/document/bc3res-000129","title":"ALTERNATIVE TRAJECTORIES FOR DECARBONIZING URBAN TRANSPORTATION","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2013-11","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/2013112109495459910748.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that without major intervention, transportation carbon emissions will double by 2050. It identifies a combination of reduced passenger car demand, improved vehicle efficiency, increased electric vehicle adoption, and a decarbonized electricity grid (via renewables, nuclear, or CCS) as the necessary path to significant reductions. A case study based on a Spanish city with 360,000 inhabitants demonstrates that while modal shifts and fuel switches (like CNG or biodiesel) offer modest gains, the most aggressive reductions occur when these are paired with a transition to nuclear or CCS-equipped power generation.","ai_generated":true,"unit":"bc3res-000129#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The transportation sector is a significant source of global greenhouse gas emissions, contributing approximately one-quarter (about 7 GtCO2) of annual releases, with road transport accounting for 75% of that total.","ai_generated":true,"unit":"bc3res-000129#insight-1","date_modified":"2026-10-23"},{"text":"In the absence of new climate policies, transport-related carbon emissions are projected to double by 2050 compared to 2010 levels.","ai_generated":true,"unit":"bc3res-000129#insight-2","date_modified":"2026-10-23"},{"text":"For light-duty vehicles, the mitigation potential by 2050 is approximately 5 GtCO2, with an average carbon cost of 26 $2006 per tonne of CO2.","ai_generated":true,"unit":"bc3res-000129#insight-3","date_modified":"2026-10-23"},{"text":"A case study of a Spanish urban area with 360,000 inhabitants shows that a 25% modal shift from cars to public transport combined with switching buses from diesel to CNG or biodiesel reduces aggregate carbon emissions by only 10%, while absolute emissions still grow by 36% to 64% by 2050.","ai_generated":true,"unit":"bc3res-000129#insight-4","date_modified":"2026-10-23"},{"text":"The most significant carbon reductions in the case study are achieved through an 'aggressive' scenario involving a 50% reduction in car use, 50% improvement in fuel economy, and high penetration of HEV/BEV technologies; this results in 2050 emissions being 22% lower than 2010 levels with current electricity, or 49% lower if CCS is used.","ai_generated":true,"unit":"bc3res-000129#insight-5","date_modified":"2026-10-23"},{"text":"Decarbonizing the electricity supply is critical for transport emissions; nuclear-based electricity scenarios yielded the lowest aggregate emissions in the analysis, reducing 2050 absolute emissions by 55% compared to 2010.","ai_generated":true,"unit":"bc3res-000129#insight-6","date_modified":"2026-10-23"},{"text":"Air pollution from transport, specifically fine particulate matter (PM2.5) and ozone (O3), causes significant mortality, with the Global Burden of Disease Study 2010 attributing 3.2 million annual deaths to PM2.5 and 0.15 million to O3.","ai_generated":true,"unit":"bc3res-000129#insight-7","date_modified":"2026-10-23"}],"climate_tags":["urban transport","greenhouse gas emissions","road transport","electric vehicle","biofuel","carbon capture and storage","nuclear power","renewable energy","fuel efficiency","air pollution","land-use change","carbon price"],"geography_discussed":["Spain","Western Europe","Japan"],"frame_perspective":[],"analysis_type":["scenario assessment","case study","policy analysis"]},{"id":"bc3res-000130","url":"https://climateinsightsdirectory.org/document/bc3res-000130","title":"Decarbonising urban transportation","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-11","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201312131128431813286279.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper evaluates strategies to decarbonise urban transportation, focusing on modal shifts, fuel switching, and electricity decarbonisation. Using a Spanish urban area as a model, it finds that aggressive measures—including a 50% reduction in car demand, improved fuel economy, and a shift to nuclear or CCS-equipped power—are necessary to significantly lower emissions and health burdens from particulate matter.","ai_generated":true,"unit":"bc3res-000130#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Transport-related carbon emissions are projected to double by 2050 relative to 2010 levels if no new climate policies are implemented.","ai_generated":true,"unit":"bc3res-000130#insight-1","date_modified":"2026-10-23"},{"text":"To achieve a reduction of 20% or more in future emissions compared to present levels, aggressive changes are required across vehicle fuel economy (+50%), urban mobility patterns (reduced private car demand), fuel choice (biofuels and electrons), and the electricity generation mix.","ai_generated":true,"unit":"bc3res-000130#insight-2","date_modified":"2026-10-23"},{"text":"In the base scenario for a Spanish urban area, combining a 25% modal shift from cars to public transport with a switch from diesel to CNG or biodiesel in buses only reduces aggregate carbon emissions by approximately 10%.","ai_generated":true,"unit":"bc3res-000130#insight-3","date_modified":"2026-10-23"},{"text":"The most significant carbon reductions are achieved through the decarbonisation of the electricity supply; nuclear-based electricity scenarios result in the lowest aggregate emissions.","ai_generated":true,"unit":"bc3res-000130#insight-4","date_modified":"2026-10-23"},{"text":"Switching to nuclear generation between 2020 and 2030, combined with aggressive transport changes, can reduce carbon aggregate emissions by 46% relative to the base scenario and lower absolute 2050 emissions by 55% compared to 2010.","ai_generated":true,"unit":"bc3res-000130#insight-5","date_modified":"2026-10-23"},{"text":"Tailpipe emissions of particulate matter (PM2.5) are the primary driver of urban health burdens, accounting for 95% of these impacts.","ai_generated":true,"unit":"bc3res-000130#insight-6","date_modified":"2026-10-23"}],"climate_tags":["urban transport","greenhouse gas emissions","biofuel","electric vehicle","carbon capture and storage","nuclear power","renewable energy","particulates","air quality","land-use change","fuel economy"],"geography_discussed":["Bilbao","Europe","United States","Germany","Sweden","United Arab Emirates","Canada"],"frame_perspective":[],"analysis_type":["comparative assessment","scenario analysis","modelling"]},{"id":"bc3res-000131","url":"https://climateinsightsdirectory.org/document/bc3res-000131","title":"EFFECTS OF INTERNATIONAL TRADE OF FOOD AND FEED AND HUMAN DIET SHIFTS ON FOOD SECURITY AND ENVIRONMENTAL SAFETY: INTEGRATING SCALES","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2013-11","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20131230012826551307457.