{"query_echo":{"q":"","filters":{"analysis_type":["econometric analysis"]},"warnings":[]},"total":{"value":55,"relation":"eq"},"page":3,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=econometric+analysis&page=3","stability":"beta","ai_marking":{"digital_source_type":{"uri":"http://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia","name":"Created using Generative AI"},"notice":"Summary and key insights are generated using artificial intelligence."},"results":[{"id":"sei-002666","url":"https://climateinsightsdirectory.org/document/sei-002666","title":"Inequality, Trust, and Sustainability","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2011-09","source_url":"https://www.sei.org/mediamanager/documents/Publications/SEI-WorkingPaper-201101-KempBenedict-InequalityTrustAndSustainability.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper examines the instrumental link between income inequality and social trust, which is considered essential for the collective action required for sustainability. Using a generalized linear mixed model (GLMM) on World Values Survey data from 20 country-year combinations, the author finds that both absolute income and income inequality significantly influence social trust. Specifically, trust rises with income but falls as income inequality (measured by the Gini coefficient) increases. The analysis suggests that neither economic growth nor redistribution alone is sufficient to significantly raise trust levels in low-trust societies; instead, a combination of stable growth and narrowing income distributions over approximately two decades is required to produce meaningful changes in social cohesion.","ai_generated":true,"unit":"sei-002666#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study concludes that social trust is influenced by both absolute income levels and income inequality, rejecting the hypothesis that the negative relationship between trust and inequality is solely a result of income levels or composition effects.","ai_generated":true,"unit":"sei-002666#insight-1","date_modified":"2026-10-23"},{"text":"Statistical analysis shows that the Gini coefficient is significant at the 95 per cent level, and adding it to the model significantly increases explanatory power, higher log likelihood, and a lower Akaike information criterion (AIC) score.","ai_generated":true,"unit":"sei-002666#insight-2","date_modified":"2026-10-23"},{"text":"The author estimates that a 0.05 change in the Gini coefficient is associated with a 13 percent decline in the odds ratio for social trust, which corresponds to approximately a 3.3 percentage point decline in reported trust relative to even odds.","ai_generated":true,"unit":"sei-002666#insight-3","date_modified":"2026-10-23"},{"text":"Neither income growth nor redistribution alone is deemed substantively sufficient to move a country from a low-trust to a medium-trust position within a reasonable timeframe.","ai_generated":true,"unit":"sei-002666#insight-4","date_modified":"2026-10-23"},{"text":"The paper argues that a combined policy of stable economic growth and narrowing income distributions over a period of roughly two decades could lead to meaningful improvements in social trust.","ai_generated":true,"unit":"sei-002666#insight-5","date_modified":"2026-10-23"}],"climate_tags":["sustainability","economic growth","environmental protection"],"geography_discussed":["Canada","Chile","People's Republic of China","Colombia","Spain","Israel","South Korea","Mexico","North Macedonia","New Zealand","Peru","El Salvador","Uganda","United States","Venezuela","Federal Republic of Yugoslavia","South Africa"],"frame_perspective":[],"analysis_type":["econometric analysis","literature review"]},{"id":"bc3res-000089","url":"https://climateinsightsdirectory.org/document/bc3res-000089","title":"Price Premium for High-Efficiency Refrigerators and Calculation of Price-Elasticities for Close-Substitutes: Combining Hedonic Pricing and Demand Systems","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2011-08","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201108301036361207368790.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research uses hedonic pricing to determine that A+ refrigerators in the Basque Autonomous Community carry a price premium of 8.9% (approximately 60 euro), which is only one-third of the potential lifetime energy savings. By combining this with a Linear Almost Ideal Demand System (LA/AIDS), the study finds that demand for high-efficiency refrigerators is significantly more price-elastic (ranging from -0.9 to -2.1) than demand for regular refrigerators (-0.25 to -0.75).","ai_generated":true,"unit":"bc3res-000089#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The price premium for refrigerators with the highest energy-efficiency label (A+) in the Basque Autonomous Community is estimated at 8.9% of the final price, which equates to approximately 60 euro based on an average price of 658 euro.","ai_generated":true,"unit":"bc3res-000089#insight-1","date_modified":"2026-10-23"},{"text":"The market price premium for A+ refrigerators is significantly lower than the actual energy savings a consumer would realize over the appliance's lifetime; the discounted savings of substituting an A label fridge for an A+ one is 163 euro, making the market premium only about one-third of the energy savings premium.","ai_generated":true,"unit":"bc3res-000089#insight-2","date_modified":"2026-10-23"},{"text":"Demand for the most energy-efficient (A+) refrigerators is much more sensitive to price changes than demand for refrigerators with lower energy efficiency labels.","ai_generated":true,"unit":"bc3res-000089#insight-3","date_modified":"2026-10-23"},{"text":"The own price elasticity of demand for A+ refrigerators is estimated to range from -0.9 to -2.1, whereas the own price elasticity for regular refrigerators is estimated between -0.25 and -0.75.","ai_generated":true,"unit":"bc3res-000089#insight-4","date_modified":"2026-10-23"},{"text":"The cross-price elasticity of demand between regular and high energy-efficiency refrigerators is relatively low, ranging from 0.01 to 0.10, suggesting that price changes in one type of refrigerator affect the demand for the other only negligibly.","ai_generated":true,"unit":"bc3res-000089#insight-5","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","climate policy"],"geography_discussed":["European Union","Germany","Switzerland","People's Republic of China","United States"],"frame_perspective":[],"analysis_type":["econometric analysis","revealed-preference approach"]},{"id":"bc3res-000091","url":"https://climateinsightsdirectory.org/document/bc3res-000091","title":"The Long Run Demand for Lighting: Elasticities and Rebound Effects in Different Phases of Economic Development","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2011-07","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201108311105551487977932.