{"query_echo":{"q":"","filters":{"geography":["Atsimo-Andrefana"]},"warnings":[]},"total":{"value":7,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Atsimo-Andrefana","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":"natjust-000176","url":"https://climateinsightsdirectory.org/document/natjust-000176","title":"AUTO-RENFORCEMENT DE TERRITOIRES DE VIE À MADAGASCAR","publisher":{"name":"Natural Justice","organization":"natural-justice"},"document_type":"guide","language":"fr","date_published":"2025","source_url":"https://naturaljustice.org/wp-content/uploads/2026/06/Documentation-PRA-APAC-2025-final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document outlines a framework for the 'auto-renforcement' (self-strengthening) of community-managed territories in Madagascar. It details a process of collective decision-making, self-delimitation, and auto-documentation to enhance local governance and biodiversity conservation. Through case studies in Andranobe, Anja, and Soanavelandrazana, it demonstrates how communities can identify their territories as ICCAs, develop biocultural protocols, and seek voluntary registration in national and international databases to secure recognition and support.","ai_generated":true,"unit":"natjust-000176#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The self-strengthening process is a collective effort by communities to develop autonomy and capacity to manage their 'territoires de vie' (life territories) and natural resources, integrating cultural, socio-economic, environmental, and governance aspects.","ai_generated":true,"unit":"natjust-000176#insight-1","date_modified":"2026-10-23"},{"text":"A territory is identified as an ICCA (APAC) if it meets three common characteristics: it is a geographically defined area with close ties to local communities; it has an operational and effective community governance system; and it contributes to sustainable resource management and community well-being.","ai_generated":true,"unit":"natjust-000176#insight-2","date_modified":"2026-10-23"},{"text":"The self-strengthening methodology follows a sequence of collective actions: informed decision-making based on clear objectives, auto-delimitation of the territory, auto-documentation of the community, self-identification as an ICCA, and the implementation of a self-strengthening action plan.","ai_generated":true,"unit":"natjust-000176#insight-3","date_modified":"2026-10-23"},{"text":"Communities can voluntarily register their territories in the International ICCA Registry (managed by UNEP-WCMC) or a developing national registry under TAFO MIHAAVO to increase visibility, secure rights, and access technical or financial support.","ai_generated":true,"unit":"natjust-000176#insight-4","date_modified":"2026-10-23"},{"text":"The document identifies several challenges to community self-strengthening, including sectoral inconsistencies in governance, dependence on external funding, the need for intergenerational transmission of traditional knowledge, low literacy levels, and the risk of elite capture in decision-making.","ai_generated":true,"unit":"natjust-000176#insight-5","date_modified":"2026-10-23"},{"text":"Case studies demonstrate diverse applications: Andranobe (Vakinankaratra) focused on a biocultural protocol for a 1,500-hectare lake area; Anja (Haute Matsiatra) leveraged a strong governance model to develop sustainable tourism and protect lemurs; and Soanavelandrazana (Itasy) focused on protecting endemic Tapia forests and traditional silk production.","ai_generated":true,"unit":"natjust-000176#insight-6","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","land tenure","sustainable tourism","climate resilience","environmental governance"],"geography_discussed":["Vakinankaratra","Haute Matsiatra","Itasy","Atsimo-Andrefana","Andranobe","Anja","Soanavelandrazana"],"frame_perspective":[],"analysis_type":["methodological guide","case study"]},{"id":"gclifun-004909","url":"https://climateinsightsdirectory.org/document/gclifun-004909","title":"Strengthening climate resilience of water resources and supply in Southern Madagascar","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2021-06-14","source_url":"https://www.greenclimate.fund/sites/default/files/document/26490-strengthening-climate-resilience-water-resources-and-supply-southern-madagascar.