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that the global agro-food system is increasingly inefficient due to a disconnection between crop production and livestock, driven by rising demands for animal protein and high rates of food waste. It highlights that international trade of food and feed has increased eightfold over the last 50 years, leading to significant nitrogen pollution and greenhouse gas emissions. Using Spain as a primary example, the authors demonstrate how a shift from a Mediterranean diet to one rich in animal proteins has increased nitrogen pollution and created 'emission leakage,' where emissions associated with imported feed in non-Annex B countries exceed those from domestic production. The briefing suggests that reducing animal protein intake, decreasing food waste, and reconnecting crops with livestock are essential for global food security and environmental safety.","ai_generated":true,"unit":"bc3res-000131#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The volume of internationally traded food and feed, measured by protein or nitrogen content, has grown eightfold over the past 50 years, resulting in a system where a small number of 'net exporters' feed the rest of the world.","ai_generated":true,"unit":"bc3res-000131#insight-1","date_modified":"2026-10-23"},{"text":"Global food system inefficiencies are severe: while 870 million people suffer from hunger, two-thirds of food calories are either used to feed animals (one-third) or are lost (one-third).","ai_generated":true,"unit":"bc3res-000131#insight-2","date_modified":"2026-10-23"},{"text":"In Spain, a dietary shift from the Mediterranean diet (30-35% animal protein) to a diet similar to North American and North European patterns (64% animal protein) is the primary driver of increased nitrogen pollution.","ai_generated":true,"unit":"bc3res-000131#insight-3","date_modified":"2026-10-23"},{"text":"Spain experiences 'emission leakage' because the N2O emissions linked to the production of imported food and feed—largely from non-Annex B countries—are higher than the emissions from its own agricultural exports.","ai_generated":true,"unit":"bc3res-000131#insight-4","date_modified":"2026-10-23"},{"text":"The disconnection between livestock and the land they occupy reduces nutrient use efficiency; for example, Basque dairy farms import an average of 73% of their total feed.","ai_generated":true,"unit":"bc3res-000131#insight-5","date_modified":"2026-10-23"},{"text":"Certain environmental mitigation measures can create trade-offs; shifting livestock diets from grass to cereals may reduce methane and nitrogen emissions at the animal level but can increase soil carbon and nitrogen losses due to land-use changes from pastures to arable land.","ai_generated":true,"unit":"bc3res-000131#insight-6","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","nitrous oxide","food security","international trade","food waste","land-use change","deforestation","Reducing emissions from deforestation and forest degradation"],"geography_discussed":["People's Republic of China","European Union","South America","Basque Country","Maghreb","Middle East"],"frame_perspective":[],"analysis_type":["policy analysis","environmental assessment","case study"]},{"id":"bc3res-000128","url":"https://climateinsightsdirectory.org/document/bc3res-000128","title":"Time and tide wait for no man: pioneers and laggards in the deployment of CCS","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-09","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20130925083223521453380.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study analyzes the impact of partial CCS deployment in Europe by 2030, categorizing countries as pioneers or laggards based on their R&D projects and national roadmaps. Using a dispatch model, the authors find that the economic outcomes of pioneering are heterogeneous: while electricity suppliers in Poland, the UK, and the Netherlands may see increased producer surpluses, consumers in the UK could face higher wholesale prices due to the high cost of gas-fired CCS. Conversely, Romania is projected to experience lower wholesale prices and increased domestic production. The results suggest that being a pioneer does not automatically guarantee an advantage, as benefits are unevenly distributed between producers and consumers.","ai_generated":true,"unit":"bc3res-000128#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors identify four EU-27 countries as 'pioneers' based on the criteria of having implemented CCS R&D projects and established a national CCS roadmap: Poland, Great Britain, the Netherlands, and Romania. Norway is also included as a leader due to its large storage capacity and high public acceptance.","ai_generated":true,"unit":"bc3res-000128#insight-1","date_modified":"2026-10-23"},{"text":"In the UK, the deployment of gas-fired power plants equipped with CCS is expected to increase wholesale electricity prices by 2030, which may negatively impact electricity consumers and lead to a decline in domestic production and an increase in imports.","ai_generated":true,"unit":"bc3res-000128#insight-2","date_modified":"2026-10-23"},{"text":"Romania is projected to experience a decrease in wholesale electricity prices and a corresponding increase in domestic electricity production and exports to neighboring countries due to the relatively low running costs of its coal-fired CCS plants.","ai_generated":true,"unit":"bc3res-000128#insight-3","date_modified":"2026-10-23"},{"text":"Electricity producer surpluses are expected to increase significantly for pioneers using coal-fired CCS, specifically Poland, the Netherlands, and Great Britain, even after accounting for higher annualized investment