{"query_echo":{"q":"","filters":{"analysis_type":["economic modelling"]},"warnings":[]},"total":{"value":139,"relation":"eq"},"page":5,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+modelling&page=5","next":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=economic+modelling&page=6","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-000183","url":"https://climateinsightsdirectory.org/document/bc3res-000183","title":"Consumer purchases of energy-efficient cars: behavioural implications for policy","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2018-04","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20180503115018964295435.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper examines the Spanish light-duty vehicle market to determine how consumer behaviour—specifically whether they make 'absolute' or 'relative' decisions—influences the effectiveness of energy efficiency labels and financial incentives. Using the Quantity Based Demand System (QBDS), the authors calculate price elasticities of demand to show that the sensitivity of consumers to price changes varies depending on whether they seek the most efficient car in the entire market or the most efficient car within a specific segment. The study concludes that a mixed labelling scheme may be the most effective way to address diverse consumer behaviours.","ai_generated":true,"unit":"bc3res-000183#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"In 2012, 41% of cars sold in Spain were categorized as very efficient (class A), and cars with A and B labels collectively accounted for more than 75% of all sales.","ai_generated":true,"unit":"bc3res-000183#insight-1","date_modified":"2026-10-23"},{"text":"Spain employs a relative labelling scheme where a car's rating is based on its deviation from the average within its market segment, which can lead to larger, higher-emitting vehicles receiving better ratings than smaller, lower-emitting cars from different segments.","ai_generated":true,"unit":"bc3res-000183#insight-2","date_modified":"2026-10-23"},{"text":"Under the 'absolute decision' hypothesis—where consumers seek the most efficient car regardless of segment—demand for energy-efficient cars is slightly more elastic than demand for non-efficient cars.","ai_generated":true,"unit":"bc3res-000183#insight-3","date_modified":"2026-10-23"},{"text":"Under the 'relative decision' hypothesis—where consumers first choose a car segment and then the most efficient model within it—demand for the most efficient cars (class A) is less elastic than demand for non-efficient cars.","ai_generated":true,"unit":"bc3res-000183#insight-4","date_modified":"2026-10-23"},{"text":"The PIVE (Programa de Incentivos al Vehículo Eficiente) plan in Spain provides subsidies for class A or B cars, electric cars, and alternative fuel vehicles, provided the car price does not exceed €25,000.","ai_generated":true,"unit":"bc3res-000183#insight-5","date_modified":"2026-10-23"},{"text":"The authors suggest that because consumers may use different decision-making processes, a mixed labelling scheme providing both absolute and relative information may be the most suitable approach.","ai_generated":true,"unit":"bc3res-000183#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","greenhouse gas emissions","carbon dioxide emissions","transport industry","climate finance"],"geography_discussed":["European Union","France","Belgium","Denmark","United Kingdom","Germany","Switzerland","Netherlands","United States"],"frame_perspective":[],"analysis_type":["economic modelling","policy analysis"]},{"id":"client-000581","url":"https://climateinsightsdirectory.org/document/client-000581","title":"The potential role of fiscal policy","publisher":{"name":"ClientEarth","organization":"clientearth"},"document_type":"report","language":"en","date_published":"2018-04","source_url":"https://www.clientearth.org/media/lmobrxoe/helping-people-and-business-to-move-towards-cleaner-forms-of-transport-the-potential-role-of-fiscal-policy-ext-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that the UK's current vehicle taxation system is insufficient to meet legal air quality limits and the 2040 target for banning new internal combustion engine vehicles. It proposes a three-tiered strategy: mandating charging Clean Air Zones in the short term, replacing the plug-in grant with a time-limited VAT rebate for ULEVs in the medium term, and developing a road-user charging system in the long term to replace eroding fuel duty revenues.","ai_generated":true,"unit":"client-000581#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Road transport is the primary source of roadside nitrogen dioxide (NO2), accounting for 80% of these emissions. Passenger cars and vans specifically contribute over 75% of total road transport NOx emissions.","ai_generated":true,"unit":"client-000581#insight-1","date_modified":"2026-10-23"},{"text":"The UK is failing to meet legal NO2 concentration limits; of the 43 Zones in the UK, only six are compliant with average annual legal limits. Without further action, full compliance is not expected until 2028.","ai_generated":true,"unit":"client-000581#insight-2","date_modified":"2026-10-23"},{"text":"The current UK tax system is deemed unsustainable because a successful shift to zero-emission vehicles would significantly erode the tax base, particularly fuel duty, which provided close to 5% of government tax receipts in 2016/17.","ai_generated":true,"unit":"client-000581#insight-3","date_modified":"2026-10-23"},{"text":"To meet short-term NO2 legal limits, the report recommends that the Government mandate charging Clean Air Zones by 2020 in all areas exceeding legal limits, supported by targeted scrappage and retrofitting schemes for low-income users and small businesses.","ai_generated":true,"unit":"client-000581#insight-4","date_modified":"2026-10-23"},{"text":"The report proposes replacing the plug-in car grant with a time-limited VAT rebate: 100% for zero-emission vehicles (ZEVs) and 50% for other ULEVs (such as PHEVs), as polling suggests the current grant is insufficiently generous and poorly understood.","ai_generated":true,"unit":"client-000581#insight-5","date_modified":"2026-10-23"},{"text":"To ensure the VAT rebate is revenue neutral, the report suggests a small annual levy (approximately £25) on all non-ULEVs in the UK or a 2.5% levy on the purchase price of new non-ULEV vehicles.","ai_generated":true,"unit":"client-000581#insight-6","date_modified":"2026-10-23"},{"text":"In the long term, the report argues that a road-user charging system is inevitable to replace lost fuel duty revenue and suggests establishing a competitive prize fund for Combined Authorities to pilot such schemes.","ai_generated":true,"unit":"client-000581#insight-7","date_modified":"2026-10-23"},{"text":"International comparisons show Norway as the most successful in ULEV uptake, largely due to exempting fully-electric cars from vehicle purchase tax and VAT, which can represent up to 50% of a car's price.","ai_generated":true,"unit":"client-000581#insight-8","date_modified":"2026-10-23"}],"climate_tags":["fiscal policy","zero-emissions vehicle","battery electric vehicle","particulates","carbon dioxide","electric vehicle charging network"],"geography_discussed":["Norway","Netherlands","Germany","India","Scotland"],"frame_perspective":[],"analysis_type":["policy assessment","economic modelling","consumer polling"]},{"id":"geconco-000131","url":"https://climateinsightsdirectory.org/document/geconco-000131","title":"Uganda Green Economy Barometer 2018","publisher":{"name":"Green Economy Coalition","organization":"green-economy-coalition"},"document_type":"report","language":"en","date_published":"2018-03","source_url":"https://www.greeneconomycoalition.org/assets/reports/Barometers-2018/Uganda-Barometer-2018-Full-Final-WEB.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Uganda Green Economy Barometer 2018 argues that while Uganda has a conducive policy environment and significant natural capital, the transition to a green economy is hindered by poor policy implementation, high initial costs, and a financing gap. It highlights the potential for green growth to create 4 million jobs and boost GDP by 10%, provided there is political commitment, economic reform, and increased private sector investment in sectors like agriculture, renewable energy, and sustainable transport.","ai_generated":true,"unit":"geconco-000131#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Uganda's transition to a green economy is significantly hindered by a gap between policy and practice, where many laws and plans intended to meet Sustainable Development Goals (SDGs) remain unimplemented.","ai_generated":true,"unit":"geconco-000131#insight-1","date_modified":"2026-10-23"},{"text":"Adopting a green growth model could provide substantial economic benefits, including a 10% increase in GDP above business-as-usual scenarios and the creation of 4 million green jobs by 2030.","ai_generated":true,"unit":"geconco-000131#insight-2","date_modified":"2026-10-23"},{"text":"Uganda possesses a low greenhouse gas emissions profile, with per capita emissions estimated at 1.39 tons of carbon dioxide, which is significantly lower than the global average of approximately 7.99 tons.","ai_generated":true,"unit":"geconco-000131#insight-3","date_modified":"2026-10-23"},{"text":"There is a critical shortfall in green growth financing; international climate finance flows are estimated to be US$127.2 million per annum against a target of US$450 million, representing a 72% shortfall.","ai_generated":true,"unit":"geconco-000131#insight-4","date_modified":"2026-10-23"},{"text":"The country's natural capital is declining, with forest cover decreasing by approximately 63% and wetlands declining from 18% to 8% between 1990 and 2015.","ai_generated":true,"unit":"geconco-000131#insight-5","date_modified":"2026-10-23"},{"text":"Uganda's