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The project aims to mitigate the impacts of increasing temperatures and decreasing rainfall in Southern Madagascar, which have led to frequent droughts and food insecurity. It proposes a paradigm shift from focusing solely on water supply infrastructure to adapting the underlying water resources system. Key strategies include managed aquifer recharge (MAR) to store wet season surpluses, expanding hydro-meteorological monitoring networks, and developing community-based drought adaptation plans. The project targets 24 communes with approximately 553,240 direct beneficiaries, utilizing a combination of GCF grants and co-financing from the World Bank and UNICEF.","ai_generated":true,"unit":"gclifun-004909#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Southern Madagascar is experiencing a significant decline in rainfall and an increase in temperature. Between 1961 and 2019, annual mean rainfall decreased by 191 mm per year at Toliary and 474 mm per year at Taolagnaro.","ai_generated":true,"unit":"gclifun-004909#insight-1","date_modified":"2026-10-23"},{"text":"Climate projections for 2030-2050-2080 indicate that minimum and maximum temperatures in the South will increase by 1.5°C, while annual precipitation is expected to decrease by between 0.1% and 5.1%.","ai_generated":true,"unit":"gclifun-004909#insight-2","date_modified":"2026-10-23"},{"text":"The region faces severe water scarcity, with only one of its four main rivers, the Mandare River, flowing year-round. Groundwater is the primary water source but suffers from highly variable salinity.","ai_generated":true,"unit":"gclifun-004909#insight-3","date_modified":"2026-10-23"},{"text":"The project proposes using managed aquifer recharge (MAR) to capture wet season surpluses, employing both natural processes (e.g., contour planting, gully plugging) and engineered approaches (e.g., infiltration basins, sand dams).","ai_generated":true,"unit":"gclifun-004909#insight-4","date_modified":"2026-10-23"},{"text":"A critical barrier to resilience is the inability of local populations to pay for upgrades; current tariffs only cover operation and maintenance (O&M) costs and cannot recover capital costs or fund climate resilience improvements.","ai_generated":true,"unit":"gclifun-004909#insight-5","date_modified":"2026-10-23"},{"text":"The project will target 24 communes in the districts of Atsimo Andrefana, Androy, and Anosy, aiming to benefit 553,240 direct beneficiaries, of whom 55% are women.","ai_generated":true,"unit":"gclifun-004909#insight-6","date_modified":"2026-10-23"},{"text":"The total indicative project cost is USD 64,225,000, with USD 25,725,000 requested from the GCF as a grant and USD 38,500,000 provided as co-financing.","ai_generated":true,"unit":"gclifun-004909#insight-7","date_modified":"2026-10-23"},{"text":"The project aims to establish a central repository for water resources information through ANDEA, utilizing a GIS system and remote sensing data to augment monitoring networks.","ai_generated":true,"unit":"gclifun-004909#insight-8","date_modified":"2026-10-23"},{"text":"To improve community-level response to drought, the project will develop risk-based drought management plans triggered by bulletins from the groundwater early warning system (GEWS).","ai_generated":true,"unit":"gclifun-004909#insight-9","date_modified":"2026-10-23"}],"climate_tags":["groundwater recharge","water management","drought","Integrated Water Resources Management","climate resilience","rainwater harvesting","food security","climate finance"],"geography_discussed":["Atsimo-Andrefana","Androy","Anôsy","Toliara","Tôlanaro"],"frame_perspective":[],"analysis_type":["project proposal","concept note"]},{"id":"wwf-000492","url":"https://climateinsightsdirectory.org/document/wwf-000492","title":"Expanding and consolidating Madagascar’s marine protected areas network","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"report","language":"en","date_published":"2018-12-07","source_url":"https://www.worldwildlife.org/documents/962/4ea3sibxdk_Agencyprojectdocument_9546_MPA_Madagascar_Prodoc_12_7_18_track_changes.