costs.","ai_generated":true,"unit":"bc3res-000128#insight-4","date_modified":"2026-10-23"},{"text":"Pioneering CCS does not consistently result in economic gains for all actors; for example, electricity suppliers in Norway and Romania are projected to see a decrease in producer surpluses due to lower wholesale prices.","ai_generated":true,"unit":"bc3res-000128#insight-5","date_modified":"2026-10-23"},{"text":"The impact on 'laggard' countries is mixed: while some may see a decline in wholesale prices and an increase in profits for some suppliers (e.g., Ireland), the total electricity producer surplus for the laggard group as a whole is expected to decline.","ai_generated":true,"unit":"bc3res-000128#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon capture and storage","electricity generation","carbon dioxide emissions","energy transition","climate policy","coal-fired power station","gas-fired power station"],"geography_discussed":["Poland","United Kingdom","Netherlands","Romania","Norway","France","Ireland","Serbia"],"frame_perspective":[],"analysis_type":["economic modeling","comparative analysis"]},{"id":"bc3res-000127","url":"https://climateinsightsdirectory.org/document/bc3res-000127","title":"The economics of hydro-meteorological disasters: approaching the estimation of the total costs","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-08","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20130828112704434143521.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper argues that traditional disaster assessments rely too heavily on direct tangible costs, neglecting indirect and intangible impacts. It proposes a 'total cost' framework comprising four quadrants: direct tangible, indirect tangible, direct intangible, and indirect intangible costs. The authors review market-based, non-market-based, and economic system modelling techniques, concluding that while no single method covers all cost categories across all scales, benefit transfer is a critical tool for making comprehensive total cost estimations accessible at meso and macro scales.","ai_generated":true,"unit":"bc3res-000127#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors define 'total cost' as the overall burden on a socio-ecosystem, encompassing direct costs (damages occurring during the physical event), indirect costs (induced by the hazard but occurring apart from the event in space or time), tangible costs (economic impacts), and intangible costs (non-market values that are difficult to monetize).","ai_generated":true,"unit":"bc3res-000127#insight-1","date_modified":"2026-10-23"},{"text":"Direct tangible costs are categorized by 'first order consequences' located in the flood area, including physical asset damage and emergency service costs, which the authors note often outweigh other direct economic costs.","ai_generated":true,"unit":"bc3res-000127#insight-2","date_modified":"2026-10-23"},{"text":"Indirect tangible costs are divided into second-order effects (disruptions to production and traffic diversion that can extend far beyond the flood zone) and third-order effects (long-term recovery phase impacts such as declines in investment or national income).","ai_generated":true,"unit":"bc3res-000127#insight-3","date_modified":"2026-10-23"},{"text":"Intangible costs, which are frequently neglected in disaster economics, include impacts on people (mortality, injuries, psychological trauma, and loss of cultural heritage) and the environment (loss of ecosystem services and soil quality).","ai_generated":true,"unit":"bc3res-000127#insight-4","date_modified":"2026-10-23"},{"text":"The paper identifies a significant mismatch between the need for accurate damage assessments and the quality of available datasets and models, specifically regarding stage-damage functions used for physical assets.","ai_generated":true,"unit":"bc3res-000127#insight-5","date_modified":"2026-10-23"},{"text":"Traditional economic indicators like GDP are described as misleading measures of welfare in the context of disasters because they may count risk reduction expenditures as positive contributions to GDP while ignoring social costs.","ai_generated":true,"unit":"bc3res-000127#insight-6","date_modified":"2026-10-23"},{"text":"The authors categorize valuation methodologies into three clusters: market-based (MB), non-market-based (NMB), and traditional and integrated economic system modelling (T&IESM).","ai_generated":true,"unit":"bc3res-000127#insight-7","date_modified":"2026-10-23"},{"text":"Non-market-based methods, such as contingent valuation and choice experiments, are effective for micro-scale intangible cost estimation but are often too resource-intensive for meso-scale applications.","ai_generated":true,"unit":"bc3res-000127#insight-8","date_modified":"2026-10-23"},{"text":"Benefit transfer is highlighted as a uniquely versatile tool that allows for the estimation of total costs across meso and macro scales by transferring values from existing primary studies to new contexts.","ai_generated":true,"unit":"bc3res-000127#insight-9","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","climate change adaptation","ecosystem service"],"geography_discussed":["Europe"],"frame_perspective":[],"analysis_type":["methodological review","conceptual framework"]},{"id":"bc3res-000126","url":"https://climateinsightsdirectory.org/document/bc3res-000126","title":"THE BASQUE ECOLOGICAL DEBT: GLOBAL SOCIO-ECOLOGICAL IMPACTS OF A SMALL OPEN ECONOMY","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2013-07","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201308081044502021564118.