energy sector is dominated by hydropower, which generates about 76% of the country's energy, though per capita electricity consumption (80kWh/year) remains very low compared to other nations.","ai_generated":true,"unit":"geconco-000131#insight-6","date_modified":"2026-10-23"},{"text":"The cost of inaction regarding climate change is estimated to be over 24 times higher than the cost of action, with potential economic losses between US$3.25 and 9 billion within a decade.","ai_generated":true,"unit":"geconco-000131#insight-7","date_modified":"2026-10-23"},{"text":"Uganda lacks a comprehensive system for attaching financial value to ecosystem services, and existing payment for ecosystem services projects are largely donor-driven and potentially unsustainable.","ai_generated":true,"unit":"geconco-000131#insight-8","date_modified":"2026-10-23"},{"text":"Economic growth in Uganda has been largely 'jobless', with youth unemployment estimated at 78%, which undermines the ability of vulnerable workers to demand fair conditions.","ai_generated":true,"unit":"geconco-000131#insight-9","date_modified":"2026-10-23"},{"text":"The transition to a green economy is further limited by high initial costs, estimated at US$11 billion over the thirteen-year tenure of the Green Growth Development Strategy.","ai_generated":true,"unit":"geconco-000131#insight-10","date_modified":"2026-10-23"}],"climate_tags":["green economy","renewable energy","sustainable agriculture","sustainable transport","climate finance","green job","natural capital","ecosystem service","carbon emission trading","greenhouse gas emissions","climate change adaptation","climate change mitigation","sustainable development"],"geography_discussed":["Kampala","Kenya","Ghana","South Korea"],"frame_perspective":[],"analysis_type":["policy assessment","economic modelling","gap analysis"]},{"id":"saiia-001150","url":"https://climateinsightsdirectory.org/document/saiia-001150","title":"PLURILATERAL TRADE AGREEMENTS AND THE IMPACT ON LDCs \u0013 TO PARTICIPATE OR NOT TO PARTICIPATE?","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"case study","language":"en","date_published":"2018-02","source_url":"https://saiia.org.za/wp-content/uploads/2018/03/saia_spr_plurilaterals_Bangladesh-Case-Study_20180306.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines Bangladesh's cautious approach to plurilateral trade agreements (PTAs) against the backdrop of its planned graduation from LDC status by 2024. While the government remains neutral and prefers the inclusive multilateral system, the private sector sees PTAs as a way to build global alliances and prepare for the loss of LDC preferences. GTAP CGE modelling suggests that Bangladesh would benefit most from joining the Government Procurement Agreement (GPA), while gains from the Trade in Services Agreement (TiSA) and Environmental Goods Agreement (EGA) would be marginal, and the Information Technology Agreement II (ITA-II) would offer the least benefit.","ai_generated":true,"unit":"saiia-001150#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Bangladesh maintains a cautious and neutral stance toward plurilateral trade agreements, fearing they may be \"better suited to developed than developing countries\" and preferring the inclusive, rules-based multilateral approach of the WTO.","ai_generated":true,"unit":"saiia-001150#insight-1","date_modified":"2026-10-23"},{"text":"There is a divergence in perspective between the Bangladeshi government and the private sector regarding the urgency of preparing for the country's graduation from LDC status by 2024. The private sector views the impending loss of preferences as \"enormously challenging\" and sees plurilaterals as an opportunity to build alliances and acquire technology, whereas government and academic stakeholders view the transition as a more distant event.","ai_generated":true,"unit":"saiia-001150#insight-2","date_modified":"2026-10-23"},{"text":"The Government Procurement Agreement (GPA) is identified as the plurilateral offering the highest potential economic gain for Bangladesh. Modelling indicates an aggregate net welfare gain of $1,097.6 million if Bangladesh joins, compared to $75 million if it does not, with significant projected increases in investment.","ai_generated":true,"unit":"saiia-001150#insight-3","date_modified":"2026-10-23"},{"text":"Participation in the Trade in Services Agreement (TiSA) and the Environmental Goods Agreement (EGA) would likely yield only marginal benefits. For TiSA, the net welfare gain from joining is estimated at $16.2 million versus $6.9 million for not joining; for EGA, the gain is $2,211.8 million versus $1,239.6 million for not joining.","ai_generated":true,"unit":"saiia-001150#insight-4","date_modified":"2026-10-23"},{"text":"The Information Technology Agreement II (ITA-II) is projected to provide the least benefit of the four plurilaterals, with modelling showing an aggregate net welfare loss of -$2.9 million if Bangladesh joins and -$2.4 million if it does not.","ai_generated":true,"unit":"saiia-001150#insight-5","date_modified":"2026-10-23"},{"text":"Bangladesh faces significant internal barriers to participating in plurilaterals, including capacity constraints within the government, a lack of experienced negotiators, and the risk that opening markets to foreign competition could harm domestic industries, such as the domestically focused IT sector.","ai_generated":true,"unit":"saiia-001150#insight-6","date_modified":"2026-10-23"}],"climate_tags":["green economy","government procurement"],"geography_discussed":["People's Republic of China","India","South Asia"],"frame_perspective":[],"analysis_type":["case study","economic modelling"]},{"id":"saiia-001913","url":"https://climateinsightsdirectory.org/document/saiia-001913","title":"PLURILATERAL TRADE AGREEMENTS AND THE IMPACT ON LDCs – TO PARTICIPATE OR NOT TO PARTICIPATE?","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"case study","language":"en","date_published":"2018-02","source_url":"https://saiia.org.za/wp-content/uploads/2018/03/saia_spr_plurilaterals_Chile-Case-Study_201680306.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines Chile's trade policy, highlighting its preference for bilateral and regional free trade agreements (FTAs) over certain plurilateral agreements. It details Chile's strategic shift toward services trade to compensate for a diminished manufacturing base and analyzes the economic rationale behind its participation in the Trade in Services Agreement (TiSA) and its non-participation in the Government Procurement Agreement (GPA), Environmental Goods Agreement (EGA), and Information Technology Agreement (ITA-II).","ai_generated":true,"unit":"saiia-001913#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Chile has adopted a trade strategy based on unilateral market opening, bilateral and regional free trade agreements (FTAs), and multilateral participation, maintaining a stable unilateral tariff rate of 6% since 2003.","ai_generated":true,"unit":"saiia-001913#insight-1","date_modified":"2026-10-23"},{"text":"Due to the decline of its non-competitive manufacturing sector following early liberalisation, Chile is aggressively pursuing services trade as a core economic development strategy, with the services sector contributing 63% to its GDP.","ai_generated":true,"unit":"saiia-001913#insight-2","date_modified":"2026-10-23"},{"text":"Chile participates in the Trade in Services Agreement (TiSA) to align its multilateral commitments with its stronger FTA commitments and to expand its services sector, which has grown by 250% since 1995.","ai_generated":true,"unit":"saiia-001913#insight-3","date_modified":"2026-10-23"},{"text":"Chile declines participation in the Government Procurement Agreement (GPA) and the Information Technology Agreement (ITA-II) because its existing FTAs already provide superior market access and lower tariffs than these plurilateral agreements offer.","ai_generated":true,"unit":"saiia-001913#insight-4","date_modified":"2026-10-23"},{"text":"Chile is not engaged in the Environmental Goods Agreement (EGA) plurilateral negotiations, viewing it as too focused on tariff reduction; instead, it pursues environmental goals through domestic policies and the APEC forum, where it supports a 5% tariff limit on 54 environmental goods.","ai_generated":true,"unit":"saiia-001913#insight-5","date_modified":"2026-10-23"},{"text":"GTAP CGE modelling indicates that Chile would see minimal real gains from joining the GPA or ITA-II, and would actually experience a welfare gain of 0.52% by NOT joining the EGA compared to a 0.22% decline if it did join.","ai_generated":true,"unit":"saiia-001913#insight-6","date_modified":"2026-10-23"}],"climate_tags":["green economy","sustainable development","Emissions trading","government procurement"],"geography_discussed":["Latin America","Japan"],"frame_perspective":[],"analysis_type":["case study","economic modelling"]},{"id":"saiia-001914","url":"https://climateinsightsdirectory.org/document/saiia-001914","title":"PLURILATERAL TRADE AGREEMENTS AND THE IMPACT ON LDCs – TO PARTICIPATE OR NOT TO PARTICIPATE?","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"case study","language":"en","date_published":"2018-02","source_url":"https://saiia.org.za/wp-content/uploads/2018/03/saia_spr_plurilaterals_Malawi-Case-Study_20180306.