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details a GEF-funded project to increase Madagascar's MPA coverage from 1.1 million hectares to over 2.1 million hectares. It focuses on three main components: establishing a representative network of protected areas, improving the regulatory environment for MPAs and LMMAs, and enhancing site-level management effectiveness through community-led revenue generation and standardized toolkits. The project emphasizes a co-management approach involving the Ministry of the Environment, Ecology and Forests (MEEF), various NGOs, and local communities to balance biodiversity conservation with sustainable economic development.","ai_generated":true,"unit":"wwf-000492#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Madagascar has committed to tripling its marine protected area (MPA) surface area coverage as part of the 'Sydney Promise' made at the 2014 World Parks Congress to align with Aichi Target 11.","ai_generated":true,"unit":"wwf-000492#insight-1","date_modified":"2026-10-23"},{"text":"The project aims to increase the total coverage of MPAs and eligible LMMAs from the current 1.1 million hectares to more than 2.1 million hectares.","ai_generated":true,"unit":"wwf-000492#insight-2","date_modified":"2026-10-23"},{"text":"Marine biodiversity in Madagascar is under high threat from overfishing, collecting and hunting, and sea-level rise, with sharks, rays, and marine turtles identified as the most threatened targets.","ai_generated":true,"unit":"wwf-000492#insight-3","date_modified":"2026-10-23"},{"text":"The current regulatory framework for creating protected areas is considered overly complex and expensive, often based on forest management rather than marine-specific needs.","ai_generated":true,"unit":"wwf-000492#insight-4","date_modified":"2026-10-23"},{"text":"Locally Managed Marine Areas (LMMAs) currently cover approximately 7% of Madagascar's continental shelf but lack a formal national regulatory framework, relying instead on local social codes known as 'dina'.","ai_generated":true,"unit":"wwf-000492#insight-5","date_modified":"2026-10-23"},{"text":"A key strategy for sustainability is the development of voluntary cost-recovery mechanisms where a percentage of increased local revenues from sustainable fisheries or ecotourism is reinvested into site management.","ai_generated":true,"unit":"wwf-000492#insight-6","date_modified":"2026-10-23"},{"text":"The project will implement a standardized management toolkit for MPAs and LMMAs, including the use of the Management Effectiveness Tracking Tool (METT) and SMART for tracking illegal activities.","ai_generated":true,"unit":"wwf-000492#insight-7","date_modified":"2026-10-23"},{"text":"The total project cost is estimated at 42,480,379 USD, with 6,284,404 USD provided by the GEF Trust Fund and 35,630,379 USD in co-financing.","ai_generated":true,"unit":"wwf-000492#insight-8","date_modified":"2026-10-23"},{"text":"Gender mainstreaming is a core requirement, with the project utilizing gender surveys to ensure women have equitable access to economic benefits and decision-making roles in marine resource management.","ai_generated":true,"unit":"wwf-000492#insight-9","date_modified":"2026-10-23"}],"climate_tags":["biodiversity conservation","climate change adaptation","blue economy","Environmental and Social Safeguards"],"geography_discussed":["Mozambique Channel","Antongil Bay","Diana Region","Melaky","Menabe","Atsimo-Andrefana","Barren Islands"],"frame_perspective":[],"analysis_type":["project design","strategic planning","regulatory analysis","budgetary planning"]},{"id":"gclifun-004777","url":"https://climateinsightsdirectory.org/document/gclifun-004777","title":"Programme for Inclusive Agricultural Transformation (DEFIS)","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2018-04-05","source_url":"https://www.greenclimate.fund/sites/default/files/document/19850-increase-resilience-climate-change-smallholders-receiving-services-inclusive-agricultural.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The DEFIS programme is a 10-year initiative (2018–2028) in Southern Madagascar designed to transform the agricultural sector from subsistence to market-oriented production. With a total indicative cost of USD 250 million, the programme targets 1.6 million beneficiaries across eight regions. It focuses on three main components: enhancing the productivity and resilience of agricultural and livestock systems through water mobilization and climate-smart inputs; developing inclusive supply chains by strengthening producer organizations and improving post-harvest infrastructure; and providing institutional support, including the extension of a drought early warning system. The programme specifically targets women and youth, aiming for 30% representation in its 320,000 beneficiary family agricultural enterprises.","ai_generated":true,"unit":"gclifun-004777#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Southern Madagascar is highly vulnerable to climate change, with average temperatures