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research examines the historical demand for lighting in the UK, finding that income and price elasticities peaked during the late 19th century, leading to 'backfire' where efficiency gains increased total energy use. In the 20th century, elasticities declined, meaning efficiency improvements began to yield net energy savings, though significant rebound effects persist.","ai_generated":true,"unit":"bc3res-000091#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Between 1800 and 2000, the real price of lighting services in the UK fell more than 3,000-fold, while total lighting consumption increased 40,000-fold and per capita consumption rose 220-fold.","ai_generated":true,"unit":"bc3res-000091#insight-1","date_modified":"2026-10-23"},{"text":"Income and price elasticities of demand for lighting increased dramatically between the 1840s and 1890s, with income elasticity peaking at 3.5 and price elasticity at -1.7.","ai_generated":true,"unit":"bc3res-000091#insight-2","date_modified":"2026-10-23"},{"text":"During the period from 1750 to 1900, price elasticities were greater than one, indicating that efficiency improvements in lighting technology resulted in 'backfire', where energy consumption increased despite efficiency gains.","ai_generated":true,"unit":"bc3res-000091#insight-3","date_modified":"2026-10-23"},{"text":"In the 20th century, both income and price elasticities fell; by the beginning of the 21st century, income elasticity dropped to between 0.25 and 0.4, and price elasticity ranged between 0.5 and 0.7.","ai_generated":true,"unit":"bc3res-000091#insight-4","date_modified":"2026-10-23"},{"text":"The authors suggest that lighting transitioned from a basic necessity before 1850 to a 'luxury' good peaking around 1900, before becoming a 'necessity' again around 1950 as associated activities became part of everyday life.","ai_generated":true,"unit":"bc3res-000091#insight-5","date_modified":"2026-10-23"},{"text":"The study concludes that in developing economies, the combination of rising incomes and access to efficient lighting could lead to very rapid growth in consumption, potentially replicating the high-elasticity growth patterns seen in the UK's historical development.","ai_generated":true,"unit":"bc3res-000091#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","economic development","greenhouse gas emissions","carbon dioxide emissions"],"geography_discussed":["European Union","United States"],"frame_perspective":[],"analysis_type":["econometric analysis","historical analysis"]},{"id":"prio-001735","url":"https://climateinsightsdirectory.org/document/prio-001735","title":"Sensitivity Analysis of Climate Variability and Civil War","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2010-11-17","source_url":"https://cdn.cloud.prio.org/files/3db295cf-fa98-42f8-abd4-8183ea5ae75b/Sensitivity Analysis of Climate Variability and Civil War PRIO Paper 2010 v1.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper challenges the finding that warming is robustly linked to civil war in Sub-Saharan Africa by replicating and testing the model used by Burke et al. (2009). Through influence diagnostics, alternative operationalizations of civil war, and expanded sample periods, the authors find that the reported positive effect of temperature is tenuous and often disappears. The analysis suggests that the original results were driven by a few influential observations involving foreign intervention and that climate variables provide negligible predictive power compared to country-specific fixed effects and time trends.","ai_generated":true,"unit":"prio-001735#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The reported positive link between temperature and civil war is highly sensitive to a small number of influential observations. Removing six highly influential cases—including Guinea-Bissau (1998), Sierra Leone (1998), and Chad (1987, 1990)—causes the effect of temperature to decrease dramatically.","ai_generated":true,"unit":"prio-001735#insight-1","date_modified":"2026-10-23"},{"text":"A common characteristic of the most influential cases in the baseline model is the presence of foreign intervention, a variable omitted from the original analysis. The authors note a lack of references to climate anomalies or agricultural income loss in the narratives of these specific conflicts.","ai_generated":true,"unit":"prio-001735#insight-2","date_modified":"2026-10-23"},{"text":"The positive effect of temperature disappears when the definition of civil war is adjusted. While the result is reproduced using the PRIO Battle Deaths Dataset, it vanishes when the fatality threshold is shifted to 500 or 2,000 battle-related deaths, or when continuous measures of battle deaths are used.","ai_generated":true,"unit":"prio-001735#insight-3","date_modified":"2026-10-23"},{"text":"Expanding the sample period beyond 1981\u00132002 weakens the reported correlation. When the temporal domain is extended to 1981\u00132008, the regression coefficient for temperature drops by 40% and loses statistical significance; it is also non-significant for the full post-colonial sample (1960\u00132008).","ai_generated":true,"unit":"prio-001735#insight-4","date_modified":"2026-10-23"},{"text":"Climate variables have a trivial marginal impact on the prediction of civil war. A model containing only country fixed effects and time trends produces