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines Malawi's position regarding four plurilateral trade agreements: the Trade in Services Agreement (TiSA), the Government Procurement Agreement (GPA), the Information Technology Agreement II (ITA-II), and the Environmental Goods Agreement (EGA). While government officials suggest that TiSA and ITA-II could boost industrialization and competitiveness, GTAP modelling indicates that overall gains from participating in these negotiations would be very small or non-existent. Malawi currently faces significant challenges, including an undiversified export base dominated by tobacco, high costs of doing business, and limited human and financial capacity within the Ministry of Industry, Trade and Tourism to engage effectively in complex WTO negotiations.","ai_generated":true,"unit":"saiia-001914#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Malawi's economy is characterized by high poverty, macroeconomic instability, and an unsustainable trade deficit exceeding $1 billion, driven largely by an undiversified export base where tobacco is the dominant product.","ai_generated":true,"unit":"saiia-001914#insight-1","date_modified":"2026-10-23"},{"text":"The country's ability to actively participate in WTO issues is restricted by a lack of human and financial resources at the Ministry of Industry, Trade and Tourism, resulting in limited influence among WTO members.","ai_generated":true,"unit":"saiia-001914#insight-2","date_modified":"2026-10-23"},{"text":"Government officials believe that participating in the Trade in Services Agreement (TiSA) and the Information Technology Agreement II (ITA-II) could enhance development and competitiveness by facilitating the import of goods and services necessary for industrialization.","ai_generated":true,"unit":"saiia-001914#insight-3","date_modified":"2026-10-23"},{"text":"GTAP modelling results contradict official views, suggesting that Malawi would see no or very small gains from participating in the plurilateral negotiations, with specific projections showing a small net welfare loss of -0.1% under one TiSA scenario.","ai_generated":true,"unit":"saiia-001914#insight-4","date_modified":"2026-10-23"},{"text":"Regarding the Government Procurement Agreement (GPA), modelling suggests a potential positive aggregate net welfare gain of 1.3% if Malawi joins, compared to 0.3% if it does not join.","ai_generated":true,"unit":"saiia-001914#insight-5","date_modified":"2026-10-23"},{"text":"Malawi faces severe ICT infrastructure deficits, with only 2,112km of fibre-optic cable as of 2012, and relies almost entirely on imports for ICT products and services.","ai_generated":true,"unit":"saiia-001914#insight-6","date_modified":"2026-10-23"},{"text":"The country has adopted a National Climate Change Policy in 2016 to manage environmental degradation, and officials believe the Environmental Goods Agreement (EGA) could help Malawi acquire cleaner technologies at more affordable prices.","ai_generated":true,"unit":"saiia-001914#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change","green economy","trade policy","government procurement"],"geography_discussed":["Mozambique","Tanzania","Zambia","South Africa","Zimbabwe","Belgium","United Kingdom","Netherlands","Germany","Switzerland","Kuwait","Mauritius","France","European Union","United States"],"frame_perspective":[],"analysis_type":["case study","economic modelling"]},{"id":"cer-001327","url":"https://climateinsightsdirectory.org/document/cer-001327","title":"FIRST DRAFT CARBON TAX BILL 2015: RESPONSE DOCUMENT","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"report","language":"en","date_published":"2017-12","source_url":"https://cer.org.za/wp-content/uploads/2015/11/Response-document.pdf?x21779","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The 'First Draft Carbon Tax Bill 2015: Response Document' is a December 2017 report by the Centre for Environmental Rights (representing the National Treasury's responses) that details public comments and government feedback on the design of South Africa's carbon tax. It addresses key policy issues including revenue recycling, tax-free allowances for trade-exposed sectors, the treatment of the electricity and aviation sectors, and the alignment of the tax with South Africa's Nationally Determined Contribution (NDC) under the Paris Agreement.","ai_generated":true,"unit":"cer-001327#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The National Treasury proposes three categories for recycling carbon tax revenues: tax shifting (such as reducing the electricity generation levy), tax incentives (like the Energy efficiency savings tax allowance), and 'soft' earmarking for budget allocations such as improved public transport and enhanced free basic energy/electricity programmes.","ai_generated":true,"unit":"cer-001327#insight-1","date_modified":"2026-08-17"},{"text":"To avoid double taxation and maintain electricity price neutrality during the first phase (up to 2022), the government proposes a combination of a lower electricity generation levy and a credit for the renewable energy premium.","ai_generated":true,"unit":"cer-001327#insight-2","date_modified":"2026-08-17"},{"text":"Non-stationary greenhouse gas emissions from liquid fuels in the transport sector will be integrated into the existing fuel tax regime as an add-on. Based on a 60 per cent tax-free threshold, the estimated tax is a maximum of 11 c/litre for petrol and 13 c/litre for diesel.","ai_generated":true,"unit":"cer-001327#insight-3","date_modified":"2026-08-17"},{"text":"While South Africa supports a global approach for international aviation via the Carbon offsetting and Reduction Scheme for International Aviation (CORSIA), emissions from domestic flights will remain subject to the domestic carbon tax regime based on fuel carbon content.","ai_generated":true,"unit":"cer-001327#insight-4","date_modified":"2026-08-17"},{"text":"The trade exposure allowance has been transitioned from a company-based to a sector-based model. It uses a 'Trade Intensity' formula—the ratio of the sum of the value of imports and exports to production—to grant graduated relief up to a maximum of 10 per cent for high trade intensity sectors (those with intensity ≥ 30 per cent).","ai_generated":true,"unit":"cer-001327#insight-5","date_modified":"2026-08-17"},{"text":"The carbon offset allowance is capped at 10 per cent for combustion emissions and 5 per cent for process emissions to ensure firms prioritize mitigation within their own operations. For the first phase (up to 2022), the geographic scope is limited to South African projects.","ai_generated":true,"unit":"cer-001327#insight-6","date_modified":"2026-08-17"},{"text":"The carbon tax is designed to help South Africa meet its Paris Agreement commitments, specifically its Nationally Determined Contribution (NDC) to have emissions peak between 2020 and 2025, plateau from 2025 to 2035, and decline from 2036 onwards.","ai_generated":true,"unit":"cer-001327#insight-7","date_modified":"2026-08-17"},{"text":"Economic modelling indicates the carbon tax will lead to an estimated decrease in emissions of 13 to 14.5 per cent by 2025 and 26 to 33 per cent by 2035 compared to business-as-usual, with a marginal impact on average annual economic growth (0.05–0.15 percentage points below business-as-usual).","ai_generated":true,"unit":"cer-001327#insight-8","date_modified":"2026-08-17"},{"text":"The headline marginal tax rate is set at R120/tCO2e. For the first phase (up to 2022), the nominal rate will increase annually by the rate of inflation plus 2 per cent, with only inflationary adjustments applied thereafter.","ai_generated":true,"unit":"cer-001327#insight-9","date_modified":"2026-08-17"},{"text":"The government rejected the implementation of a domestic Emissions Trading Scheme (ETS) as an efficient primary measure because South Africa's emissions profile is oligopolistic, with approximately four companies accounting for 55 to 60 per cent of the country's GHG emissions.","ai_generated":true,"unit":"cer-001327#insight-10","date_modified":"2026-08-17"}],"climate_tags":["carbon tax","revenue recycling","nationally determined contributions (ndc)","ghg emissions","energy transition","carbon offsets"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["Policy Response","Economic Modelling","Regulatory Framework"]},{"id":"cer-001371","url":"https://climateinsightsdirectory.org/document/cer-001371","title":"SOCIO-ECONOMIC IMPACT ASSESSMENT SYSTEM (SEIAS) FINAL IMPACT ASSESSMENT TEMPLATE (PHASE 2)","publisher":{"name":"Centre for Environmental Rights","organization":"centre-for-environmental-rights"},"document_type":"report","language":"en","date_published":"2017-07","source_url":"https://cer.org.za/wp-content/uploads/2015/11/Socio-economic-impact-assessment.pdf?x21779","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The document outlines a phased carbon tax for South Africa starting at R120 per ton of CO2 equivalent, designed to internalise the cost of GHG emissions while protecting industrial competitiveness through allowances. Economic modelling suggests the tax could reduce emissions by 26% to 33% by 2035 compared to business-as-usual, with significant growth in renewable energy sectors and relative declines in coal and heavy industry. The policy includes revenue recycling mechanisms to protect poor households and ensure electricity price neutrality during the first phase.","ai_generated":true,"unit":"cer-001371#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The carbon tax is designed as a broad-based pricing mechanism with a marginal rate of R120 per ton of CO2 equivalent, though tax-free allowances of 60% to 95% result in an effective initial rate between R6 and R48 per ton.","ai_generated":true,"unit":"cer-001371#insight-1","date_modified":"2026-10-23"},{"text":"Economic modelling indicates the carbon tax will significantly reduce South Africa's GHG emissions, with estimated decreases of 13% to 14.5% by 2025 and 26% to 33% by 2035 relative to a business-as-usual scenario.","ai_generated":true,"unit":"cer-001371#insight-2","date_modified":"2026-10-23"},{"text":"The tax is expected to drive a structural shift in energy production; by 2035, output from nuclear, wind, hydro, gas, and solar PV generation is projected to be more than 200% higher than without the tax, while