{"query_echo":{"q":"","filters":{"analysis_type":["predictive"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'predictive' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":9,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=predictive","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":"climcent-000163","url":"https://climateinsightsdirectory.org/document/climcent-000163","title":"Climate Change Raises Rates of U.S. Emergency Room Visits For Heat Illness","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"briefing","language":"en","date_published":"2026-08","source_url":"https://www.climatecentral.org/climate-briefings/august-2026","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"Climate change accounted for 27% of the rate of heat-related emergency room visits in the U.S. during 2018-2025. August 2026 was the warmest August on record globally, with record warmth affecting 13.2% of global land and ocean areas. In the U.S., Summer 2026 was the warmest on record for the contiguous region, and August 2026 was the warmest August for average, maximum, and minimum temperatures since 1895. Drought affected at least 81% of the contiguous U.S. as of September 8, 2026, and nearly 8.3 million acres burned year-to-date, driven by increased 'fire weather' days. Attribution analysis using the Climate Shift Index (CSI) indicates human-caused climate change drove summertime warming trends in 91% of analyzed U.S. cities. Additionally, a strong El Niño event is projected to peak around February 2027, with global temperature anomalies potentially reaching 1.7C above pre-industrial levels.","ai_generated":true,"unit":"climcent-000163#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change was responsible for 27% of the rate of heat-related emergency room visits in the United States between 2018 and 2025.","ai_generated":true,"unit":"climcent-000163#insight-1","date_modified":"2026-10-23"},{"text":"August 2026 set a global record as the warmest August on record for combined land and ocean temperatures, with 13.2% of global areas experiencing record warmth.","ai_generated":true,"unit":"climcent-000163#insight-2","date_modified":"2026-10-23"},{"text":"The contiguous U.S. experienced its warmest summer on record in 2026, with August 2026 being the warmest August for average, maximum, and minimum temperatures since records began in 1895.","ai_generated":true,"unit":"climcent-000163#insight-3","date_modified":"2026-10-23"},{"text":"Severe drought conditions affected at least 81% of the contiguous U.S. by September 8, 2026, with over 58% in at least moderate drought and 12% in extreme or exceptional drought.","ai_generated":true,"unit":"climcent-000163#insight-4","date_modified":"2026-10-23"},{"text":"U.S. wildfire activity reached a year-to-date record of nearly 8.3 million burned acres by the end of August 2026, exacerbated by an increase in 'fire weather' days since 1973.","ai_generated":true,"unit":"climcent-000163#insight-5","date_modified":"2026-10-23"},{"text":"Human-caused climate change is identified as a key driver of summertime warming trends in 91% of analyzed U.S. cities, with some locations like San Juan, Puerto Rico, recording exceptional conditions (CSI level 5) for the entire month of August.","ai_generated":true,"unit":"climcent-000163#insight-6","date_modified":"2026-10-23"},{"text":"A very strong El Niño event is projected for winter 2026-2027, with global temperature anomalies expected to peak around February 2027 at approximately 1.7C above the 1850-1900 pre-industrial baseline.","ai_generated":true,"unit":"climcent-000163#insight-7","date_modified":"2026-10-23"}],"climate_tags":["sea surface temperature","carbon dioxide","drought","wildfire","extreme event attribution","El Niño southern oscillation"],"geography_discussed":["Africa","North America","Europe","Arctic","Hawaii","Alaska","Colorado","New Mexico","Utah","California","Nevada","Texas","Indiana","Ohio","Oregon","Washington","Puerto Rico","San Juan"],"frame_perspective":[],"analysis_type":["observational","attribution","predictive"]},{"id":"climcent-000136","url":"https://climateinsightsdirectory.org/document/climcent-000136","title":"Climate Central’s Monthly Briefing Highlights from June 2026","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"briefing","language":"en","date_published":"2026-06","source_url":"https://www.climatecentral.org/climate-briefings/june-2026","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"June 2026 was the second-warmest June on record globally, with the Arctic experiencing its warmest June ever. In the U.S., 66% of the contiguous region faced abnormally dry or drought conditions by July 7, 2026, and the West and Southwest regions saw their warmest January-June period on record. A very strong El Niño is forecast to develop between October and December 2026, with an 81% probability, likely pushing global temperatures to or above 1.5C by October. Climate Central's analysis indicates human-caused climate change is a key driver of summertime warming in 91% of analyzed