predictions nearly identical to the baseline model, with a correlation of r=0.999.","ai_generated":true,"unit":"prio-001735#insight-5","date_modified":"2026-10-23"},{"text":"Out-of-sample prediction tests for the period 1999\u00132002 show that climate variables do not improve the model's ability to correctly predict wars. The model with climate variables produced more false positives without increasing true positives compared to the reduced model.","ai_generated":true,"unit":"prio-001735#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate variability","temperature","precipitation","environmental degradation"],"geography_discussed":["Guinea-Bissau","Sierra Leone","Chad","Congo, Republic of","Sudan","Mozambique","Uganda","Ethiopia","Angola"],"frame_perspective":[],"analysis_type":["sensitivity analysis","replication study","econometric analysis"]},{"id":"bc3res-000073","url":"https://climateinsightsdirectory.org/document/bc3res-000073","title":"The Determinants of Energy Efficiency Investments in the U.S.","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2010-10","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/20101108010159601346855.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper analyses 60,463 electricity-related energy efficiency recommendations for U.S. manufacturing SMEs, finding that payback time and investment costs are the primary drivers of implementation. It identifies an 'energy efficiency paradox' where firms are more sensitive to upfront costs than long-term savings, and notes that implementation rates are higher in states with higher greenhouse gas emissions and lower industrial GDP.","ai_generated":true,"unit":"bc3res-000073#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The overall implementation rate for energy efficiency recommendations is 53.17%, indicating that nearly half of the proposed investments are not adopted despite their potential for energy savings.","ai_generated":true,"unit":"bc3res-000073#insight-1","date_modified":"2026-10-23"},{"text":"Payback time is a critical determinant of investment decisions; shorter payback periods significantly increase the likelihood of a firm implementing an energy efficiency measure.","ai_generated":true,"unit":"bc3res-000073#insight-2","date_modified":"2026-10-23"},{"text":"Investment costs have a more substantial influence on the decision to invest than the potential medium and long-term benefits, a phenomenon described as the 'energy efficiency paradox'.","ai_generated":true,"unit":"bc3res-000073#insight-3","date_modified":"2026-10-23"},{"text":"Geographic and economic factors influence adoption rates: firms in U.S. states with higher greenhouse gas emissions are more likely to invest in energy efficiency, while those in states with higher manufacturing GDP are less likely to do so.","ai_generated":true,"unit":"bc3res-000073#insight-4","date_modified":"2026-10-23"},{"text":"There is a 'depletion effect' over time, where the most cost-effective and easiest energy efficiency opportunities are implemented first, leaving more complex and less attractive measures for later years.","ai_generated":true,"unit":"bc3res-000073#insight-5","date_modified":"2026-10-23"},{"text":"Even under the most favourable conditions of low investment cost and high annual savings, the probability of a recommendation being accepted does not exceed 70%.","ai_generated":true,"unit":"bc3res-000073#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","greenhouse gas emissions","climate policy","carbon price","industrial manufacturing"],"geography_discussed":["Alaska","West Virginia","Utah"],"frame_perspective":[],"analysis_type":["econometric analysis","empirical study"]},{"id":"bc3res-000061","url":"https://climateinsightsdirectory.org/document/bc3res-000061","title":"Evaluating the Role of Energy Efficiency Labels: the Case of Dish Washers","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2010-05","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201005170136481147275297.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that energy efficiency labels (specifically class A+) add a price premium of 15.6% to dishwashers in the Spanish market, amounting to approximately €80 based on an average price of €514. Using a Quantity Based Demand System (QBDS), the authors determine that demand for labelled appliances is significantly more elastic than for non-labelled ones, with own-price elasticity for labelled goods ranging from -1.2 to -13.2. The research suggests that while Spanish subsidy programmes (paying €50 to €90) may have slightly overestimated the necessary premium, they have been highly successful, as nearly all dishwashers currently sold in the market are labelled A or A+.","ai_generated":true,"unit":"bc3res-000061#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The hedonic price estimation indicates that an energy efficiency label (class A+) increases the price of a dishwasher by 15.6% ceteris paribus.","ai_generated":true,"unit":"bc3res-000061#insight-1","date_modified":"2026-10-23"},{"text":"Based on an average dishwasher price of €514, the price premium for an energy efficient labelled product is approximately €80.","ai_generated":true,"unit":"bc3res-000061#insight-2","date_modified":"2026-10-23"},{"text":"Demand for labelled dishwashers is significantly more elastic than for non-labelled ones; for a non-labelled own-price elasticity between -0.5 and -2, the labelled demand elasticity ranges from -1.2 to -13.2.","ai_generated":true,"unit":"bc3res-000061#insight-3","date_modified":"2026-10-23"},{"text":"The Quantity Based Demand System (QBDS) is found to be a robust and less data-demanding alternative to the Linear Almost Ideal Demand System (LA/AIDS) for estimating elasticities of close substitutes.","ai_generated":true,"unit":"bc3res-000061#insight-4","date_modified":"2026-10-23"},{"text":"Spanish subsidy programmes for energy-efficient appliances, which provide between €50 and €90, have been extremely successful, resulting in nearly all market offerings being labelled A or A+.","ai_generated":true,"unit":"bc3res-000061#insight-5","date_modified":"2026-10-23"}],"climate_tags":["energy efficiency","climate policy","subsidy"],"geography_discussed":["Germany","Switzerland","Shanghai"],"frame_perspective":[],"analysis_type":["econometric analysis","hedonic price method","demand system modelling"]},{"id":"climstra-000270","url":"https://climateinsightsdirectory.org/document/climstra-000270","title":"Economic Growth, the Recession and Greenhouse Gas Emissions","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"research paper","language":"en","date_published":"2010-05","source_url":"https://climatestrategies.org/wp-content/uploads/2014/11/eco-growth-recession-draft-31-may.