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Basque Country exhibits a high resource dependency, with a Total Material Requirement of 108 tons per capita in 2004, 83% of which is imported. This consumption pattern drives significant environmental and social degradation abroad, including oil spills in Nigeria, deforestation for palm oil in Indonesia, toxic pollution from nickel mining in Russia, and watershed degradation from tin mining in Bolivia. The document argues that the economic prosperity of developed regions is linked to an unsustainable use of global resources and calls for a transformation in consumption and production patterns to meet basic human needs without exceeding planetary limits.","ai_generated":true,"unit":"bc3res-000126#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Basque Country's economy is highly resource-intensive, with a 2004 Total Material Requirement (TMR) of 108 tons per capita, a figure significantly higher than other EU nations such as Germany (74 t/cap), Spain (50 t/cap), or the UK (35 t/cap).","ai_generated":true,"unit":"bc3res-000126#insight-1","date_modified":"2026-10-23"},{"text":"The region is heavily dependent on external resources, with 83% of its TMR coming from outside its boundaries (35% from Spain and 48% from the rest of the world), driven largely by the metallurgy sector and a total reliance on imported fossil fuels.","ai_generated":true,"unit":"bc3res-000126#insight-2","date_modified":"2026-10-23"},{"text":"Fossil fuel imports from countries including Russia, Iran, Mexico, Nigeria, Trinidad and Tobago, and Algeria cause severe local damage; specifically, over 13 million barrels of oil have been spilled in the Niger Delta in Nigeria over the last half century.","ai_generated":true,"unit":"bc3res-000126#insight-3","date_modified":"2026-10-23"},{"text":"The demand for palm oil, with 96% of the 35,000 tons imported in 2010 coming from Indonesia, contributes to tropical forest destruction, threats to the Borneo Orangutan, and the eviction of indigenous communities.","ai_generated":true,"unit":"bc3res-000126#insight-4","date_modified":"2026-10-23"},{"text":"Metal imports generate extreme pollution and social costs: nickel from Norilsk, Russia, is linked to the emission of over 4 million tons of toxic wastes annually and a life expectancy below 46 years; tin from Bolivia causes ecological degradation of watersheds.","ai_generated":true,"unit":"bc3res-000126#insight-5","date_modified":"2026-10-23"},{"text":"Aluminium imports from Brazil and Mozambique are linked to the construction of hydroelectric dams that flood protected areas and force the relocation of thousands of families, including indigenous communities.","ai_generated":true,"unit":"bc3res-000126#insight-6","date_modified":"2026-10-23"},{"text":"Basque economic activities beyond imports include the depletion of tuna stocks in the Indian Ocean and over 60,000 million euro in Direct Foreign Investment, primarily in financial and energy sectors, which has led to human rights violations and environmental damage, such as at the Barra Grande dam in Brazil.","ai_generated":true,"unit":"bc3res-000126#insight-7","date_modified":"2026-10-23"}],"climate_tags":["fossil fuel","greenhouse gas emissions","deforestation","mining","nickel","aluminium","biodiversity loss","sustainable consumption"],"geography_discussed":["Spain","Finland","Germany","United Kingdom","Russia","Iran","Mexico","Nigeria","Trinidad and Tobago","Algeria","Indonesia","Bolivia","Mozambique","Brazil"],"frame_perspective":[],"analysis_type":["impact assessment","policy analysis"]},{"id":"bc3res-000124","url":"https://climateinsightsdirectory.org/document/bc3res-000124","title":"Identifying social determinants of urban low carbon transitions: the case of energy transition in Bilbao, Basque Country","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-05","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201305280846301163367391.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper examines the cognitive dimensions of urban sustainability transitions (UST) in Bilbao, Spain, using the Q method to identify how stakeholder values and perceptions act as barriers or opportunities for decarbonization. The study identifies four distinct discourses among stakeholders: local followers, confidant visionaries, problem-solvers, and workaday sceptics. While there is a general consensus that energy consumption in the Basque Country is too high and fossil fuels are scarce, significant gaps exist between decision-makers and potential drivers of change. The authors argue that for cities to act as 'transition tractors' rather than mere actors, they must establish knowledge, discussion, and communication (KDC) platforms to link pragmatists, visionaries, and policymakers.","ai_generated":true,"unit":"bc3res-000124#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study identifies four primary stakeholder discourses regarding Bilbao's energy transition: 'local followers' (Discourse A), who view action as a top-down issue and distrust their own capacity to act; 'confidant visionaries' (Discourse B), who trust bottom-up innovation but distrust current institutional leadership; 'problem-solvers' (Discourse C), who focus on short-term practical solutions and regulatory frameworks; and 'workaday sceptics' (Discourse D), who are predominantly regional and distrust the anthropogenic causes of climate change.","ai_generated":true,"unit":"bc3res-000124#insight-1","date_modified":"2026-10-23"},{"text":"There is a strong consensus among all stakeholder groups that the Basque Country consumes more energy than is necessary and that fossil fuel resources are becoming scarce.","ai_generated":true,"unit":"bc3res-000124#insight-2","date_modified":"2026-10-23"},{"text":"Stakeholders generally agree that any transition toward energy efficiency and renewables must be supported by regulatory frameworks that establish minimum requirements and compulsory measures for industries and the building sector.","ai_generated":true,"unit":"bc3res-000124#insight-3","date_modified":"2026-10-23"},{"text":"Despite a perceived general social rejection of District Heating (DH) projects in Bilbao, stakeholders in the study agreed that such solutions are appropriate for a low-carbon transition.","ai_generated":true,"unit":"bc3res-000124#insight-4","date_modified":"2026-10-23"},{"text":"The study found that the common argument that Bilbao's climate is unsuitable for solar photovoltaic (PV) energy is not considered the primary cause for its poor implementation by stakeholders.","ai_generated":true,"unit":"bc3res-000124#insight-5","date_modified":"2026-10-23"},{"text":"There is a concerning lack of priority given to social participation and the role of local communities in the co-design of the city's energy transition across all identified discourses.","ai_generated":true,"unit":"bc3res-000124#insight-6","date_modified":"2026-10-23"},{"text":"A significant gap exists between stakeholders with power and responsibility (such as city hall and regional authorities) and those who