coal generation output is expected to be 46% lower.","ai_generated":true,"unit":"cer-001371#insight-3","date_modified":"2026-10-23"},{"text":"To prevent direct costs to the poorest households during the first phase (until 2020), the government commits to electricity price neutrality through a credit for the electricity generation levy and a renewable energy premium credit.","ai_generated":true,"unit":"cer-001371#insight-4","date_modified":"2026-10-23"},{"text":"Certain emissions-intensive sectors are projected to see declines in exports by 2035, specifically the coke production sector (falling from 3.6% to -0.3% annual growth) and the iron and steel sector (falling from 3.3% to 1.4% annual growth).","ai_generated":true,"unit":"cer-001371#insight-5","date_modified":"2026-10-23"},{"text":"The policy includes a carbon offset mechanism capped at 10% of the tax liability to ensure firms prioritise their own emissions reductions while incentivising mitigation in non-taxed sectors.","ai_generated":true,"unit":"cer-001371#insight-6","date_modified":"2026-10-23"},{"text":"The carbon tax is intended to align with a future carbon budgets regime post-2020 to avoid double penalties for companies.","ai_generated":true,"unit":"cer-001371#insight-7","date_modified":"2026-10-23"},{"text":"For liquid fuels, the estimated carbon tax is 11 c/litre for petrol and 13 c/litre for diesel, based on a 60% basic tax-free threshold.","ai_generated":true,"unit":"cer-001371#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon tax","greenhouse gas emissions","renewable energy","energy efficiency","carbon offset","carbon budget","climate finance","energy transition"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["socio-economic impact assessment","economic modelling"]},{"id":"clipolin-001062","url":"https://climateinsightsdirectory.org/document/clipolin-001062","title":"Flexibility","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2017-04","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2017/04/CPI-Flexibility-the-path-to-low-carbon-low-cost-grids-April-2017.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that electricity systems can transition to near-total renewable energy at a cost competitive with gas-based systems, provided a portfolio of flexibility resources is deployed. It identifies six types of flexibility needs—ranging from instantaneous reserves to seasonal balancing—and evaluates technologies such as batteries, demand-side management, and hydroelectric power. Regional analysis shows that while most areas are well-positioned for the next decade, long-term needs for intraday and interday balancing will require significant investment and market redesign to avoid costly lock-in of fossil fuel assets.","ai_generated":true,"unit":"clipolin-001062#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A near-total renewable energy system is currently cost-competitive with a gas-based system if a carbon price of $50/tonne is applied; by 2030, it will be competitive even without a carbon price.","ai_generated":true,"unit":"clipolin-001062#insight-1","date_modified":"2026-10-23"},{"text":"Flexibility is not a single product but a set of needs differentiated by response time, including spinning reserves, short-term reserves, ramping, daily balancing, and seasonal balancing.","ai_generated":true,"unit":"clipolin-001062#insight-2","date_modified":"2026-10-23"},{"text":"A portfolio approach to flexibility is the most cost-effective strategy, as no single technology can meet all regional requirements. Demand-side flexibility consistently ranks as one of the lowest-cost options.","ai_generated":true,"unit":"clipolin-001062#insight-3","date_modified":"2026-10-23"},{"text":"By 2030, lithium-ion battery costs are expected to decline to the point where they become cheaper than new combined cycle gas turbines (CCGT) for daily energy shifting.","ai_generated":true,"unit":"clipolin-001062#insight-4","date_modified":"2026-10-23"},{"text":"Regional analysis indicates that California, Germany, and the Nordic region are generally well-covered for flexibility needs over the next 10 years, but Maharashtra faces immediate strain due to growing demand and ramping needs.","ai_generated":true,"unit":"clipolin-001062#insight-5","date_modified":"2026-10-23"},{"text":"In California, the 'duck curve' highlights a critical need for ramping capacity between 5pm and 8pm as solar generation drops and demand peaks.","ai_generated":true,"unit":"clipolin-001062#insight-6","date_modified":"2026-10-23"},{"text":"The Nordic region possesses a significant surplus of flexibility due to its vast hydropower capacity, which could be exported to other European regions to lower overall transition costs.","ai_generated":true,"unit":"clipolin-001062#insight-7","date_modified":"2026-10-23"},{"text":"Seasonal balancing remains a high-cost challenge; new CCGTs combined with renewable curtailment are currently the most cost-effective new-build option for seasonal shifting.","ai_generated":true,"unit":"clipolin-001062#insight-8","date_modified":"2026-10-23"},{"text":"Current 10-year planning horizons may lead to the 'lock-in' of supply-side technologies, such as gas turbines, and discourage the development of longer-term, lower-cost demand-side and technological solutions.","ai_generated":true,"unit":"clipolin-001062#insight-9","date_modified":"2026-10-23"}],"climate_tags":["grid flexibility","energy storage","demand response","carbon price","electrification"],"geography_discussed":["California","Germany","Maharashtra","Nordic countries"],"frame_perspective":[],"analysis_type":["economic modelling","regional case study","technology assessment","policy analysis"]},{"id":"climstra-000103","url":"https://climateinsightsdirectory.org/document/climstra-000103","title":"Carbon emission mitigation by Consumption-based Accounting and Policy","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"report","language":"en","date_published":"2017-02-17","source_url":"https://climatestrategies.org/wp-content/uploads/2017/06/CCAP-Final-Report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Carbon-CAP project assesses the effectiveness and feasibility of consumption-based carbon accounting (CBCA) and demand-side policies to address emissions embodied in trade. By analyzing sectors such as food, buildings, and transport, the report identifies a suite of promising policy instruments—ranging from regulatory standards to carbon-intensive material charges—that could potentially reduce the EU's carbon footprint by up to 48% theoretically, or 4-10% when accounting for realistic behavioral responses by 2050. The study emphasizes that while production-based policies are standard, CBCA provides a critical macro-level indicator of an economy's carbon intensity and the responsibility of consuming nations for global emissions.","ai_generated":true,"unit":"climstra-000103#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Consumption-based carbon accounting (CBCA) reveals that the EU's actual carbon footprint increased by 8% from 1990 to 2010, despite a 13% decline in territorial production emissions, because demand is increasingly met by imports from countries without binding GHG targets.","ai_generated":true,"unit":"climstra-000103#insight-1","date_modified":"2026-10-23"},{"text":"The total technical GHG reduction potential of all identified consumption-side options combined is estimated at 48% of the EU footprint, though realistic behavioral responses reduce the estimated production-based CO2 emission reductions in the EU to between 7.5% and 14% by 2050.","ai_generated":true,"unit":"climstra-000103#insight-2","date_modified":"2026-10-23"},{"text":"Policy instruments that alter the range of available products, their ease of access, or their cost are ranked as most effective. The first-tier promising instruments include approved technology lists, supply chain procurement requirements, carbon-intensive materials charges, infrastructure improvements, and regulatory standards.","ai_generated":true,"unit":"climstra-000103#insight-3","date_modified":"2026-10-23"},{"text":"In the building sector, the most effective mitigation option is the zero-emissions house, which combines thermal insulation and rooftop solar cells. Combined building options could potentially reduce the EU27 total GHG footprint by 12%.","ai_generated":true,"unit":"climstra-000103#insight-4","date_modified":"2026-10-23"},{"text":"Transport-related improvements, specifically shifting to electric and hydrogen cars, public transport, and reducing vehicle weight, offer significant potential, with a combined scenario potentially reducing EU production-based CO2 emissions by 7.2% to 20.3% by 2050.","ai_generated":true,"unit":"climstra-000103#insight-5","date_modified":"2026-10-23"},{"text":"Food-related options, such as reducing food waste and shifting to less emission-intensive diets, have a lower impact on CO2 alone due to rebound effects, where savings are spent on other carbon-intensive categories. However, they could reduce methane emissions by 14%.","ai_generated":true,"unit":"climstra-000103#insight-6","date_modified":"2026-10-23"},{"text":"A proposed material charge on carbon-intensive materials, with rates rising from €20/tCO2 in 2020 to €80/tCO2 in 2050, could alone achieve up to half of the maximum potential emissions reductions identified in the study.","ai_generated":true,"unit":"climstra-000103#insight-7","date_modified":"2026-10-23"},{"text":"Trade is a significant driver of global GHG growth, but it is less influential than growth in affluence (consumption per capita) and overall industry efficiency. In developed economies, trade is a more important driver for labour footprints than for energy or GHG footprints.","ai_generated":true,"unit":"climstra-000103#insight-8","date_modified":"2026-10-23"}],"climate_tags":["carbon leakage","embedded emissions","carbon price","carbon tax","electric vehicle","food waste","carbon footprint","sustainable consumption"],"geography_discussed":["People's Republic of China","United States","India","OECD"],"frame_perspective":[],"analysis_type":["policy assessment","economic modelling","feasibility study"]},{"id":"iisd-001327","url":"https://climateinsightsdirectory.org/document/iisd-001327","title":"Ending Hunger: What would it cost?","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2016-10","source_url":"https://www.iisd.org/system/files/publications/ending-hunger-what-would-it-cost.