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document investigates how the global economic slowdown affects greenhouse gas emissions, arguing that while recessions reduce emissions in the short term, the long-term impact depends on whether the downturn permanently lowers the GDP trajectory and how it influences energy prices and investment. It finds that many official projections may underestimate the long-term reduction in emissions by treating the recession as a transitory business cycle effect rather than a permanent shift in output. The authors estimate that the global emissions trajectory could be lowered by 1-5% in the long run, or 5-9% if a 'price rebound' effect from lower energy prices is excluded.","ai_generated":true,"unit":"climstra-000270#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a strong positive correlation between GDP and greenhouse gas emissions globally, although this relationship is weaker in high-income countries.","ai_generated":true,"unit":"climstra-000270#insight-1","date_modified":"2026-10-23"},{"text":"Economic downturns reduce emissions through several channels: lower income reduces demand, and unexpected shocks hit carbon-intensive sectors like manufacturing and capital goods harder than service industries.","ai_generated":true,"unit":"climstra-000270#insight-2","date_modified":"2026-10-23"},{"text":"Recessions can partially offset emissions reductions by slowing investment in energy-efficient plant, equipment, and R&D, as older capital is typically more energy-intensive.","ai_generated":true,"unit":"climstra-000270#insight-3","date_modified":"2026-10-23"},{"text":"A 'price rebound' effect may occur if the recession permanently lowers real energy prices, which would discourage the adoption of energy-efficient technologies and increase long-term energy demand.","ai_generated":true,"unit":"climstra-000270#insight-4","date_modified":"2026-10-23"},{"text":"The authors estimate that the global greenhouse gas emissions trajectory may be permanently lowered by 1% to 5% in the long term, or 5% to 9% if the uncertain 'price rebound' effect is not included.","ai_generated":true,"unit":"climstra-000270#insight-5","date_modified":"2026-10-23"},{"text":"Many official emissions projections incorrectly assume business cycles are purely transitory, failing to account for the fact that financial crises often lead to permanent reductions in the level of GDP.","ai_generated":true,"unit":"climstra-000270#insight-6","date_modified":"2026-10-23"},{"text":"The IEA's 2009 projections show a significant emissions reduction for 2020 (over 5% lower than 2008 projections) but a negligible reduction for 2030 (less than 1%), which the authors suggest is due to changes in assumptions about emerging markets rather than the recession's long-term impact.","ai_generated":true,"unit":"climstra-000270#insight-7","date_modified":"2026-10-23"},{"text":"The US EIA's projections for 2030 assume GDP and energy prices will be largely unaffected by the recession, which contradicts evidence regarding the persistence of past economic shocks.","ai_generated":true,"unit":"climstra-000270#insight-8","date_modified":"2026-10-23"},{"text":"The European Environment Agency (EEA) likely overestimated emissions because it failed to fully incorporate the latest downward GDP forecast revisions from the European Commission.","ai_generated":true,"unit":"climstra-000270#insight-9","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions","economic growth","emission intensity","energy efficiency","fossil fuel","energy price","climate policy","renewable energy"],"geography_discussed":["United Kingdom","United States","People's Republic of China","India","Russia","European Union","Australia","Japan"],"frame_perspective":[],"analysis_type":["econometric analysis","policy review","comparative analysis"]},{"id":"bc3res-000054","url":"https://climateinsightsdirectory.org/document/bc3res-000054","title":"The Health Impacts of Climate Change: A Study of Cholera in Tanzania","publisher":{"name":"Basque Centre for Climate Change","organization":"basque-centre-for-climate-change"},"document_type":"research paper","language":"en","date_published":"2010-01","source_url":"https://www.bc3research.org/h6T8Uy8Nm4gFs0O/201001110143311052083638.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study establishes a significant positive correlation between temperature increases and cholera cases in Tanzania, predicting that a 1 degree Celsius rise in annual mean temperature increases the risk ratio for cholera by 23 to 51 percent. By 2030, the total economic cost of additional cholera cases and deaths—including treatment, productivity loss, and the value of statistical life—is projected to range from 1.4 to 7.8 percent of GDP. The authors argue that the costs of these climate-driven health impacts largely exceed the costs of preventive measures, such as household chlorination and improved water sanitation.","ai_generated":true,"unit":"bc3res-000054#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a significant positive relationship between temperature and cholera cases in Tanzania; a 1 degree Celsius increase in annual mean temperature is predicted to increase the initial risk ratio for cholera by 23 to 51 percent.","ai_generated":true,"unit":"bc3res-000054#insight-1","date_modified":"2026-10-23"},{"text":"By 2030, the total economic costs of cholera attributed to climate change, which include reactive treatment costs, lost productivity, and the value of statistical life, are estimated to be between 1.4 and 7.8 percent of Tanzania's