could drive the transition (such as scientists, consultants, and social movements), necessitating a 'knowledge, discussion and communication (KDC) platform'.","ai_generated":true,"unit":"bc3res-000124#insight-7","date_modified":"2026-10-23"},{"text":"The authors conclude that social-cognitive limitations, such as mistrust in institutions or scepticism about climate change, are critical determinants of the success of urban transitions and should be included in transition modelling.","ai_generated":true,"unit":"bc3res-000124#insight-8","date_modified":"2026-10-23"}],"climate_tags":["energy transition","energy efficiency","renewable energy","photovoltaics","district heating","climate change mitigation"],"geography_discussed":["Spain","United Kingdom","Scandinavia"],"frame_perspective":[],"analysis_type":["case study","semi-quantitative analysis","Q method"]},{"id":"bc3res-000125","url":"https://climateinsightsdirectory.org/document/bc3res-000125","title":"EVALUATION OF TWO ALTERNATIVE CARBON CAPTURE AND STORAGE TECHNOLOGIES","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2013-05","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201307290654511714670453.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The analysis finds that CCS without EOR is currently unprofitable due to low carbon prices, while CCS combined with EOR and DSF storage can be profitable if oil prices remain above a specific threshold. The study highlights that high investment costs and energy efficiency losses at power plants create significant financial barriers, necessitating either high commodity prices or substantial government subsidies to incentivize early adoption.","ai_generated":true,"unit":"bc3res-000125#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"CCS without EOR is considered highly unprofitable under current and projected carbon market prices, requiring an initial carbon price equivalent to a constant price of $73.91/tCO2 to be profitable.","ai_generated":true,"unit":"bc3res-000125#insight-1","date_modified":"2026-10-23"},{"text":"Investment in CCS combined with EOR and secondary deep saline formation (DSF) storage is profitable (NPV > 0) only if the long-term equilibrium price for oil is higher than $50.95/barrel.","ai_generated":true,"unit":"bc3res-000125#insight-2","date_modified":"2026-10-23"},{"text":"When the timing of the investment is flexible, the trigger price for optimal investment in CCS with EOR increases to $89.29/barrel.","ai_generated":true,"unit":"bc3res-000125#insight-3","date_modified":"2026-10-23"},{"text":"Implementing CCS at a coal-fired power plant results in a significant loss of energy efficiency, estimated at 10.34%, which corresponds to 26.67% of the electricity that would have been generated without the technology.","ai_generated":true,"unit":"bc3res-000125#insight-4","date_modified":"2026-10-23"},{"text":"The profitability of CCS technologies is heavily dependent on the volatility of three primary commodity prices: electricity, oil, and carbon emission allowances.","ai_generated":true,"unit":"bc3res-000125#insight-5","date_modified":"2026-10-23"},{"text":"Current carbon prices are too low to provide significant incentives for investing in CCS, and the cost of subsidies required to encourage early investment in non-EOR CCS would reach billions of dollars.","ai_generated":true,"unit":"bc3res-000125#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon capture and storage","coal-fired power station","energy efficiency","climate finance","carbon price"],"geography_discussed":["United Kingdom","Spain"],"frame_perspective":[],"analysis_type":["economic evaluation","stochastic modeling","sensitivity analysis"]},{"id":"bc3res-000122","url":"https://climateinsightsdirectory.org/document/bc3res-000122","title":"The Green Paradox and Learning-by-doing in the Renewable Energy Sector","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-04","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201305060930221447386809.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research examines the 'green paradox'—where climate policies may inadvertently accelerate fossil fuel extraction—within a two-period model that incorporates learning-by-doing (LBD) in the renewable energy sector. The authors find that while a present carbon tax consistently reduces current fossil fuel use, the impact of renewable energy subsidies is ambiguous and depends on the strength of the LBD effect. Specifically, large LBD effects can trigger the green paradox by significantly reducing future demand for fossil fuels, thereby incentivizing resource owners to increase extraction in the present. The paper concludes that a carbon tax is the most reliable tool for reducing immediate CO2 emissions, suggesting that tax revenues should only be used to fund subsidies if the LBD effect is small.","ai_generated":true,"unit":"bc3res-000122#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A carbon tax implemented on present fossil fuels consistently reduces their current use, whereas a tax implemented in the future can trigger the green paradox by bringing forward extraction.","ai_generated":true,"unit":"bc3res-000122#insight-1","date_modified":"2026-10-23"},{"text":"The effect of renewable energy subsidies on current fossil fuel demand is ambiguous and determined by the magnitude of the learning-by-doing (LBD) effect.","ai_generated":true,"unit":"bc3res-000122#insight-2","date_modified":"2026-10-23"},{"text":"Large LBD effects can lead to the green paradox because significant cost reductions in clean energy lower future demand for conventional energy, which incentivizes resource owners to extract more fossil fuels today.","ai_generated":true,"unit":"bc3res-000122#insight-3","date_modified":"2026-10-23"},{"text":"In a budget-neutral scheme where carbon tax revenues finance renewable subsidies, the effect on fossil fuel use is ambiguous and depends on the LBD effect; for small LBD, the reduction in current fossil fuel use is greater than with taxation alone.","ai_generated":true,"unit":"bc3res-000122#insight-4","date_modified":"2026-10-23"},{"text":"To minimize near-term GHG emissions, the authors recommend implementing a present carbon tax and avoiding future tax increases, while only using tax revenues for subsidies if the LBD effect is small.","ai_generated":true,"unit":"bc3res-000122#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon tax","renewable energy","petroleum industry","climate finance","greenhouse gas emissions","energy transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["economic modeling","policy analysis"]},{"id":"bc3res-000123","url":"https://climateinsightsdirectory.org/document/bc3res-000123","title":"Climate change impacts on the water services in Costa Rica: a production function for the hydroenergy sector","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-04","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20130507073951752643810.