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report estimates that ending world hunger by 2030 will require an average of USD 11 billion in additional annual public spending, with USD 4 billion provided by donors and USD 7 billion by poor countries. This investment is projected to trigger an additional USD 5 billion in annual private investment. The analysis focuses on three intervention categories: social safety nets, farm support, and rural development. Using a sample of seven African countries to extrapolate global costs, the report identifies that Africa, particularly Central and South East Africa, will require the highest level of support, with some countries depending on donors for over 90 per cent of their budgets.","ai_generated":true,"unit":"iisd-001327#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"To achieve the goal of ending hunger by 2030, an average of USD 11 billion in additional annual public spending is required. Of this, USD 4 billion must come from donors and USD 7 billion from poor countries. This represents a 45 per cent increase over the current annual donor spending of USD 8.6 billion.","ai_generated":true,"unit":"iisd-001327#insight-1","date_modified":"2026-10-23"},{"text":"The additional public spending required to end hunger is expected to stimulate an average of USD 5 billion in additional private investment every year until 2030.","ai_generated":true,"unit":"iisd-001327#insight-2","date_modified":"2026-10-23"},{"text":"The report's cost analysis focuses on three specific intervention categories: social safety nets (cash transfers and food stamps), farm support (subsidies, R&D, and technology), and rural development (infrastructure and market access). These categories account for 84 per cent of current donor spending on food and nutrition security.","ai_generated":true,"unit":"iisd-001327#insight-3","date_modified":"2026-10-23"},{"text":"In a 'business-as-usual' scenario (BAU) considering current economic growth and donor contributions, 600 million people are estimated to remain hungry by 2030, compared to 800 million in 2015. Without any further growth or donor contributions, the number of hungry people is projected to exceed 1 billion by 2030.","ai_generated":true,"unit":"iisd-001327#insight-4","date_modified":"2026-10-23"},{"text":"Analysis of seven representative African countries (Ghana, Malawi, Nigeria, Senegal, Tanzania, Uganda, and Zambia) shows an average additional cost of USD 1 billion per year to end hunger, with USD 400 million coming from donors. This is expected to trigger USD 2.8 billion in private agricultural investment.","ai_generated":true,"unit":"iisd-001327#insight-5","date_modified":"2026-10-23"},{"text":"Donor dependency varies significantly by country income levels. For example, Malawi is projected to depend on donors for 90 per cent of its public budget in 2030, while Nigeria is expected to depend on donors for less than 10 per cent.","ai_generated":true,"unit":"iisd-001327#insight-6","date_modified":"2026-10-23"},{"text":"Africa requires the highest level of support, particularly Central and South East Africa. Some countries, including South Sudan, Eritrea, and the Democratic Republic of Congo, will depend on donor support for more than 90 per cent of their public budgets.","ai_generated":true,"unit":"iisd-001327#insight-7","date_modified":"2026-10-23"}],"climate_tags":["food security","agriculture","climate finance","Sustainable Development Goals","poverty reduction"],"geography_discussed":["Africa","Ghana","Malawi","Nigeria","Senegal","Tanzania","Uganda","Zambia","Democratic Republic of the Congo","South Sudan","Eritrea","People's Republic of China"],"frame_perspective":[],"analysis_type":["economic modelling","cost estimation","policy analysis"]},{"id":"iisd-003571","url":"https://climateinsightsdirectory.org/document/iisd-003571","title":"Supporting Energy Pricing Reform and Carbon Pricing Policies Through Crediting","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2016-05","source_url":"https://www.iisd.org/system/files/publications/supporting-energy-pricing-reform-carbon-pricing-through-crediting.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the potential for 'policy crediting' to incentivize developing countries to implement or strengthen carbon pricing and energy subsidy reforms. Through case studies in Morocco, Indonesia, Mexico, and China (Beijing), the study finds that the financial value of carbon credits is generally very low compared to the fiscal gains from the base policies themselves, suggesting that credits are unlikely to be the primary driver for policy adoption. However, the report argues that crediting could still play a role by supporting mitigation at the 'policy margin' (complementary measures), funding the operational strengthening of ETS markets, or providing targeted compensation to vulnerable stakeholders. The authors highlight significant challenges in establishing baselines and monitoring, reporting, and verification (MRV) for policy-level reductions compared to project-level offsets.","ai_generated":true,"unit":"iisd-003571#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The financial value of carbon credits is typically very low relative to the fiscal gains from implementing the base pricing reform, meaning crediting is unlikely to be the critical factor in the decision to implement these policies.","ai_generated":true,"unit":"iisd-003571#insight-1","date_modified":"2026-10-23"},{"text":"In Morocco, the removal of all fossil fuel subsidies is estimated to reduce energy-related emissions by 1.6% to 3.08% by 2020, with potential savings of 1.2 to 2.3 MtCO2e.","ai_generated":true,"unit":"iisd-003571#insight-2","date_modified":"2026-10-23"},{"text":"In Indonesia, the removal of fossil fuel subsidies is projected to reduce national CO2 emissions by 5% to 7% between 2015 and 2030.","ai_generated":true,"unit":"iisd-003571#insight-3","date_modified":"2026-10-23"},{"text":"Mexico's carbon tax was significantly weakened during the legislative process, reducing expected annual mitigation from 5.8 million t CO2 to 1.6 million t CO2.","ai_generated":true,"unit":"iisd-003571#insight-4","date_modified":"2026-10-23"},{"text":"The Beijing ETS pilot aims for an 18% reduction in carbon intensity compared to the 2009\u00132011 period, and reported a 4.5% fall in emissions from major polluters in 2013.","ai_generated":true,"unit":"iisd-003571#insight-5","date_modified":"2026-10-23"},{"text":"The most promising approach for policy crediting is supporting emission reductions at the 'policy margin,' such as crediting complementary mitigation actions net of the pricing reform itself.","ai_generated":true,"unit":"iisd-003571#insight-6","date_modified":"2026-10-23"},{"text":"Establishing baselines and attributing emission reductions to a specific policy is significantly more challenging for fiscal instruments (taxes and subsidy reform) than for quantity-based policies like an ETS.","ai_generated":true,"unit":"iisd-003571#insight-7","date_modified":"2026-10-23"},{"text":"Political resistance to pricing reform is often driven by perceived impacts on vulnerable populations and industrial competitiveness, rather than overall economic gain.","ai_generated":true,"unit":"iisd-003571#insight-8","date_modified":"2026-10-23"},{"text":"Crediting revenues could be used to strengthen the operation of an ETS by improving market liquidity, reducing compliance costs through MRV support, or expanding the system's scope.","ai_generated":true,"unit":"iisd-003571#insight-9","date_modified":"2026-10-23"},{"text":"In Indonesia, strong nationalist sentiment may lead to resistance against policies perceived as being influenced or funded by external international actors.","ai_generated":true,"unit":"iisd-003571#insight-10","date_modified":"2026-10-23"}],"climate_tags":["carbon price","carbon tax","fossil fuel subsidy","carbon credit","measurement, reporting, and verification","climate finance","Paris Agreement","clean development mechanism"],"geography_discussed":["Morocco","Indonesia","Mexico","Beijing","People's Republic of China"],"frame_perspective":[],"analysis_type":["case study","policy analysis","economic modelling"]},{"id":"iisd-001401","url":"https://climateinsightsdirectory.org/document/iisd-001401","title":"Fiscal Instruments in INDCs: How countries are looking to fiscal policies to support INDC implementation","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2015-12","source_url":"https://www.iisd.org/system/files/publications/fiscal-instruments-indcs.