U.S. cities.","ai_generated":true,"unit":"climcent-000136#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"June 2026 was the second-warmest June on record globally for combined land and ocean temperatures, with the Arctic recording its warmest June on record, surpassing the previous record from 2012.","ai_generated":true,"unit":"climcent-000136#insight-1","date_modified":"2026-10-23"},{"text":"Global climate indicators for June 2026 showed carbon dioxide levels at Mauna Loa, Hawaii, reached 431.4 ppm, while Arctic and Antarctic sea-ice extents were the third-lowest and sixth-lowest on record, respectively.","ai_generated":true,"unit":"climcent-000136#insight-2","date_modified":"2026-10-23"},{"text":"In the contiguous U.S., 66% of the area was experiencing abnormally dry or drought conditions as of July 7, 2026, with 45 states having areas of moderate or worse drought by late June.","ai_generated":true,"unit":"climcent-000136#insight-3","date_modified":"2026-10-23"},{"text":"The West and Southwest climate regions of the U.S. experienced their warmest January-June period on record in 2026, contributing to a year-to-date average temperature that is the second-warmest on record for the contiguous U.S.","ai_generated":true,"unit":"climcent-000136#insight-4","date_modified":"2026-10-23"},{"text":"Human-caused climate change is identified as a key driver of summertime warming trends in 91% of analyzed U.S. cities, with June warming observed in 189 of 192 cities since 1970.","ai_generated":true,"unit":"climcent-000136#insight-5","date_modified":"2026-10-23"},{"text":"Energy demand for cooling in the contiguous U.S. reached the fourth-highest average number of cooling degree days on record for the January-June period, with Arizona setting a new record of 1,396 degree-days Fahrenheit.","ai_generated":true,"unit":"climcent-000136#insight-6","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide","drought","wildfire","marine heatwave","energy demand","extreme event attribution"],"geography_discussed":["Arctic","Europe","North America","Africa","Alaska","Texas","Illinois","Michigan","North Carolina","Central Asia","Siberia","South America","Oceania","Rhode Island","Florida","Arizona","New Mexico","Puerto Rico","Colorado","Utah","Wyoming"],"frame_perspective":[],"analysis_type":["observational","predictive","attributional"]},{"id":"climcent-000074","url":"https://climateinsightsdirectory.org/document/climcent-000074","title":"Monthly Climate Reports | National Climate Report | May 2026","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"briefing","language":"en","date_published":"2026-05","source_url":"https://www.climatecentral.org/climate-briefings/may-2026","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The May 2026 report highlights that the month was the second-warmest on record globally, with carbon dioxide levels reaching a new monthly peak of 432.3 ppm. In the United States, spring 2026 was the second-warmest on record for the contiguous U.S., while 77% of the region experienced abnormally dry or drought conditions as of early June. The report also notes a developing potentially very strong El Niño and record-low snowpack in several western states.","ai_generated":true,"unit":"climcent-000074#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"May 2026 was the second-warmest month on record globally for combined land and ocean temperatures, with the Northern Hemisphere ranking fourth-warmest and the Southern Hemisphere second-warmest.","ai_generated":true,"unit":"climcent-000074#insight-1","date_modified":"2026-10-23"},{"text":"Atmospheric carbon dioxide concentrations reached a new monthly record of 432.3 parts per million at Mauna Loa, Hawaii, in May 2026, an increase of approximately 1.8 ppm over the previous year.","ai_generated":true,"unit":"climcent-000074#insight-2","date_modified":"2026-10-23"},{"text":"The contiguous United States experienced its second-warmest spring on record in 2026, with Arizona, Colorado, New Mexico, and Texas each recording their warmest spring ever.","ai_generated":true,"unit":"climcent-000074#insight-3","date_modified":"2026-10-23"},{"text":"Severe drought conditions affected at least 77% of the contiguous U.S. by June 2, 2026, with record-low maximum snowpack observed in Colorado, New Mexico, Utah, and Wyoming.","ai_generated":true,"unit":"climcent-000074#insight-4","date_modified":"2026-10-23"},{"text":"Hawaii experienced its wettest spring on record in 2026, receiving 34.42 inches of precipitation, which was 215.9% of the normal amount.","ai_generated":true,"unit":"climcent-000074#insight-5","date_modified":"2026-10-23"},{"text":"Climate Central's Climate Shift Index (CSI) indicates that human-caused climate change drove summertime warming trends in 91% of analyzed U.S. cities, with exceptional warmth (CSI 5) noted in San Juan, Puerto Rico and Sarasota, Florida in May.","ai_generated":true,"unit":"climcent-000074#insight-6","date_modified":"2026-10-23"},{"text":"Predictions from the North American Multi-Model Ensemble (NMME) suggest global temperatures could approach 1.9°C above pre-industrial