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research uses a production function based on a sample of 40 hydroelectric plants to model the relationship between runoff and revenue in Costa Rica. Projections for 2100 under IPCC scenarios A2, A1B, and B1 indicate a significant reduction in hydropower production, estimated between 41% and 43%. These changes translate to aggregate revenue losses ranging from 41% in the sustainable B1 scenario to 49% in the A1B scenario. The study also explores technological adaptation, finding that doubling installed capacity would be required to achieve a revenue increase of 3% to 18% under these climate scenarios.","ai_generated":true,"unit":"bc3res-000123#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change is projected to cause a significant decrease in hydropower production in Costa Rica by 2100, with estimated reductions between 41% and 43% across all future scenarios.","ai_generated":true,"unit":"bc3res-000123#insight-1","date_modified":"2026-10-23"},{"text":"The economic impact on the hydroelectric sector's aggregate revenues varies by scenario, with losses estimated at 41% for the B1 scenario and 49% for the A1B scenario.","ai_generated":true,"unit":"bc3res-000123#insight-2","date_modified":"2026-10-23"},{"text":"The B1 scenario, which incorporates sustainability criteria, results in the lowest expected revenue losses compared to the A2 and A1B scenarios.","ai_generated":true,"unit":"bc3res-000123#insight-3","date_modified":"2026-10-23"},{"text":"Technological improvements in the form of increased generation capacity can mitigate losses; increasing installed capacity by approximately 50% would reduce economic losses by 12% across all scenarios.","ai_generated":true,"unit":"bc3res-000123#insight-4","date_modified":"2026-10-23"},{"text":"To achieve an actual increase in annual revenue (ranging from 3% to 18%) under climate change scenarios, it would be necessary to double the installed capacity of all plants.","ai_generated":true,"unit":"bc3res-000123#insight-5","date_modified":"2026-10-23"},{"text":"The production function developed for this study found that revenues increase as runoff and installed power increase, while downfall height and reservoir volume were not statistically significant.","ai_generated":true,"unit":"bc3res-000123#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change","hydroelectricity","ecosystem service"],"geography_discussed":["Central America","Volcánica Central Talamanca Corridor"],"frame_perspective":[],"analysis_type":["economic modelling","impact assessment","projection"]},{"id":"bc3res-000119","url":"https://climateinsightsdirectory.org/document/bc3res-000119","title":"Economic Evaluation of Energy Efficiency Labelling in Domestic Appliances: the Spanish Market","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-03","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20130319032310431229159.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study analyzes the Spanish domestic appliance market in 2012 to determine the price premium for energy efficiency (EE) labels and the price elasticities of demand. Using a hedonic pricing model, the authors found that high energy efficiency labels lead to price premiums of 4.15% for washing machines, 12.63% for refrigerators, and 4.03% for dishwashers. The analysis also indicates that demand for high-efficiency appliances is more elastic than for low-efficiency ones across all three categories.","ai_generated":true,"unit":"bc3res-000119#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Washing machines with class A*** energy labelling carry a price premium of 4.15% compared to other models, which equates to a monetary value of €19.79 based on an average price of €477.","ai_generated":true,"unit":"bc3res-000119#insight-1","date_modified":"2026-10-23"},{"text":"High energy efficiency refrigerators (merged class A** and A***) are on average 12.63% more expensive than those with low class energy efficiency labels, representing a price premium of €86.39 against an average price of €684.","ai_generated":true,"unit":"bc3res-000119#insight-2","date_modified":"2026-10-23"},{"text":"Dishwashers with a high energy efficiency class (AHigh) are on average 4.03% more expensive than those in classes A or A*, which corresponds to a value of €19.42 based on an average price of €482.","ai_generated":true,"unit":"bc3res-000119#insight-3","date_modified":"2026-10-23"},{"text":"Demand for high energy efficiency washing machines is more elastic than for low efficiency ones, with own price elasticity ranging from -1.2 to -11.8.","ai_generated":true,"unit":"bc3res-000119#insight-4","date_modified":"2026-10-23"},{"text":"The own elasticity of demand for high energy efficiency dishwashers ranges from -2.1 to -14.9.","ai_generated":true,"unit":"bc3res-000119#insight-5","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency"],"geography_discussed":["Galicia","Basque Country","Valencia","Seville","Madrid","Barcelona"],"frame_perspective":[],"analysis_type":["economic evaluation","econometric analysis"]},{"id":"bc3res-000121","url":"https://climateinsightsdirectory.org/document/bc3res-000121","title":"FLOOD RISK MANAGEMENT: WHAT ARE THE MAIN DRIVERS OF PREVENTION?","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"policy brief","language":"en","date_published":"2013-03","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20130416104638916819195.