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper reviews INDCs submitted to the UNFCCC as of November 20, 2015, to identify the prevalence of fiscal policies such as fossil fuel subsidy reform, clean energy subsidies, and carbon pricing. It finds that 39 INDCs reference these instruments, with a strong trend toward unconditional commitments. The paper highlights the significant potential for greenhouse gas reductions through fossil fuel subsidy reform (FFSR), supported by the GSI-IF model, and recommends that more countries integrate these tools to help meet the two-degree climate threshold.","ai_generated":true,"unit":"iisd-001401#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Fiscal instruments are a common component of INDCs, with 39 submissions referencing them. The most frequent tools identified are clean energy subsidies (25 references), fossil fuel subsidy reform (FFSR) (13 references), and carbon pricing (13 references). Eight countries referenced both clean energy subsidies and FFSR, while two referenced all three instruments.","ai_generated":true,"unit":"iisd-001401#insight-1","date_modified":"2026-10-23"},{"text":"The adoption of fiscal instruments spans different development levels, with 33 developed countries and 34 developing countries referencing them. While carbon-pricing mechanisms are more prevalent in developed nations, subsidy reforms (both FFSR and clean energy) are more evenly distributed across both groups.","ai_generated":true,"unit":"iisd-001401#insight-2","date_modified":"2026-10-23"},{"text":"A majority of countries—nearly three quarters—are committing to fiscal measures unconditionally. This is attributed to the fact that these are domestic-led actions that do not require massive international finance or technical support, and they offer co-benefits such as increased financial space and reduced local air pollution.","ai_generated":true,"unit":"iisd-001401#insight-3","date_modified":"2026-10-23"},{"text":"Fossil fuel subsidy reform (FFSR) can lead to significant greenhouse gas (GHG) reductions. According to the GSI-IF model, the phase-out of consumer fossil fuel subsidies across 20 countries resulted in average national emissions reductions of 10.92% compared to the business-as-usual (BAU) baseline, increasing to 18.15% if 30% of savings were redirected to renewables and energy efficiency.","ai_generated":true,"unit":"iisd-001401#insight-4","date_modified":"2026-10-23"},{"text":"FFSR provides economic benefits to governments in addition to climate mitigation; for every tonne of carbon dioxide equivalent removed through FFSR, governments save an average of USD 92.83.","ai_generated":true,"unit":"iisd-001401#insight-5","date_modified":"2026-10-23"},{"text":"Most countries have not quantified the GHG implications of their fiscal reforms within their INDCs. The review found only a few references to quantified GHG reduction implications, suggesting a need for countries to use forecasting tools like the GSI-IF model to estimate impacts.","ai_generated":true,"unit":"iisd-001401#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon price","carbon tax","emission trading","Low carbon development","feed-in tariff"],"geography_discussed":["European Union","Egypt","United Arab Emirates","India","People's Republic of China","Ghana","Vietnam","Morocco"],"frame_perspective":[],"analysis_type":["policy review","economic modelling"]},{"id":"saiia-001497","url":"https://climateinsightsdirectory.org/document/saiia-001497","title":"Fossil Fuels are Dead, Long Live Fossil Fuels","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2015-08","source_url":"https://saiia.org.za/wp-content/uploads/2015/08/Fossil-Fuels-Dead-Long-Live-Fossil-Fuels-Botswanas-options-economic-diversification.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Botswana faces a critical need to diversify its economy due to expected declines in diamond revenues. The report evaluates the viability of exporting coal via the proposed Trans-Kalahari Railway (TKR) and extracting iron ore near the Okavango Delta. It concludes that raw coal exports are risky due to high infrastructure costs and a narrowing global demand window. Instead, it recommends using coal and iron ore for domestic beneficiation to create a regional steel industry in Selebi-Phikwe and prioritising eco-tourism as a sustainable primary revenue generator.","ai_generated":true,"unit":"saiia-001497#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Botswana's economy remains heavily dependent on diamonds, which accounted for 82.6% of total exports in 2013 and 85% of the country's import purchasing power.","ai_generated":true,"unit":"saiia-001497#insight-1","date_modified":"2026-10-23"},{"text":"The proposed Trans-Kalahari Railway (TKR) to Walvis Bay faces significant economic risks, with potential capital and operational costs of $38 billion over 30 years, which may result in a 'white elephant' if the global coal export window closes.","ai_generated":true,"unit":"saiia-001497#insight-2","date_modified":"2026-10-23"},{"text":"Exporting coal to India is identified as the most viable external market because India has an authentic internal supply shortfall, producing 228.8 million tonnes against a consumption of 324.3 million tonnes in 2013.","ai_generated":true,"unit":"saiia-001497#insight-3","date_modified":"2026-10-23"},{"text":"Coal mining in Botswana is constrained by severe water scarcity; a countrywide export industry of 72 Mt/a would require between 3.2 and 32.8 million cubic metres of water per year, necessitating pipelines from the Zambezi River.","ai_generated":true,"unit":"saiia-001497#insight-4","date_modified":"2026-10-23"},{"text":"Botswana possesses a significant 'greenfield' iron ore deposit in Block 1 near Shakawe, with an inferred mineral resource of 441 Mt grading 29.4% Fe, though its proximity to the Okavango Delta UNESCO World Heritage Site poses environmental risks.","ai_generated":true,"unit":"saiia-001497#insight-5","date_modified":"2026-10-23"},{"text":"Rather than raw exports, the report suggests beneficiating iron ore and coal locally to produce pig iron or 'Supascrap' to support a regional steel industry in Selebi-Phikwe, leveraging existing smelting infrastructure.","ai_generated":true,"unit":"saiia-001497#insight-6","date_modified":"2026-10-23"},{"text":"Eco-tourism is recommended as the primary future revenue generator because its sustainability depends on the preservation of pristine wilderness, which is an increasingly valuable asset.","ai_generated":true,"unit":"saiia-001497#insight-7","date_modified":"2026-10-23"},{"text":"The report argues that Botswana should use remaining diamond rents to invest in human and physical capital and explore renewable energy, specifically solar power, given the country's abundance of sunshine.","ai_generated":true,"unit":"saiia-001497#insight-8","date_modified":"2026-10-23"}],"climate_tags":["economic diversity","renewable energy","solar energy","greenhouse gas emissions","ecotourism","carbon tax","energy security","natural capital","environmental impact assessment"],"geography_discussed":["India","Namibia","South Africa","Mozambique","People's Republic of China","Okavango Delta","Shakawe","Walvis Bay"],"frame_perspective":[],"analysis_type":["policy assessment","economic modelling","environmental risk analysis"]},{"id":"climstra-000170","url":"https://climateinsightsdirectory.org/document/climstra-000170","title":"The role of complementary policies in powering the European decarbonisation of the EU ETS & post-2020","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"report","language":"en","date_published":"2015-07","source_url":"https://climatestrategies.org/wp-content/uploads/2015/06/CS-2030-Role-of-the-EU-ETS-and-Complementary-tools-for-power-market-decarbonisation-FINAL.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that a \"carbon market only\" approach is insufficient for the cost-effective decarbonisation of the European power sector. While the EU ETS is an effective tool for driving fuel switching in the residual thermal generation mix, it cannot alone drive necessary investments in low-carbon technologies due to high capital costs, revenue risks, and the 'merit order effect'. The authors recommend a policy mix where the EU ETS is complemented by tailored national investment supports—such as feed-in tariffs or contracts for difference—to reduce the cost of capital. To ensure coherence, the report proposes an ex-ante cap adjustment process for the ETS based on Member State National Energy and Climate Plans and the development of long-term decarbonisation strategies back-casted from 2050.","ai_generated":true,"unit":"climstra-000170#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A carbon market alone cannot drive cost-effective investment in low-carbon technologies because these assets are highly capital-intensive and sensitive to the cost of capital, whereas conventional thermal plants have lower capital shares in their total cost structure.","ai_generated":true,"unit":"climstra-000170#insight-1","date_modified":"2026-10-23"},{"text":"Low-carbon technologies face higher financial risk because current power market designs lack long-term price-hedging opportunities, forcing investors to require higher rates of return, which increases the levelised cost of electricity (LCOE).","ai_generated":true,"unit":"climstra-000170#insight-2","date_modified":"2026-10-23"},{"text":"The 'merit order effect' occurs when low-marginal-cost renewable energy is pushed into the market, lowering wholesale prices and potentially undermining the incentives for further low-carbon investment if infra-marginal generation is not simultaneously removed.","ai_generated":true,"unit":"climstra-000170#insight-3","date_modified":"2026-10-23"},{"text":"Tailored investment support schemes, such as feed-in tariffs, can reduce capital costs for investors by 10% to 30% by mitigating revenue risk, making them more cost-effective than purely market-based instruments like tradable green certificates.","ai_generated":true,"unit":"climstra-000170#insight-4","date_modified":"2026-10-23"},{"text":"The EU ETS is an effective instrument for driving fuel switching in the residual thermal mix; analysis of seven Member States shows substantial potential to switch from coal to gas at carbon prices between 20 €/tCO2 and 40 €/tCO2.","ai_generated":true,"unit":"climstra-000170#insight-5","date_modified":"2026-10-23"},{"text":"Some Member States, particularly Poland, have very limited domestic fuel-switching capacity due to a lack of natural gas infrastructure, meaning they may struggle to phase out coal by 2050 without