levels by late 2026 or early 2027, driven by a potentially very strong El Niño.","ai_generated":true,"unit":"climcent-000074#insight-7","date_modified":"2026-10-23"}],"climate_tags":["carbon dioxide","precipitation","drought","extreme event attribution"],"geography_discussed":["Hawaii","Alaska","Arizona","Colorado","New Mexico","Texas","Florida","Puerto Rico","Mexico"],"frame_perspective":[],"analysis_type":["observational","predictive","attribution"]},{"id":"climstra-000008","url":"https://climateinsightsdirectory.org/document/climstra-000008","title":"Seasonal climate outlooks for Europe December 2025","publisher":{"name":"Climate Strategies","organization":"climate-strategies"},"document_type":"briefing","language":"en","date_published":"2026-01-08","source_url":"https://climatestrategies.org/seasonal-climate-outlooks-for-europe-december-2025/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document reports that Europe experienced a November 2025 temperature 1.38°C above the 1991-2020 mean, with record highs in central western Russia and record low precipitation in Turkey. For the January-March 2026 period, forecasts project warmer-than-average temperatures across Europe, particularly in the northeast, and generally weakly positive precipitation anomalies, though soil moisture is expected to be weakly negative in Spain, Italy, central Europe, and Turkey.","ai_generated":true,"unit":"climstra-000008#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Europe's November 2025 temperatures were 1.38°C above the 1991-2020 mean, with significant warmth in eastern and southeastern Europe, Turkey, and central parts of western Russia, where a record high was recorded.","ai_generated":true,"unit":"climstra-000008#insight-1","date_modified":"2026-10-23"},{"text":"November 2025 precipitation was mixed, with record lows in much of Turkey and negative anomalies in Iceland, Italy, and the Baltic Sea, while positive anomalies occurred in the UK, Ireland, Portugal, Spain, northwestern Russia, the Balkans, and western Greece.","ai_generated":true,"unit":"climstra-000008#insight-2","date_modified":"2026-10-23"},{"text":"Forecasts for January-March 2026 project Europe to be warmer than average, with temperature anomalies ranging from 0.5°C in western Europe to 2°C in northeastern Europe.","ai_generated":true,"unit":"climstra-000008#insight-3","date_modified":"2026-10-23"},{"text":"For the January-March 2026 period, most of Europe is expected to have weakly positive precipitation anomalies (up to +10%), while soil moisture is projected to be weakly negative in Turkey, Italy, Spain, and parts of central Europe.","ai_generated":true,"unit":"climstra-000008#insight-4","date_modified":"2026-10-23"}],"climate_tags":["precipitation"],"geography_discussed":["Russia","Turkey","Iceland","Italy","United Kingdom","Ireland","Portugal","Spain","Greece","Ukraine"],"frame_perspective":[],"analysis_type":["observational","predictive"]},{"id":"climcent-000061","url":"https://climateinsightsdirectory.org/document/climcent-000061","title":"Climate Central’s Monthly Briefing Highlights from January 2026","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"briefing","language":"en","date_published":"2026-01","source_url":"https://www.climatecentral.org/climate-briefings/january-2026","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"January 2026 was the fifth-warmest January on record globally, characterized by significant temperature anomalies in the U.S. West and record-low snowpacks in several states. The document highlights the transition of NOAA to the Relative Oceanic Niño Index (RONI) to better account for climate change in ENSO tracking. Attribution analysis using the Climate Shift Index (CSI) indicates that extreme warmth in the northern U.S. and specific cities like San Juan and Honolulu was strongly driven by carbon pollution.","ai_generated":true,"unit":"climcent-000061#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"January 2026 was the fifth-warmest January on record globally for combined land and ocean temperatures, with the Southern Hemisphere averaging the third-warmest January on record.","ai_generated":true,"unit":"climcent-000061#insight-1","date_modified":"2026-10-23"},{"text":"The contiguous U.S. faced significant dryness and snowpack deficits, with at least 72% of the region experiencing abnormally dry or drought conditions as of February 10, 2026. Specifically, Colorado saw its worst snowpack in over 40 years, and Utah reached new record low levels for snow water equivalent by early February.","ai_generated":true,"unit":"climcent-000061#insight-2","date_modified":"2026-10-23"},{"text":"NOAA has replaced the Oceanic Niño Index (ONI) with the Relative Oceanic Niño Index (RONI) as of February 1, 2026. This change is intended to reduce reliance on 30-year climate base periods that struggle to keep pace with warming tropical Pacific waters caused by climate change.","ai_generated":true,"unit":"climcent-000061#insight-3","date_modified":"2026-10-23"},{"text":"Climate attribution analysis using the Climate Shift Index (CSI) found that temperatures across the northern U.S. from Washington to Minnesota were at least five times more likely due to carbon pollution in early and mid-January. Exceptional warmth driven by climate change (CSI level 5) was also noted in San Juan, Puerto Rico, Honolulu, Hawaii, and Juneau, Alaska.","ai_generated":true,"unit":"climcent-000061#insight-4","date_modified":"2026-10-23"}],"climate_tags":["precipitation","carbon dioxide","drought","extreme event attribution","carbon dioxide emissions"],"geography_discussed":["Hawaii","Arizona","Oregon","California","Montana","Colorado","Utah","North Carolina","South Carolina","Puerto Rico","Alaska"],"frame_perspective":[],"analysis_type":["observational","attribution","predictive"]},{"id":"climcent-000164","url":"https://climateinsightsdirectory.org/document/climcent-000164","title":"2025 Fall Package","publisher":{"name":"Climate Central","organization":"climate-central"},"document_type":"briefing","language":"en","date_published":"2025-09-09","source_url":"https://www.climatecentral.org/climate-briefings/august-2025","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"August 2025 was the third warmest August globally on record, with all ten warmest Augusts occurring since 2015. In the United States, 98% of analyzed cities have experienced fall warming, and as of September 9, at least 60% of the country faces abnormally dry or drought conditions. A record-breaking marine heatwave in the North Pacific Ocean, attributed to climate change, is expected to persist into October.","ai_generated":true,"unit":"climcent-000164#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"August 2025 was the 3rd warmest August globally on record, following 2023 and 2024, and all ten warmest Augusts on record have occurred since 2015.","ai_generated":true,"unit":"climcent-000164#insight-1","date_modified":"2026-10-23"},{"text":"In the United States, fall has warmed in 237 cities (98% of those analyzed), and as of September 9, at least 60% of the U.S. is experiencing drought or abnormally dry conditions.","ai_generated":true,"unit":"climcent-000164#insight-2","date_modified":"2026-10-23"},{"text":"A major marine heatwave in the North Pacific Ocean reached new record high sea surface temperatures in August, an event the Climate Shift Index: Ocean suggests climate change made 50-200x more likely.","ai_generated":true,"unit":"climcent-000164#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","drought","marine heatwave","La Niña","extreme event attribution"],"geography_discussed":["Arizona","Kentucky","Ohio","Vermont","North Pacific Ocean","Phoenix","Honolulu","Hawaii","Alaska","Florida"],"frame_perspective":[],"analysis_type":["observational","predictive"]},{"id":"catf-000127","url":"https://climateinsightsdirectory.org/document/catf-000127","title":"Evaluating the Weighted Average Cost of Capital (WACC) in the Power Sector for African Countries","publisher":{"name":"Clean Air Task Force","organization":"clean-air-task-force"},"document_type":"research paper","language":"en","date_published":"2024-10-24","source_url":"https://www.catf.us/resource/evaluating-weighted-average-cost-capital-wacc-power-sector-african-countries/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study finds that the average WACC for African countries (15.6%) is significantly higher than the 10% uniform value often used in planning, with Eastern Africa facing the highest costs. This high cost of capital, driven by low economic development and high risk premiums, disproportionately affects capital-intensive clean energy projects. The authors argue that relying on uniform WACC values misguides policy and recommend localized data and risk-mitigation instruments to attract private investment.","ai_generated":true,"unit":"catf-000127#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The average WACC for African countries is 15.6%, which is substantially higher than the 10% uniform value frequently used in assumptions and far exceeds rates in developed regions such as Japan (2.4%), Western Europe (4.2%), the USA (5.1%), and China (6.6%).","ai_generated":true,"unit":"catf-000127#insight-1","date_modified":"2026-10-23"},{"text":"WACC varies significantly by sub-region, with Northern Africa having the lowest rates (between 8.6% and 15.88%) and Eastern Africa having the highest.","ai_generated":true,"unit":"catf-000127#insight-2","date_modified":"2026-10-23"},{"text":"Significant disparities exist between individual countries within the same region; for example, in Western Africa, Ghana's WACC ranges from 20.47% to 22.87%, while Côte d’Ivoire's ranges from 5.99% to 17.26%.","ai_generated":true,"unit":"catf-000127#insight-3","date_modified":"2026-10-23"},{"text":"Equity is generally twice as expensive as debt on average across the continent, although this varies by sub-region, with Central Africa showing a higher cost of debt than equity.","ai_generated":true,"unit":"catf-000127#insight-4","date_modified":"2026-10-23"},{"text":"The cost of capital is highest in scenarios with a higher proportion of equity, with the 