GDP.","ai_generated":true,"unit":"bc3res-000054#insight-2","date_modified":"2026-10-23"},{"text":"The cost of reactive adaptation (treatment) for additional cholera cases attributed to climate change by 2030 is projected to be between 0.02 and 0.09 percent of GDP.","ai_generated":true,"unit":"bc3res-000054#insight-3","date_modified":"2026-10-23"},{"text":"The economic burden of mortality is the largest component of the total cost; the share of GDP attributed to residual deaths ranges from 1.38 percent in the lower 1 degree Celsius scenario to 7.68 percent in the upper 2 degree Celsius scenario.","ai_generated":true,"unit":"bc3res-000054#insight-4","date_modified":"2026-10-23"},{"text":"Preventive measures, such as household chlorination and water source improvements, are found to be more cost-effective than reactive adaptation, with the costs of additional cholera impacts by 2030 largely exceeding the costs of these preventive measures.","ai_generated":true,"unit":"bc3res-000054#insight-5","date_modified":"2026-10-23"},{"text":"While climate variables significantly impact the number of cholera cases, the case fatality rate is more closely linked to socioeconomic factors, specifically increasing as income and access to safe water decrease.","ai_generated":true,"unit":"bc3res-000054#insight-6","date_modified":"2026-10-23"}],"climate_tags":["climate change","effects of climate change on human health","gross domestic product"],"geography_discussed":["sub-Saharan Africa","Peru","Fiji","South Africa","Zambia"],"frame_perspective":[],"analysis_type":["econometric analysis","predictive modeling","cost-benefit analysis"]},{"id":"prio-001163","url":"https://climateinsightsdirectory.org/document/prio-001163","title":"Weaponomics","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2006-09","source_url":"https://cdn.cloud.prio.org/files/6275f661-5fcd-4b6c-8878-ed5b6df3c29f/2006-13text.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The research introduces the first quantitative effort to document the small arms market using a dataset of AK-47 prices across 117 countries from 1986 to 2005. By applying a simultaneous equations model, the author finds that regulatory effectiveness and supply costs—specifically neighbours' military expenditure and border porousness—are the primary drivers of weapon prices. The study concludes that the collapse of the Soviet Union did not cause a supply shock as significant as commonly believed, and that regional trade dynamics, particularly in Africa, play a critical role in price determination.","ai_generated":true,"unit":"prio-001163#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Regulatory effectiveness is a significant determinant of weapon prices, with better enforceability of laws and regulations increasing the cost of acquiring weapons.","ai_generated":true,"unit":"prio-001163#insight-1","date_modified":"2026-10-23"},{"text":"The average military expenditure of neighbouring countries is a robust predictor of lower weapon prices, likely due to the leakage of official stocks through corruption or seizure and strategic spillovers to rival forces.","ai_generated":true,"unit":"prio-001163#insight-2","date_modified":"2026-10-23"},{"text":"African countries experience a significant 'Africa-discount' where assault rifles are on average over US$200 cheaper than elsewhere, attributed to highly porous borders that create a nearly deregulated regional market.","ai_generated":true,"unit":"prio-001163#insight-3","date_modified":"2026-10-23"},{"text":"Contrary to common belief, the collapse of the Soviet Union did not act as a major supply shock that significantly lowered global weapon prices when other factors are controlled.","ai_generated":true,"unit":"prio-001163#insight-4","date_modified":"2026-10-23"},{"text":"The stock of weapons remaining from previous conflicts, termed 'civil war legacy', has a negative significant effect on prices, meaning more plentiful weapons lead to lower costs.","ai_generated":true,"unit":"prio-001163#insight-5","date_modified":"2026-10-23"},{"text":"Transport costs from the initial source of weapons affect pricing, as evidenced by a positive correlation between the distance from Moscow and the price of Kalashnikovs.","ai_generated":true,"unit":"prio-001163#insight-6","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["Africa","Soviet Union","Moscow"],"frame_perspective":[],"analysis_type":["econometric analysis","time-series analysis","cross-country panel study"]},{"id":"iisd-003617","url":"https://climateinsightsdirectory.org/document/iisd-003617","title":"Environmental Management and Innovation in Argentine Industry","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2005-12","source_url":"https://www.iisd.org/system/files/publications/tkn_environ_argentina.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report analyzes 716 Argentine manufacturing firms to determine what drives the adoption and quality of environmental management activities (EMAs). It finds that larger firms and those with higher spending on technology acquisition are more likely to implement higher-quality EMAs. While environmental regulatory pressure stimulates innovative behavior, it tends to induce 'end-of-pipe' management rather than 'clean production' strategies. Foreign firms are more prone to undertake EMAs than domestic firms, but foreign ownership is associated with lower EMA quality. However, positive environmental spill-overs from foreign firms occur in domestic firms that possess high absorption capabilities, leading them toward 'simple clean production' management.","ai_generated":true,"unit":"iisd-003617#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Firm size and expenditures on technology acquisition are significant positive determinants for both the probability of undertaking environmental management activities (EMAs) and the quality of those activities.","ai_generated":true,"unit":"iisd-003617#insight-1","date_modified":"2026-10-23"},{"text":"Environmental regulatory pressure stimulates innovation in manufacturing firms, increasing the probability of innovating by 20%.","ai_generated":true,"unit":"iisd-003617#insight-2","date_modified":"2026-10-23"},{"text":"While regulatory pressure