increasing from 21.5 to 22.4 degrees Celsius over recent decades, and up to 60% of the region regularly experiencing water shortages.","ai_generated":true,"unit":"gclifun-004777#insight-1","date_modified":"2026-10-23"},{"text":"The programme aims to reach 1.6 million direct beneficiaries, including 320,000 family agricultural enterprises, with a specific target that 30% of these beneficiaries are women or youth.","ai_generated":true,"unit":"gclifun-004777#insight-2","date_modified":"2026-10-23"},{"text":"DEFIS will implement specific water mobilization technologies to combat drought, including the up-scaling of sand-filled underground water tanks (SFUWT) in sedimentary zones and the design of buffer reservoirs in upper watersheds.","ai_generated":true,"unit":"gclifun-004777#insight-3","date_modified":"2026-10-23"},{"text":"The programme focuses on developing climate-resilient value chains, specifically supporting the development of sorghum and millet for drought-prone areas and promoting cajanus (Pigeon Pea) to reduce wind erosion.","ai_generated":true,"unit":"gclifun-004777#insight-4","date_modified":"2026-10-23"},{"text":"To improve market access and reduce post-harvest losses, the programme will fund the construction of village granaries, bulking facilities, and the upgrade of rural roads to ensure connectivity during climate extremes.","ai_generated":true,"unit":"gclifun-004777#insight-5","date_modified":"2026-10-23"},{"text":"Institutional support includes extending the Information System on Food Security and Vulnerability (SISAV), an early warning system for drought, to the eight targeted regions.","ai_generated":true,"unit":"gclifun-004777#insight-6","date_modified":"2026-10-23"},{"text":"The total indicative cost of the programme is USD 250 million, with USD 15 million requested as a grant from the Green Climate Fund (GCF) to cover additional costs for climate-proofing infrastructure and research.","ai_generated":true,"unit":"gclifun-004777#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","smallholder","Climate-smart agriculture","early warning system","food security","climate finance"],"geography_discussed":["Androy","Anôsy","Ihorombe","Haute Matsiatra","Amoron'i Mania","Vatovavy-Fitovinany","Atsimo-Atsinanana","Atsimo-Andrefana"],"frame_perspective":[],"analysis_type":["project proposal","concept note"]},{"id":"ruralele-000134","url":"https://climateinsightsdirectory.org/document/ruralele-000134","title":"DRE Impact Stories","publisher":{"name":"Alliance for Renewable Electrification","organization":"alliance-for-renewable-electrification"},"document_type":"case study","language":"en","date_published":null,"source_url":"https://www.renewelec.org/wp-content/uploads/2025/05/DRE-Impact-Stories-2025.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document details several Team Europe-funded green energy projects in Africa, focusing on solar mini-grids and solar home systems (SHS). Key initiatives include ANKA's Angovo project in Madagascar, ENGIE Energy Access's SHS scaling in Uganda, FRES's energy-as-a-service model in Mali, Burkina Faso, Uganda, and Guinea-Bissau, and projects in the Democratic Republic of Congo, Lesotho, and Sierra Leone. These projects aim to increase electricity access for households, SMEs, and public institutions while reducing CO2 emissions and fostering local economic growth through job creation and improved services in health and education.","ai_generated":true,"unit":"ruralele-000134#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Angovo project in Madagascar's Atsimo-Andrefana Region, implemented by ANKA, aims to install over 3.5 MWp of solar infrastructure to reach approximately 70,000 people and 15,600 direct connections, with a total budget of EUR 21,964,000.","ai_generated":true,"unit":"ruralele-000134#insight-1","date_modified":"2026-10-23"},{"text":"In Uganda, ENGIE Energy Access has deployed solar-home systems (SHS) to over 203,387 households, including 67,450 systems sold to women-led houses, impacting over 900,000 people and avoiding 40,000 cumulative tonnes of CO2 emissions.","ai_generated":true,"unit":"ruralele-000134#insight-2","date_modified":"2026-10-23"},{"text":"The Foundation Rural Energy Services (FRES) project portfolio in Mali, Burkina Faso, Uganda, and Guinea-Bissau provided DRE to 46,500 people and avoided 19,400 cumulative tonnes of CO2 emissions, utilizing a mix of foundation and EU financing.","ai_generated":true,"unit":"ruralele-000134#insight-3","date_modified":"2026-10-23"},{"text":"The