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document argues that climate change increases flood risk through more intense and frequent extreme events, necessitating a shift from purely infrastructural defenses to a coordinated approach. Using the Ebro river basin as a case study, it demonstrates how spatial hydro-economic models can identify specific drivers of risk across different municipalities and sectors. The author advocates for a combination of institutional alerts, environmental river restoration, and private-sector self-protection to manage vulnerability and exposure.","ai_generated":true,"unit":"bc3res-000121#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change is expected to increase the frequency of extreme rainfall and flooding due to higher evaporation, increased water cycling intensity, and a warmer atmosphere's capacity to hold more water vapor.","ai_generated":true,"unit":"bc3res-000121#insight-1","date_modified":"2026-10-23"},{"text":"Anthropogenic activities in the twentieth century have contributed to increased climatic risk; for example, simulation models for floods in England and Wales in autumn 2000 indicate a risk increase of over 20%.","ai_generated":true,"unit":"bc3res-000121#insight-2","date_modified":"2026-10-23"},{"text":"Flood risk is determined by the interaction of flood hazard (volume, depth, velocity), exposure (urban, rural, and human elements), and vulnerability (preparedness and capacity to recover).","ai_generated":true,"unit":"bc3res-000121#insight-3","date_modified":"2026-10-23"}],"climate_tags":["Flood risk management","climate change adaptation","climate change vulnerability","land-use planning","climate finance","insurance"],"geography_discussed":["Wales","England","Europe","Germany","France"],"frame_perspective":[],"analysis_type":["case study","policy analysis"]},{"id":"bc3res-000146","url":"https://climateinsightsdirectory.org/document/bc3res-000146","title":"Evaluation of Two Alternative Carbon Capture and Storage Technologies: A Stochastic Model","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-03","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201409220941501606742634.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper assesses the economic viability of CCS technologies in the UK, specifically comparing CO2-EOR paired with DSF storage against standalone DSF storage. Using a stochastic model calibrated with UK futures market data for electricity, oil, and carbon allowances, the authors find that only the EOR-paired option is potentially profitable, provided long-term oil prices remain high. The study highlights that current carbon prices are insufficient to incentivize standalone CCS and that the option to delay investment increases the required 'trigger price' for oil to make immediate investment optimal.","ai_generated":true,"unit":"bc3res-000146#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Investments in CCS combined with enhanced oil recovery (EOR) and secondary deep saline formation (DSF) storage can be profitable, with a positive Net Present Value (NPV) of +4,639.1 M$ in the base case, primarily driven by high oil prices.","ai_generated":true,"unit":"bc3res-000146#insight-1","date_modified":"2026-10-23"},{"text":"The break-even point for a CO2-EOR + DSF project occurs at a long-term equilibrium oil price of 50.955 $/barrel; below this price, the NPV becomes negative.","ai_generated":true,"unit":"bc3res-000146#insight-2","date_modified":"2026-10-23"},{"text":"When the option to postpone investment for up to ten years is considered, the 'trigger price' for oil required to make immediate investment optimal rises to 89.29 $/barrel, compared to the 50.955 $/barrel required for a simple NPV calculation.","ai_generated":true,"unit":"bc3res-000146#insight-3","date_modified":"2026-10-23"},{"text":"Standalone CCS using only deep saline formations (DSF) is highly unprofitable at current carbon prices; for a 20-year project, the initial carbon price would need to exceed 37.02 $/tCO2 (with a 5.208% drift) to achieve a positive NPV.","ai_generated":true,"unit":"bc3res-000146#insight-4","date_modified":"2026-10-23"},{"text":"The installation of CCS in a coal-fired power plant results in a significant efficiency loss of 10.34 percentage points (decreasing from 38.77% to 28.43%), which equates to a loss of 26.67% of the electricity that would have been generated without CCS.","ai_generated":true,"unit":"bc3res-000146#insight-5","date_modified":"2026-10-23"},{"text":"Carbon price trends and volatility do not currently provide sufficient incentives for standalone CCS (CO2-DSF) investments; a constant carbon price of 73.91 $/tCO2 would be required to reach NPV=0 for a 40-year storage project.","ai_generated":true,"unit":"bc3res-000146#insight-6","date_modified":"2026-10-23"},{"text":"The model identifies three primary sources of uncertainty affecting CCS investment profitability: the price of electricity, the price of oil, and the price of carbon allowances.","ai_generated":true,"unit":"bc3res-000146#insight-7","date_modified":"2026-10-23"}],"climate_tags":["carbon capture and storage","coal-fired power station","climate finance","energy transition","electricity price","price of oil"],"geography_discussed":["North Sea"],"frame_perspective":[],"analysis_type":["economic evaluation","risk analysis","sensitivity analysis","option valuation"]},{"id":"bc3res-000118","url":"https://climateinsightsdirectory.org/document/bc3res-000118","title":"Regional IAM: analysis of risk-adjusted costs and benefits of climate policies","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-02","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201303060440191982488509.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The authors argue that conventional cost-benefit analysis (CBA) fails to account for the value of flexibility and the irreversibility of climatic events. By applying real option analysis to the DICER model, they incorporate the 'cost of lost flexibility' as a penalty function. Their results indicate that accounting for risk leads to a more aggressive mitigation pathway, reducing the optimal end-of-century temperature increase from approximately 2.5°C in deterministic scenarios to about 2.25°C.","ai_generated":true,"unit":"bc3res-000118#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors propose a risk-adjusted approach using real option analysis (ROA) to account for 'correction costs', which represent the value of lost flexibility caused by the path-dependency and irreversibility of climate change.","ai_generated":true,"unit":"bc3res-000118#insight-1","date_modified":"2026-10-23"},{"text":"The