80% equity/20% debt scenario being the most expensive, followed by 70/30, 50/50, and 30/70 splits.","ai_generated":true,"unit":"catf-000127#insight-5","date_modified":"2026-10-23"},{"text":"There is an inverse relationship between GDP per capita and both the risk-free rate and equity risk premium; for every dollar increase in GDP per capita, the risk-free rate and equity risk premium decrease by 0.03% and 0.04%, respectively.","ai_generated":true,"unit":"catf-000127#insight-6","date_modified":"2026-10-23"}],"climate_tags":["energy access","renewable energy commercialization","renewable energy","wind power","solar energy","geothermal energy","natural gas","climate finance","decarbonization"],"geography_discussed":["Japan","Western Europe","United States","People's Republic of China","Ghana","Ivory Coast"],"frame_perspective":[],"analysis_type":["quantitative","predictive"]},{"id":"wri-001188","url":"https://climateinsightsdirectory.org/document/wri-001188","title":"AQUEDUCT PROJECTED WATER STRESS COUNTRY RANKINGS","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":"2015-08","source_url":"https://wriorg.s3.amazonaws.com/s3fs-public/aqueduct-water-stress-country-rankings-technical-note.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details the creation of global country-level water stress projections by aggregating sub-catchment data using a spatially weighted methodology. It utilizes IPCC AR5 data to model three scenarios—optimistic, business-as-usual, and pessimistic—across three time horizons (2020, 2030, 2040). The rankings are designed to help investors, companies, and governments benchmark national water risks and prioritize adaptation. A 2040 business-as-usual ranking identifies several Middle Eastern countries, including Bahrain, Kuwait, and Qatar, as having the highest water stress scores of 5.00.","ai_generated":true,"unit":"wri-001188#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The analysis uses a spatially weighted aggregation methodology to convert sub-catchment scale projections to a national scale, using gridded water-withdrawal datasets as weights to prioritize areas with the highest human demand.","ai_generated":true,"unit":"wri-001188#insight-1","date_modified":"2026-10-23"},{"text":"Water stress is quantified as the ratio of total water withdrawals to available renewable surface water, with scores ranging from 0 to 5. A score between 4 and 5 is categorized as 'Extremely high', representing a withdrawal-to-available water ratio of over 80%.","ai_generated":true,"unit":"wri-001188#insight-2","date_modified":"2026-10-23"},{"text":"The projections are based on three combined IPCC scenarios: 'optimistic' (RCP4.5 and SSP2), 'business-as-usual' (RCP8.5 and SSP2), and 'pessimistic' (RCP8.5 and SSP3).","ai_generated":true,"unit":"wri-001188#insight-3","date_modified":"2026-10-23"},{"text":"Under the 2040 business-as-usual scenario, Bahrain, Kuwait, Qatar, San Marino, Singapore, the United Arab Emirates, and Palestine all share the highest possible water stress rank with a score of 5.00 across all sectors.","ai_generated":true,"unit":"wri-001188#insight-4","date_modified":"2026-10-23"},{"text":"The country-level indicators have limitations, as they average away significant sub-national variations in countries such as Brazil, China, and the United States, and do not account for national governance or investment structures.","ai_generated":true,"unit":"wri-001188#insight-5","date_modified":"2026-10-23"}],"climate_tags":["climate change","climate change adaptation","water management"],"geography_discussed":["Brazil","People's Republic of China","United States","Singapore"],"frame_perspective":[],"analysis_type":["methodological","predictive","comparative"]},{"id":"cdkn-000007","url":"https://climateinsightsdirectory.org/document/cdkn-000007","title":"Infrastructure and climate change: impacts and adaptations for the Zambezi River Valley","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"research paper","language":"en","date_published":"2013-04-19","source_url":"https://cdkn.org/resource/infrastructure-and-climate-change-impacts-and-adaptations-for-the-zambezi-river-valley","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study estimates that Malawi, Mozambique, and Zambia face a potential US$596 million cost to maintain and repair road infrastructure due to climate-driven temperature and precipitation changes by 2050.","ai_generated":true,"unit":"cdkn-000007#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Using a stressor-response approach and 425 climate scenarios per road type and policy option, the study estimates that Malawi, Mozambique, and Zambia face a potential cost of US$596 million based on median scenarios to repair and maintain roads damaged by climate-related temperature and precipitation changes between 2010 and 2050.","ai_generated":true,"unit":"cdkn-000007#insight-1","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","precipitation","temperature","flood"],"geography_discussed":["Africa"],"frame_perspective":[],"analysis_type":["quantitative","predictive"]}]}