Les Soleils du Garamba project in the Democratic Republic of Congo aims to connect over 3,000 customers by 2026 to reduce anthropic pressures on Garamba National Park and mitigate approximately 2,000 tonnes of CO2 emissions annually.","ai_generated":true,"unit":"ruralele-000134#insight-4","date_modified":"2026-10-23"},{"text":"Nuru's project portfolio in the Democratic Republic of Congo has created 2,928 off-grid connections for households, 796 SMEs, and 28 critical services, generating 116 local full-time jobs with over 27% held by women.","ai_generated":true,"unit":"ruralele-000134#insight-5","date_modified":"2026-10-23"},{"text":"One Power Lesotho (1PWR) is developing 11 solar-battery mini-grids to provide electricity to 9,109 households, 68 schools, 20 clinics, and 470 SMEs, with an expected annual CO2 mitigation of 2,780 tonnes.","ai_generated":true,"unit":"ruralele-000134#insight-6","date_modified":"2026-10-23"},{"text":"Off-Grid Power (SL) Ltd operates 40 solar hybrid mini-grids in Sierra Leone, providing power to over 99,000 people and creating 96 permanent operational and 255 short-term construction jobs.","ai_generated":true,"unit":"ruralele-000134#insight-7","date_modified":"2026-10-23"},{"text":"WeLight Madagascar's Team Europe-financed portfolio of 118 mini-grids serves 540,000 people and avoids 1,930 tonnes of CO2 annually; it has supported the creation of over 8,100 jobs related to productive energy use and the electrification of over 250 schools.","ai_generated":true,"unit":"ruralele-000134#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate finance","Blended Finance","energy access","rural electrification"],"geography_discussed":["Atsimo-Andrefana","Garamba National Park","Goma"],"frame_perspective":[],"analysis_type":["case study","impact assessment"]},{"id":"ruralele-000153","url":"https://climateinsightsdirectory.org/document/ruralele-000153","title":"green energy mini-grid infrastructure project portfolio","publisher":{"name":"Alliance for Renewable Electrification","organization":"alliance-for-renewable-electrification"},"document_type":"fact sheet","language":"en","date_published":null,"source_url":"https://www.renewelec.org/wp-content/uploads/2025/04/FINAL-ANKAMadagaskar.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The Angovo project, implemented by ANKA in southern Madagascar, aims to install over 3.5 MWp of solar mini-grid capacity to serve 15,600 clients and approximately 70,000 beneficiaries. With a total budget of EUR 14,550,000, the project utilizes a blended finance model involving the EU, AFD, GIZ, and private investors. Beyond electricity provision, the initiative integrates e-health, e-education, and Agrigrid© programs to stimulate rural economic development and mitigate up to 5,000 tonnes of CO2 emissions per year.","ai_generated":true,"unit":"ruralele-000153#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The Angovo project aims to install more than 3.5 MWp of green energy infrastructure, with an average of 170 kWp per site; as of the report date, 1,656 kWp have been installed.","ai_generated":true,"unit":"ruralele-000153#insight-1","date_modified":"2026-10-23"},{"text":"The project targets a total of 15,600 direct connections serving approximately 70,000 people. Of these connections, 80% are for households, 18% for productive users such as refrigeration and metal works, and 2% for public and social institutions including clinics and schools.","ai_generated":true,"unit":"ruralele-000153#insight-2","date_modified":"2026-10-23"},{"text":"The initiative is funded through a blended finance model with a total budget of EUR 14,550,000, which includes a EUR 7,420,000 grant. Funding is provided by the European Union (EU) and the French Development Agency (AFD), with technical assistance from GIZ and private investments from Canopy, atmosfair, Realize Impact, and Ground Squirrel Ventures.","ai_generated":true,"unit":"ruralele-000153#insight-3","date_modified":"2026-10-23"},{"text":"The project intends to mitigate approximately 5,000 tonnes of CO2 emissions per year, with 2,300 tonnes currently avoided. It will expand from four existing mini-grids to a total of 51 villages by implementing a dozen additional sites across 37 new villages.","ai_generated":true,"unit":"ruralele-000153#insight-4","date_modified":"2026-10-23"},{"text":"Beyond basic electrification, ANKA is deploying integrated programs including e-education, e-health, and Agrigrid©, while upgrading existing infrastructure such as the Mangily