proposed methodology adds a penalty function to the deterministic run of an IAM, consisting of at-the-money call options on 'adaptation services' (for damages) and carbon credits (for abatement costs).","ai_generated":true,"unit":"bc3res-000118#insight-2","date_modified":"2026-10-23"},{"text":"Using the DICER model, the authors find that risk-adjusted parameters lower the optimal temperature increase by the end of the century to approximately 2.25°C, compared to about 2.5°C in deterministic scenarios.","ai_generated":true,"unit":"bc3res-000118#insight-3","date_modified":"2026-10-23"},{"text":"Risk-adjusted solutions distribute emission reductions unevenly across regions; China is identified as needing the most aggressive cuts over the next 40 years to balance risks.","ai_generated":true,"unit":"bc3res-000118#insight-4","date_modified":"2026-10-23"},{"text":"The application of risk-adjusted parameters significantly reduces 'tail risk' and overall uncertainty regarding atmospheric temperature, although the optimal CO2 concentration still exceeds 450 ppm.","ai_generated":true,"unit":"bc3res-000118#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate policy","climate risk management","carbon price"],"geography_discussed":["People's Republic of China","India","United States","European Union"],"frame_perspective":[],"analysis_type":["methodological proposal","numerical simulation"]},{"id":"bc3res-000145","url":"https://climateinsightsdirectory.org/document/bc3res-000145","title":"Economic Efficiency, Environmental Effectiveness and Political Feasibility of Energy Efficiency Rebates: the Case of the Spanish Energy Efficiency “Renove” Plan","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-02","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201409220939281561884519.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The paper evaluates the Spanish \"Renove\" plan, which provides rebates for A+ labelled energy-efficient appliances. Using a model of close substitutes, the authors find that a standalone 80€ subsidy for dishwashers in the Basque Autonomous Community increases total market demand by 1.5%, leading to a \"rebound effect\" that increases the total energy bill by 197,399€ and costs the government over 1 M€. In contrast, a 40€ tax on non-efficient appliances reduces total appliance demand by 1.6%, generates approximately 0.8 M€ in revenue, and saves nearly 300,000€ in energy costs. The authors argue that combining taxes and subsidies can optimize outcomes; for example, a 40€ subsidy paired with a 20€ tax avoids a deficit, prevents the rebound effect, and reduces deadweight loss compared to single-instrument policies.","ai_generated":true,"unit":"bc3res-000145#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A standalone 80€ subsidy for energy-efficient dishwashers in the Basque Autonomous Community increases the demand for labelled units by 5.1% and total market demand by 1.5%, resulting in a rebound effect that increases the total energy bill by 197,399€.","ai_generated":true,"unit":"bc3res-000145#insight-1","date_modified":"2026-10-23"},{"text":"The 80€ subsidy policy is costly for public finances, with a subsidy cost exceeding 1 M€ and a welfare loss of approximately 26,000€.","ai_generated":true,"unit":"bc3res-000145#insight-2","date_modified":"2026-10-23"},{"text":"Implementing a 40€ tax on non-efficient appliances is more effective than a subsidy alone, as it reduces total appliance demand by 1.6%, collects nearly 1 M€ in revenue, and generates energy bill savings of almost 300,000€ without a rebound effect.","ai_generated":true,"unit":"bc3res-000145#insight-3","date_modified":"2026-10-23"},{"text":"Combining subsidies and taxes can satisfy economic efficiency, environmental effectiveness, and political feasibility simultaneously; specifically, a 40€ subsidy and 20€ tax combination generates no deficit, avoids the rebound effect, and produces lower deadweight loss than either a pure tax or pure subsidy.","ai_generated":true,"unit":"bc3res-000145#insight-4","date_modified":"2026-10-23"},{"text":"To minimize economic efficiency losses (deadweight loss), the authors find that taxes on non-labelled goods should be kept below 36€.","ai_generated":true,"unit":"bc3res-000145#insight-5","date_modified":"2026-10-23"}],"climate_tags":["carbon price"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["numerical simulation","economic modeling","policy evaluation"]},{"id":"bc3res-000114","url":"https://climateinsightsdirectory.org/document/bc3res-000114","title":"Development of a New modelling Framework to Estimate the Carbon Footprint from Basque Dairy Farms","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2013-01","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201301111109111141425588.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research introduces a modelling framework combining the NGAUGE field-scale model and a new LANDDAIRY farm-scale submodel to quantify greenhouse gas (GHG) emissions from Basque dairy farms. A case study of 17 farms in Bizkaia found mean total GHG emissions of 385 ± 175 t CO2-eq yr-1, with emissions per litre of energy-corrected milk ranging from 0.86 to 2.11 kg CO2-eq. The study identifies methane from enteric fermentation and emissions from purchased feed as the primary contributors to the carbon footprint, suggesting that purchased feed can serve as a proxy for estimating total farm emissions.","ai_generated":true,"unit":"bc3res-000114#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The proposed modelling framework uses a 'cradle to the farm gate LCA' approach to simulate the effects of local soil and climate conditions on CO2, CH4, and N2O emissions.","ai_generated":true,"unit":"bc3res-000114#insight-1","date_modified":"2026-10-23"},{"text":"The framework integrates two primary components: a modified version of the NGAUGE field-scale model for soil-based stages and a new LANDDAIRY farm-scale submodel for housing, manure storage, and silage making.","ai_generated":true,"unit":"bc3res-000114#insight-2","date_modified":"2026-10-23"}],"climate_tags":["carbon footprint","greenhouse gas emissions","methane","nitrous oxide","carbon dioxide","life cycle assessment"],"geography_discussed":["Karrantza valley","Galicia","Portugal"],"frame_perspective":[],"analysis_type":["modelling","case study"]}]}