policies beyond the carbon price.","ai_generated":true,"unit":"climstra-000170#insight-6","date_modified":"2026-10-23"},{"text":"To coordinate the EU ETS with complementary policies, the report proposes an ex-ante cap adjustment process where the ETS cap is recalibrated based on the expected abatement from non-ETS investment supports.","ai_generated":true,"unit":"climstra-000170#insight-7","date_modified":"2026-10-23"},{"text":"The report recommends that Member States develop decarbonisation strategies to 2050 using a back-casting approach to ensure coherence between short-term 2030 goals and long-term climate targets.","ai_generated":true,"unit":"climstra-000170#insight-8","date_modified":"2026-10-23"}],"climate_tags":["European Union Emission Trading Scheme 1","Grid decarbonization","renewable energy","feed-in tariff","energy transition","carbon price","onshore wind farm","photovoltaics"],"geography_discussed":["United Kingdom","Germany","Poland","Italy","Spain","Czech Republic","Romania","France"],"frame_perspective":[],"analysis_type":["policy assessment","economic modelling","comparative analysis"]},{"id":"iisd-002983","url":"https://climateinsightsdirectory.org/document/iisd-002983","title":"Green Public Procurement in China: Quantifying the benefits","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"research paper","language":"en","date_published":"2015-04","source_url":"https://www.iisd.org/system/files/publications/green-public-procurement-china-quantifying-benefits-en.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report examines China's green public procurement (GPP) landscape, highlighting a reliance on two product lists: the mandatory Energy Conservation Product (ECP) list and the voluntary Environment Labeling Product (ELP) list. It identifies significant barriers to effectiveness, including a fragmented legal framework split between the Bidding Law and the Government Procurement Law, a lack of life-cycle cost assessments, and corruption. The authors argue for a transition toward performance-based specifications and the expansion of GPP to include services and construction projects. To support this, the report introduces the 'China Green Public Procurement model,' a system dynamics tool designed to monetize and quantify the trade-offs and multiplier benefits of more ambitious GPP policies across various product categories.","ai_generated":true,"unit":"iisd-002983#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Public procurement in China represents a significant portion of national spending, with expenditures exceeding RMB 1.63 trillion (US$ 263.73 billion) in 2013, which was approximately 2.8 per cent of the country's GDP.","ai_generated":true,"unit":"iisd-002983#insight-1","date_modified":"2026-10-23"},{"text":"China's GPP implementation primarily relies on two product lists: the Energy Conservation Product (ECP) list, where procurement is mandatory, and the Environment Labeling Product (ELP) list, where procurement is voluntary.","ai_generated":true,"unit":"iisd-002983#insight-2","date_modified":"2026-10-23"},{"text":"The GPP system is hindered by a fragmented administrative structure where responsibilities are split across the National Development and Reform Commission (NDRC), the Ministry of Finance (MOF), and the Ministry of Environmental Protection (MEP).","ai_generated":true,"unit":"iisd-002983#insight-3","date_modified":"2026-10-23"},{"text":"A significant regulatory gap exists because several implementing regulations for the Bidding Law and the Government Procurement Law (GPL) have been drafted but not yet enacted.","ai_generated":true,"unit":"iisd-002983#insight-4","date_modified":"2026-10-23"},{"text":"Public procurement is governed by two overlapping and sometimes conflicting legal frameworks: the Bidding Law and the Government Procurement Law (GPL).","ai_generated":true,"unit":"iisd-002983#insight-5","date_modified":"2026-10-23"},{"text":"Current GPP effectiveness is limited because most award decisions are based on the initial purchase price rather than a life-cycle assessment of costs.","ai_generated":true,"unit":"iisd-002983#insight-6","date_modified":"2026-10-23"},{"text":"There is a substantial opportunity to expand GPP beyond goods, as construction projects and services accounted for 59.9% and 8.7% of procurement shares respectively in 2012.","ai_generated":true,"unit":"iisd-002983#insight-7","date_modified":"2026-10-23"},{"text":"Informal challenges, including corruption and the illegal practice of dividing large projects into smaller ones to avoid procurement thresholds, undermine the formal GPP rules.","ai_generated":true,"unit":"iisd-002983#insight-8","date_modified":"2026-10-23"},{"text":"The IISD's China GPP model uses system dynamics to estimate the net impacts of GPP across economic (capital and current expenditure), social (employment and health), and environmental (greenhouse gas emissions and ecosystem services) spheres.","ai_generated":true,"unit":"iisd-002983#insight-9","date_modified":"2026-10-23"},{"text":"The report recommends moving away from the 'lists approach' toward performance-based specifications to better incentivize market innovation and optimize value for money.","ai_generated":true,"unit":"iisd-002983#insight-10","date_modified":"2026-10-23"}],"climate_tags":["sustainable procurement","energy efficiency","greenhouse gas emissions","low-carbon economy","life cycle assessment","climate finance"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["policy analysis","economic modelling","legal review"]},{"id":"bc3res-000148","url":"https://climateinsightsdirectory.org/document/bc3res-000148","title":"The use of “Bonus-Malus” schemes for promoting energy-efficient household appliances: a case study for Spain","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2014-09","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20141029034809861352317.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper investigates the effectiveness of Bonus-Malus schemes for promoting energy-efficient household appliances in Spain, specifically focusing on dishwashers, refrigerators, and washing machines. The authors develop a methodology to optimize the combination of taxes and subsidies to minimize dead weight loss (DWL) while meeting specific policy goals such as emission reductions or budget neutrality. The study finds that while simple subsidies can lead to welfare loss and increased energy bills due to a higher total number of appliances, a combined tax-subsidy approach can more effectively shift the market toward efficient goods. For instance, achieving a 10% emission reduction for dishwashers would be most effective by taxing both labelled and non-labelled goods, though this results in a significant reduction in the total number of appliances. Conversely, budget-neutral schemes can increase the share of efficient appliances but may inadvertently increase total energy consumption if the increase in efficient units outweighs the reduction in inefficient ones.","ai_generated":true,"unit":"bc3res-000148#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The authors argue that using both taxes and subsidies in a Bonus-Malus scheme is more effective than subsidies alone, as it allows the policy to be \"partially financed by taxes, thus significantly reducing the cost of the policy.\"","ai_generated":true,"unit":"bc3res-000148#insight-1","date_modified":"2026-10-23"},{"text":"Previous analysis of the Spanish 'Renove' rebate scheme for dishwashers indicated that subsidies for efficient appliances (labels A, A+, A++) can lead to an increase in energy bills because the total number of appliances in use grows by 1.4-2% and labelled dishwashers increase by 4.8-7.7%.","ai_generated":true,"unit":"bc3res-000148#insight-2","date_modified":"2026-10-23"},{"text":"To achieve a 10% emission reduction for dishwashers under the proposed model, the most effective approach involves taxing both labelled and non-labelled goods, which would generate 235 million euro in government revenue and save 51,298 MWh/year, but would reduce the total number of appliances by 179,574 units.","ai_generated":true,"unit":"bc3res-000148#insight-3","date_modified":"2026-10-23"},{"text":"When budget neutrality is the primary goal, the study finds that a €90 subsidy on labelled dishwashers requires a €8.32 tax on non-labelled ones; however, this specific combination increases the total number of appliances by 6,134 and results in an energy consumption increase of 383 MWh/year.","ai_generated":true,"unit":"bc3res-000148#insight-4","date_modified":"2026-10-23"},{"text":"The research demonstrates that the dead weight loss (DWL) associated with emission reduction targets increases rapidly as the targets become more ambitious.","ai_generated":true,"unit":"bc3res-000148#insight-5","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","carbon dioxide emissions","subsidy"],"geography_discussed":["Galicia","Basque Country","Valencia","Seville","Madrid","Barcelona"],"frame_perspective":[],"analysis_type":["case study","economic modelling","policy analysis"]},{"id":"saiia-001587","url":"https://climateinsightsdirectory.org/document/saiia-001587","title":"Mega-regional Trade Agreements and South Africa’s Trade Strategy: Implications for the Tripartite Free Trade Area Negotiations","publisher":{"name":"South African Institute of International Affairs","organization":"south-african-institute-of-international-affairs"},"document_type":"research paper","language":"en","date_published":"2014-07","source_url":"https://saiia.org.za/wp-content/uploads/2014/07/Occasional-Paper-195.