encourages EMAs, it tends to promote 'end-of-pipe' (EOP) management over 'simple clean production' (CP) management.","ai_generated":true,"unit":"iisd-003617#insight-3","date_modified":"2026-10-23"},{"text":"Foreign firms are more likely to engage in EMAs than domestic firms, but foreign ownership is linked to a decrease in the quality of those activities, making EOP and simple CP more likely than complex CP.","ai_generated":true,"unit":"iisd-003617#insight-4","date_modified":"2026-10-23"},{"text":"Positive environmental spill-overs from foreign firms to domestic firms are conditional on the domestic firms' absorption capabilities; specifically, they induce simple CP management in firms with high absorption capabilities.","ai_generated":true,"unit":"iisd-003617#insight-5","date_modified":"2026-10-23"},{"text":"In-house research and development (R&D) intensity was not found to be a statistically significant determinant in the probability or quality of EMAs, whereas technology acquisition was.","ai_generated":true,"unit":"iisd-003617#insight-6","date_modified":"2026-10-23"},{"text":"Motivations to improve a firm's environmental image (market pressure) enhance the quality of environmental management by increasing the likelihood of complex CP over simple CP and EOP.","ai_generated":true,"unit":"iisd-003617#insight-7","date_modified":"2026-10-23"}],"climate_tags":["environmental regulation","technology transfer"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["econometric analysis","empirical study"]},{"id":"catf-000524","url":"https://climateinsightsdirectory.org/document/catf-000524","title":"Addressing the Electricity Burden on Businesses in Benin","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"executive summary","language":"en","date_published":null,"source_url":"https://cdn.catf.us/wp-content/uploads/2025/08/11161244/addressing-electricity-burden-business-benin-executive-summary-english.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that traditional electricity burden assessments undercount the financial strain on businesses by ignoring 'extra costs'—expenses for generators, voltage stabilizers, and alternative energy used to mitigate power outages and fluctuations. Using 2015 survey data from 1,002 grid-connected firms in Benin, the study introduces three metrics (EB1, EB2, EB3) to distinguish between burdens caused by bills alone and those driven by defensive costs. Findings show that extra costs account for 44% of total electricity expenditure and that 60% of businesses face an electricity burden when these costs are included, compared to 55% when only bills are considered. The authors recommend that policymakers in Benin and Sub-Saharan Africa incorporate these defensive costs into policy design, prioritize grid reliability infrastructure, and provide targeted financial support for vulnerable groups, particularly informal sector businesses.","ai_generated":true,"unit":"catf-000524#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Extra costs associated with defensive measures against unreliable power represent 44% of the total electricity expenditure for firms connected to the grid in Benin.","ai_generated":true,"unit":"catf-000524#insight-1","date_modified":"2026-10-23"},{"text":"Investment in defensive measures is dominated by power generators, which account for 74% of the investment budget for extra costs, while voltage stabilizers account for 26%.","ai_generated":true,"unit":"catf-000524#insight-2","date_modified":"2026-10-23"},{"text":"Accounting for extra costs increases the identified proportion of electricity-burdened firms from 55% (based on bills alone) to 60%.","ai_generated":true,"unit":"catf-000524#insight-3","date_modified":"2026-10-23"},{"text":"Certain business profiles are more susceptible to electricity burden, including those in the informal sector, enterprises with higher-value equipment, and businesses managed by owners or managers who are older or uneducated.","ai_generated":true,"unit":"catf-000524#insight-4","date_modified":"2026-10-23"}],"climate_tags":["Power system reliability","energy poverty","energy transition"],"geography_discussed":["sub-Saharan Africa","Liberia","United States","India","Ivory Coast","Cape Verde","West Africa"],"frame_perspective":[],"analysis_type":["case study","econometric analysis"]},{"id":"catf-000525","url":"https://climateinsightsdirectory.org/document/catf-000525","title":"Remédier au fardeau de l'électricité qui pèse sur les entreprises au Bénin","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"executive summary","language":"fr","date_published":null,"source_url":"https://cdn.catf.us/wp-content/uploads/2025/08/11161248/addressing-electricity-burden-business-benin-executive-summary-french.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Using Benin as a case study, the report argues that traditional electricity burden assessments—which only consider utility bills—underestimate the true cost of energy for businesses. By introducing three new measures (EB1, EB2, and EB3), the study quantifies the impact of 'extra costs' such as investments in generators and voltage stabilizers. The findings reveal that these preventive measures account for 44% of total electricity expenditures for connected businesses. The report highlights that informal sector businesses and those with less-educated managers are particularly vulnerable, and recommends that policymakers integrate these hidden costs into energy strategies and prioritize grid reliability to reduce the need for costly private mitigation.","ai_generated":true,"unit":"catf-000525#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Preventive measures against power instability represent a significant portion of total electricity spending for businesses in Benin, with extra costs accounting for 44% of total electricity expenditures.","ai_generated":true,"unit":"catf-000525#insight-1","date_modified":"2026-10-23"},{"text":"Investment in generators is far more costly than in voltage stabilizers; while 22% of businesses invested in stabilizers and 21% in generators, generators accounted for 74% of the investment portfolio for extra costs compared to 26% for