touristic village network to increase storage capacities.","ai_generated":true,"unit":"ruralele-000153#insight-5","date_modified":"2026-10-23"}],"climate_tags":["solar energy","Mini-grids","rural electrification","Blended Finance","climate finance"],"geography_discussed":["Mangily"],"frame_perspective":[],"analysis_type":["project portfolio","fact sheet"]},{"id":"wwatt-000122","url":"https://climateinsightsdirectory.org/document/wwatt-000122","title":"Attribution of severe low rainfall in southern Madagascar, 2019-21","publisher":{"name":"World Weather Attribution","organization":"world-weather-attribution"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.worldweatherattribution.org/wp-content/uploads/ScientificReport_Madagascar.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The study investigates a severe drought in southern Madagascar (the Grand Sud region) between July 2019 and June 2021, which contributed to a major food security crisis. Analysis of observational data and climate models indicates that the event was a 1-in-135 year dry event, but its likelihood was not significantly increased by anthropogenic climate change. The findings suggest that natural variability remains the dominant driver of such droughts in this region, aligning with IPCC projections that perceptible changes in drought may only emerge if global mean temperatures exceed 2°C above pre-industrial levels. The report also highlights that the humanitarian impact was severely compounded by extreme poverty, poor infrastructure, and the COVID-19 pandemic.","ai_generated":true,"unit":"wwatt-000122#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The rainfall deficit in the Grand Sud region from July 2019 to June 2021 was an exceptional event, with the rainy seasons of 2019/20 and 2020/21 receiving only 60% of normal rainfall.","ai_generated":true,"unit":"wwatt-000122#insight-1","date_modified":"2026-10-23"},{"text":"The 24-month period of low rainfall from July 2019 to June 2021 is estimated as a 1-in-135 year dry event, surpassed in severity only by the drought of 1990-92.","ai_generated":true,"unit":"wwatt-000122#insight-2","date_modified":"2026-10-23"},{"text":"Human-caused climate change did not significantly increase the occurrence of the poor rains observed between July 2019 and June 2021, as trends are currently overwhelmed by natural variability.","ai_generated":true,"unit":"wwatt-000122#insight-3","date_modified":"2026-10-23"},{"text":"Large-scale teleconnections, including El Niño and La Niña, did not significantly alter the likelihood of these rainfall deficits; for example, the 2020/21 season was exceptionally dry despite a moderate La Niña event.","ai_generated":true,"unit":"wwatt-000122#insight-4","date_modified":"2026-10-23"},{"text":"The synthesis of observations and models shows a non-significant probability ratio of 1.36 and a non-significant change in total rainfall intensity of -2.1% when comparing the current climate to a pre-industrial climate 1.2°C cooler.","ai_generated":true,"unit":"wwatt-000122#insight-5","date_modified":"2026-10-23"},{"text":"The food security crisis was exacerbated by extreme socio-economic vulnerability, with 91% of the population in the Grand Sud region living below the poverty line.","ai_generated":true,"unit":"wwatt-000122#insight-6","date_modified":"2026-10-23"},{"text":"The COVID-19 pandemic acted as a risk multiplier by restricting movement and reducing income-earning opportunities for daily wage laborers who typically migrate for work during poor yield years.","ai_generated":true,"unit":"wwatt-000122#insight-7","date_modified":"2026-10-23"},{"text":"Other compounding factors contributing to the food crisis included pest infestations, specifically migratory locusts and Fall Armyworm, as well as poor water and road infrastructure.","ai_generated":true,"unit":"wwatt-000122#insight-8","date_modified":"2026-10-23"},{"text":"The findings are consistent with the IPCC's Sixth Assessment Report, which suggests that perceptible changes in drought in this region may only emerge if global mean temperatures exceed 2°C above pre-industrial levels.","ai_generated":true,"unit":"wwatt-000122#insight-9","date_modified":"2026-10-23"}],"climate_tags":["food security","anthropogenic climate change","El Niño southern oscillation","extreme event attribution"],"geography_discussed":["Androy","Atsimo-Andrefana","Anôsy","East Africa"],"frame_perspective":[],"analysis_type":["extreme event attribution","observational analysis","climate modeling"]}]}