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes how comprehensive 'WTO-plus' agreements like the TPP and TTIP influence South Africa's regional trade goals. It argues that while direct GDP impacts may be modest, these agreements create risks of preference erosion—particularly in clothing and textiles—and set new global benchmarks for regulatory coherence, intellectual property, and investment that South Africa and TFTA members must adapt to avoid isolation.","ai_generated":true,"unit":"saiia-001587#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The TPP and TTIP are described as 'new generation' trade agreements that aim for 'deep integration' by going beyond tariff liberalisation to address non-tariff barriers, services, intellectual property, and government procurement.","ai_generated":true,"unit":"saiia-001587#insight-1","date_modified":"2026-10-23"},{"text":"Computer modelling indicates that the overall economic impact of the TPP on non-member states is likely to be small, with a projected 0.07% reduction in the rest of the world’s GDP due to trade diversion.","ai_generated":true,"unit":"saiia-001587#insight-2","date_modified":"2026-10-23"},{"text":"South Africa and other TFTA members face a significant threat of 'preference erosion' in the clothing and textile sectors, as TPP members like Vietnam may gain more favorable access to the US market.","ai_generated":true,"unit":"saiia-001587#insight-3","date_modified":"2026-10-23"},{"text":"The TPP emphasizes 'regulatory coherence,' which involves coordinating domestic 'inside-the-border' regulations with international trade rules, particularly regarding sanitary and phytosanitary (SPS) standards and technical barriers to trade (TBT).","ai_generated":true,"unit":"saiia-001587#insight-4","date_modified":"2026-10-23"},{"text":"The TPP's approach to intellectual property is expected to exceed WTO TRIPs standards, though some members like Australia have expressed caution that extending IP rights can impose a net cost on net IP importers.","ai_generated":true,"unit":"saiia-001587#insight-5","date_modified":"2026-10-23"},{"text":"The document identifies a critical asymmetry in the TFTA negotiations compared to the TPP; while the TPP uses a 'single undertaking' approach, the TFTA relies on bilateral agreements among members without existing preferential arrangements.","ai_generated":true,"unit":"saiia-001587#insight-6","date_modified":"2026-10-23"},{"text":"The author suggests that South Africa should lead the TFTA by granting non-SADC TFTA members the same access conditions as SADC members to progress the regional agreement meaningfully.","ai_generated":true,"unit":"saiia-001587#insight-7","date_modified":"2026-10-23"},{"text":"Investment flows are expected to shift marginally toward mega-regional member countries, necessitating that TFTA states improve their own governance and institutional frameworks to counterbalance this deflection.","ai_generated":true,"unit":"saiia-001587#insight-8","date_modified":"2026-10-23"}],"climate_tags":["trade policy","government procurement","e-commerce","environmental protection","climate change"],"geography_discussed":["United States","European Union","Vietnam","People's Republic of China","Australia","New Zealand","Canada","Japan","Chile","Peru","Malaysia","Singapore","Brunei","Mexico","Botswana"],"frame_perspective":[],"analysis_type":["policy assessment","economic modelling"]},{"id":"iisd-002721","url":"https://climateinsightsdirectory.org/document/iisd-002721","title":"Regulating Carbon Emissions in Canada","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"policy brief","language":"en","date_published":"2014-06","source_url":"https://www.iisd.org/system/files/publications/costs_emission_reductions_renewed_carbon_policy_alberta.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document analyzes a proposed update to Alberta's Specified Gas Emitters Regulation (SGER) known as the \"double-double\" approach, which would increase the emission intensity improvement standard to 24 per cent and the price ceiling to $30. Modelling suggests this would result in a total compliance obligation of approximately 29 million tonnes in 2020, with costs for the oil sands sector estimated at $0.13 per barrel. The author recommends indexing the price ceiling to inflation, reviewing cogeneration credits, improving intensity benchmarks, and expanding coverage to facilities emitting over 50,000 tonnes annually.","ai_generated":true,"unit":"iisd-002721#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The proposed \"double-double\" renewal of the SGER would double the existing regulatory standard from a 12 per cent intensity improvement to 24 per cent and increase the price ceiling from $15 to $30.","ai_generated":true,"unit":"iisd-002721#insight-1","date_modified":"2026-10-23"},{"text":"Under the double-double scenario, the total compliance obligation in 2020 is estimated at 29.3 million tonnes (Mt), consisting of 8.7 Mt in sector reductions, 15.5 Mt in offsets, and 5.2 Mt in technology fund payments.","ai_generated":true,"unit":"iisd-002721#insight-2","date_modified":"2026-10-23"},{"text":"The average cost of compliance across all pathways under the double-double proposal is $22 per tonne, with a total annual cost of just over $600 million; for the oil sands sector, this equates to approximately $0.13 per barrel.","ai_generated":true,"unit":"iisd-002721#insight-3","date_modified":"2026-10-23"},{"text":"The double-double SGER is projected to reduce emissions by approximately 20 per cent of Canada's remaining Copenhagen emissions gap for 2020.","ai_generated":true,"unit":"iisd-002721#insight-4","date_modified":"2026-10-23"},{"text":"Historically, cogeneration credits and technology fund payments have accounted for about 70 per cent of SGER compliance, raising questions about the additionality of cogeneration credits.","ai_generated":true,"unit":"iisd-002721#insight-5","date_modified":"2026-10-23"},{"text":"The author recommends four specific policy improvements: re-evaluating cogeneration credits, indexing the SGER price to cost inflation, reviewing intensity benchmarks, and lowering the coverage threshold to entities emitting more than 50,000 tonnes annually.","ai_generated":true,"unit":"iisd-002721#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon price","oil sands","greenhouse gas emissions","carbon offset","industrial emission"],"geography_discussed":["Canada"],"frame_perspective":[],"analysis_type":["policy analysis","economic modelling"]},{"id":"issafri-002106","url":"https://climateinsightsdirectory.org/document/issafri-002106","title":"FRACKING FOR SHALE GAS IN SOUTH AFRICA: BLESSING OR CURSE?","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":"2013-12","source_url":"https://issafrica.s3.amazonaws.com/site/uploads/AF9_6December2013.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the potential of South Africa's shale gas reserves, estimated by the US Energy Information Administration as the eighth largest globally. It contrasts a 'Base Case' of no fracking with a 'Shale Boom' and a 'Blue Bridge' scenario. While a shale boom could boost GDP and reduce poverty, it risks significant water contamination in the semi-arid Karoo region and may increase long-term carbon emissions by delaying renewable energy investment. The authors propose a 'Blue Bridge' approach, using an excise tax on fracking to fund renewable energy infrastructure, which they argue could maximize economic growth while ensuring long-term environmental sustainability.","ai_generated":true,"unit":"issafri-002106#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"South Africa possesses significant shale gas resources, estimated by the US Energy Information Administration at 390 tcf (74.1 BBOE), ranking it as the eighth largest reserve globally.","ai_generated":true,"unit":"issafri-002106#insight-1","date_modified":"2026-10-23"},{"text":"The Karoo Basin, where most shale gas is located, is highly vulnerable to water stress and contamination. The region receives less than 100 mm of rain annually on average, and mapping indicates that most land designated for fracking contains aquifers that are moderately or extremely vulnerable to pollution.","ai_generated":true,"unit":"issafri-002106#insight-2","date_modified":"2026-10-23"},{"text":"A 'Shale Boom' scenario could significantly improve economic indicators by 2050, including an increase in per capita production by over ZAR 12,156 (USD 1,200) and a reduction of 400,000 people living in extreme poverty compared to the Base Case.","ai_generated":true,"unit":"issafri-002106#insight-3","date_modified":"2026-10-23"},{"text":"Unregulated shale gas development may lead to 'Dutch Disease,' where an increase in energy exports makes other sectors—such as agriculture, ICT, manufactured goods, and services—more expensive and less competitive.","ai_generated":true,"unit":"issafri-002106#insight-4","date_modified":"2026-10-23"},{"text":"While natural gas is less carbon-intensive than coal, a 'Shale Boom' may increase aggregate carbon emissions in the long run because lower energy prices can drive up overall demand and discourage investment in renewable energy.","ai_generated":true,"unit":"issafri-002106#insight-5","date_modified":"2026-10-23"},{"text":"The 'Blue Bridge' scenario proposes an excise tax on fracking—starting at 0.05 ZAR in 2017 and rising to 0.30 ZAR per million cubic feet by 2050—to fund renewable energy. This path is projected to result in higher GDP (ZAR 16.51 trillion by 2050) and lower long-term emissions than both the Base Case and Shale Boom scenarios.","ai_generated":true,"unit":"issafri-002106#insight-6","date_modified":"2026-10-23"}],"climate_tags":["hydraulic fracturing","shale gas","renewable energy","carbon dioxide emissions","energy transition","greenhouse gas","methane","water pollution","energy policy"],"geography_discussed":["United States","People's Republic of China","Argentina","Algeria","Canada","Mexico","Australia","Russia","Brazil","France","Bulgaria","United Kingdom","Poland"],"frame_perspective":[],"analysis_type":["scenario analysis","economic modelling","environmental impact assessment"]}]}