stabilizers.","ai_generated":true,"unit":"catf-000525#insight-2","date_modified":"2026-10-23"},{"text":"Traditional assessments that only look at electricity bills (EB1) underestimate the number of businesses facing a high electricity burden; including extra costs (EB2) identifies an additional 5% of businesses as burdened.","ai_generated":true,"unit":"catf-000525#insight-3","date_modified":"2026-10-23"},{"text":"Certain business profiles are more susceptible to high electricity burdens, specifically those in the informal sector, businesses with higher-value equipment, and those managed by owners or managers who are older or less educated.","ai_generated":true,"unit":"catf-000525#insight-4","date_modified":"2026-10-23"},{"text":"Financial vulnerability is further increased for businesses experiencing frequent power outages (especially midday), voltage fluctuations, or those paying higher connection fees.","ai_generated":true,"unit":"catf-000525#insight-5","date_modified":"2026-10-23"}],"climate_tags":["energy access","energy infrastructure"],"geography_discussed":["sub-Saharan Africa","Liberia","United States","India","Ivory Coast","Cape Verde"],"frame_perspective":[],"analysis_type":["case study","econometric analysis"]},{"id":"prio-000906","url":"https://climateinsightsdirectory.org/document/prio-000906","title":"“Oil Above Water”: Economic Interdependence and Third Party Intervention","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://cdn.cloud.prio.org/files/bd8821d4-f8cc-49f7-aa15-90db46e52cb6/Oil above Water Economic Interdependence and Third-Party Intervention.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research paper develops a formal model and provides empirical analysis to argue that third-party military intervention in civil wars is driven by economic factors. The authors find that the likelihood of intervention increases when the conflict state has large oil reserves, when the global oil market is more oligopolistic (less competitive), and when the potential intervener is a net oil importer. Using a dyadic dataset from 1945-1999, the study demonstrates that the value of oil reserves and the intervener's balance of trade in oil are significant predictors of intervention, often exerting a larger impact than traditional factors like ethnic ties or Cold War dynamics.","ai_generated":true,"unit":"prio-000906#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Third-party military intervention is more likely when the country experiencing a civil war possesses larger oil endowments, as disruptions in highly endowed countries cause greater international price increases.","ai_generated":true,"unit":"prio-000906#insight-1","date_modified":"2026-10-23"},{"text":"Intervention is more probable when the global oil market is more oligopolistic, meaning lower levels of competition increase the importance of stabilizing a region to prevent market shocks.","ai_generated":true,"unit":"prio-000906#insight-2","date_modified":"2026-10-23"},{"text":"Countries that are net importers of oil have a higher likelihood of intervening in oil-producing countries embroiled in civil war compared to net exporters.","ai_generated":true,"unit":"prio-000906#insight-3","date_modified":"2026-10-23"},{"text":"Bilateral trade interdependence increases the likelihood of intervention; specifically, a third party is more likely to intervene if it depends on oil imports from the conflict state.","ai_generated":true,"unit":"prio-000906#insight-4","date_modified":"2026-10-23"},{"text":"For oil-exporting countries, an increase in international demand for oil actually decreases the likelihood of them intervening in another oil-producing country's civil war because the resulting higher profits outweigh the costs of higher oil prices for their own consumers.","ai_generated":true,"unit":"prio-000906#insight-5","date_modified":"2026-10-23"}],"climate_tags":["petroleum"],"geography_discussed":["Chad","Mali","Niger","Libya","Syria","Iraq","Kuwait"],"frame_perspective":[],"analysis_type":["formal modeling","econometric analysis","dyadic analysis"]},{"id":"prio-001251","url":"https://climateinsightsdirectory.org/document/prio-001251","title":"Breaking the Conflict Trap","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"report","language":"en","date_published":null,"source_url":"https://cdn.cloud.prio.org/files/2cb455f1-97a5-4e8f-a02d-4710a052c40b/Breaking the Conflict Trap.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report argues that civil war is 'development in reverse,' creating a 'conflict trap' where poverty and institutional failure increase the risk of war, and war further degrades development. It identifies three rings of adverse effects: internal civilian suffering, regional spillovers (such as arms races and disease), and global costs (including drug trafficking and terrorism). The authors find that civil war is increasingly concentrated in 'marginalized' low-income countries and those in the conflict trap. To combat this, the report proposes a policy package including improved aid timing, transparent natural resource governance, and coordinated military-development sequencing in postconflict decades.","ai_generated":true,"unit":"prio-001251#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Civil war causes severe internal economic damage, typically reducing per capita income by around 15 percent after a seven-year conflict, which leads to an approximately 30 percent increase in absolute poverty.","ai_generated":true,"unit":"prio-001251#insight-1","date_modified":"2026-10-23"},{"text":"The costs of civil war extend beyond the combatants in three ripples: internal displacement and mortality of noncombatants, regional economic decline and disease in neighboring countries, and global issues like hard drug production and international terrorism.","ai_generated":true,"unit":"prio-001251#insight-2","date_modified":"2026-10-23"},{"text":"Civil wars have significant regional health spillovers, specifically regarding malaria; for every 1,000 refugees from tropical countries with civil war, asylum countries see approximately 1,406 new cases of malaria.","ai_generated":true,"unit":"prio-001251#insight-3","date_modified":"2026-10-23"},{"text":"The global production of hard drugs is heavily concentrated in conflict zones, with 95 percent of global opium production occurring in countries with civil wars.","ai_generated":true,"unit":"prio-001251#insight-4","date_modified":"2026-10-23"},{"text":"Economic characteristics are stronger predictors of civil war than ethnic or religious hatreds; countries with low, stagnant, and unequally distributed incomes that depend on primary commodity exports face the highest risks.","ai_generated":true,"unit":"prio-001251#insight-5","date_modified":"2026-10-23"},{"text":"Ethnic diversity generally reduces the risk of civil war, but 'ethnic dominance'—where one group makes up 45 to 90 percent of the population—increases the risk of rebellion by approximately 50 percent.","ai_generated":true,"unit":"prio-001251#insight-6","date_modified":"2026-10-23"},{"text":"Natural resource wealth, particularly oil, increases the risk of secessionist rebellions as local populations may seek to capture the rents of the resource.","ai_generated":true,"unit":"prio-001251#insight-7","date_modified":"2026-10-23"},{"text":"Countries often fall into a 'conflict trap' where a previous war significantly increases the risk of future conflict; a country that has had a war faces a 44 percent risk of returning to conflict within five years.","ai_generated":true,"unit":"prio-001251#insight-8","date_modified":"2026-10-23"},{"text":"The global incidence of civil war is diverging: 'successful developers' (middle-income or fast-growing low-income countries) are seeing risks decline, while 'marginalized' low-income countries face rising risks due to economic decline.","ai_generated":true,"unit":"prio-001251#insight-9","date_modified":"2026-10-23"},{"text":"High military spending in postconflict situations is counterproductive and increases the risk of a return to war, potentially signaling a government's lack of commitment to peace.","ai_generated":true,"unit":"prio-001251#insight-10","date_modified":"2026-10-23"},{"text":"International aid is most effective at raising growth in postconflict countries during the middle four to five years of the first postconflict decade, yet current aid patterns typically peak early and taper off too quickly.","ai_generated":true,"unit":"prio-001251#insight-11","date_modified":"2026-10-23"},{"text":"The Kimberley process is cited as a successful example of international collective action to reduce rebel financing by regulating the rough diamond trade.","ai_generated":true,"unit":"prio-001251#insight-12","date_modified":"2026-10-23"},{"text":"A comprehensive policy package—including faster growth for marginalized countries, shortening conflict duration, and halving postconflict relapse risks—could reduce the global incidence of civil war by more than half.","ai_generated":true,"unit":"prio-001251#insight-13","date_modified":"2026-10-23"}],"climate_tags":["economic development","public health"],"geography_discussed":["sub-Saharan Africa","Afghanistan","Angola","Botswana","Sierra Leone","Colombia","Indonesia","Chad","Cambodia","Uganda","Liberia","Sudan","Eritrea","Nigeria"],"frame_perspective":[],"analysis_type":["econometric analysis","policy simulation","case study"]},{"id":"prio-001751","url":"https://climateinsightsdirectory.org/document/prio-001751","title":"Resources, Regimes and Rebellion","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://cdn.cloud.prio.org/files/7f5e09d5-cb1c-4063-afc6-152c5782c8bd/Sorli - Resources Regimes and Rebellion.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The author replicates and extends the civil war model of Collier & Hoeffler (2002), finding that while natural resources correlate with conflict, the drivers differ by region. In the Middle East, the 'greed' explanation—where rebels fight to seize resources—is less plausible than a 'rentier-state' model, where oil-funded authoritarianism, corruption, and slow growth generate grievances. The study also finds that democracy is significantly and negatively related to civil conflict, a finding absent in the original Collier & Hoeffler analysis.","ai_generated":true,"unit":"prio-001751#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The author's replication of the Collier & Hoeffler model indicates that democracy is a significant variable that is negatively correlated with the outbreak of civil war, contradicting the original study's findings.","ai_generated":true,"unit":"prio-001751#insight-1","date_modified":"2026-10-23"},{"text":"When breaking down primary commodity dependence, oil dependency is found to be a significant factor in predicting civil war, whereas mineral dependency is not.","ai_generated":true,"unit":"prio-001751#insight-2","date_modified":"2026-10-23"},{"text":"The 'greed' model, which suggests rebels are motivated by the opportunity to finance insurgency through natural resources, is argued to be flawed when applied to the Middle East.","ai_generated":true,"unit":"prio-001751#insight-3","date_modified":"2026-10-23"},{"text":"In the Middle East, the link between resource abundance and conflict is better explained by the rentier-state concept, where oil leads to authoritarianism, corruption, and slow growth, which in turn foster grievance-based conflict.","ai_generated":true,"unit":"prio-001751#insight-4","date_modified":"2026-10-23"},{"text":"Oil is distinguished from other natural resources due to its physical and geographical qualities, making it less likely to be looted by rebels and more likely to remain under state control or be targeted via coups d'état or secessionist wars.","ai_generated":true,"unit":"prio-001751#insight-5","date_modified":"2026-10-23"},{"text":"The analysis suggests that oil dependency may mask the effect of democracy in the Middle East, potentially because oil revenues allow regimes to repress or buy off political opposition.","ai_generated":true,"unit":"prio-001751#insight-6","date_modified":"2026-10-23"}],"climate_tags":["economic growth"],"geography_discussed":["Sudan","Iran","Iraq","Jordan","Lebanon","Morocco","Yemen","Afghanistan","Algeria"],"frame_perspective":[],"analysis_type":["econometric analysis","comparative study","theoretical critique"]}]}