{"query_echo":{"q":"","filters":{"analysis_type":["baseline analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'baseline analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":5,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=baseline+analysis","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":"gclifun-006167","url":"https://climateinsightsdirectory.org/document/gclifun-006167","title":"Gender Assessment","publisher":{"name":"Green Climate Fund","organization":"green-climate-fund"},"document_type":"report","language":"en","date_published":"2024-03-07","source_url":"https://www.greenclimate.fund/sites/default/files/document/sap037-gender-assessment.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report assesses the macro gender context in India, highlighting significant disparities in education, healthcare, and economic participation. It details how climate change disproportionately affects Indian women, particularly those in agriculture and resource management, and outlines a Gender Action Plan for the Avaana Climate and Sustainability Fund to integrate gender inclusivity into its investment process and portfolio companies.","ai_generated":true,"unit":"gclifun-006167#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Climate change disproportionately impacts women in India because they are the primary dependents on natural resources for food, water, and fuel; for example, women spend 46 minutes per day fetching water compared to 22 minutes for men.","ai_generated":true,"unit":"gclifun-006167#insight-1","date_modified":"2026-10-23"},{"text":"Women farmers in India are highly vulnerable to climate impacts like droughts and floods due to limited access to land, credit, technology, and agricultural extension training.","ai_generated":true,"unit":"gclifun-006167#insight-2","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","climate change mitigation","sustainable agriculture","renewable energy","climate finance","electric vehicle"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["gender assessment","baseline analysis"]},{"id":"iisd-002344","url":"https://climateinsightsdirectory.org/document/iisd-002344","title":"A Gendered Analysis of Employment and Skills in the Large-Scale Mining Sector in Zambia","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2023-04","source_url":"https://www.iisd.org/system/files/2025-08/women-mine-of-the-future-zambia.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds that women represent only about 10% of the Zambian mining workforce, primarily in support roles. Despite national policies like the Gender Equity and Equality Act of 2015, the sector suffers from a 'gender-blind attitude', persistent sexual harassment, and significant data gaps. The authors recommend standardizing gender-disaggregated data collection, promoting STEM education for girls, and implementing specific retention strategies to address the gender pay gap and structural barriers.","ai_generated":true,"unit":"iisd-002344#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Women are significantly underrepresented in Zambia's large-scale mining sector, comprising approximately 10% of the workforce, which is lower than the global average of 14%. They are predominantly concentrated in support roles such as administration, human resources, and catering rather than technical positions.","ai_generated":true,"unit":"iisd-002344#insight-1","date_modified":"2026-10-23"},{"text":"There is a critical lack of standardized, gender-disaggregated data across the mining industry. National statistics are fragmented, and reporting requirements for mining companies do not stipulate the disaggregation of data by sex, which hinders the ability to monitor progress or inform policy reforms.","ai_generated":true,"unit":"iisd-002344#insight-2","date_modified":"2026-10-23"},{"text":"Despite the existence of the National Gender Policy and the Gender Equity and Equality Act of 2015, the mining sector often maintains a 'gender-blind' or 'gender-neutral' approach that fails to address gender-specific impacts or implement transformative change.","ai_generated":true,"unit":"iisd-002344#insight-3","date_modified":"2026-10-23"},{"text":"Women in the mining sector face persistent workplace challenges, including gender-based violence, sexual harassment, and biased recruitment practices, particularly regarding women who intend to start a family.","ai_generated":true,"unit":"iisd-002344#insight-4","date_modified":"2026-10-23"},{"text":"A significant gender gap exists in STEM (science, technology, engineering, and mathematics) education and careers in Zambia. Only 18% of tertiary students pursue STEM disciplines, and women are chronically underrepresented in these fields, which limits their access to high-level technical and management roles in mining.","ai_generated":true,"unit":"iisd-002344#insight-5","date_modified":"2026-10-23"},{"text":"Workplace infrastructure in the mining sector is often inadequate for women's needs. Only 12.2% of surveyed women reported access to daycare support facilities, and only 30.5% had access to dedicated toilets and change rooms.","ai_generated":true,"unit":"iisd-002344#insight-6","date_modified":"2026-10-23"},{"text":"There is a notable gender pay gap in the broader Zambian workforce, with women earning an average of 28% less than men.","ai_generated":true,"unit":"iisd-002344#insight-7","date_modified":"2026-10-23"}],"climate_tags":["gender equality"],"geography_discussed":["Copperbelt Province","Kitwe","Ndola","Chingola","Northwestern Province","Central Province","Lusaka"],"frame_perspective":[],"analysis_type":["baseline analysis","gap analysis","gendered analysis"]},{"id":"clipolin-000275","url":"https://climateinsightsdirectory.org/document/clipolin-000275","title":"Smallholders in the Caatinga and the Cerrado: A Baseline Analysis for a Rural Just Transition in Brazil","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2023-02-13","source_url":"https://www.climatepolicyinitiative.org/publication/smallholders-in-the-caatinga-and-the-cerrado-a-baseline-analysis-for-a-rural-just-transition-in-brazil/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report analyzes the socioeconomic and productive profiles of smallholders in the Caatinga and Cerrado biomes of Brazil. It highlights significant disparities in productivity, water access, and poverty levels between the two regions, noting that smallholders in the Caatinga are more likely to engage in subsistence farming and face higher poverty rates. The analysis emphasizes that a 'rural just transition' requires tailored policies that address these regional differences, specifically targeting the needs of women and black farmers who often manage smaller plots. It identifies critical barriers to sustainable transition, including low education levels, deficient technical assistance, and limited access to climate-resilient inputs. The report argues for a shift from extractive to regenerative models by supporting a subset of smallholders interested in commercialization through labor-intensive, low-carbon agricultural practices.","ai_generated":true,"unit":"clipolin-000275#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Smallholders in the Caatinga biome exhibit significantly lower productivity and higher poverty levels compared to those in the Cerrado. In the Caatinga, 68.3% of smallholders produce for their own consumption, and the poverty rate is 22.8%, compared to a national average of 6.6%.","ai_generated":true,"unit":"clipolin-000275#insight-1","date_modified":"2026-10-23"},{"text":"There are stark differences in water access and production methods between the two biomes. Caatinga producers rely heavily on cisterns (used by 72%) due to high water scarcity, while Cerrado producers have better access to perennial sources like rivers, springs, or wells.","ai_generated":true,"unit":"clipolin-000275#insight-2","date_modified":"2026-10-23"},{"text":"Gender and race intersect with land ownership and economic vulnerability. Women and black farmers are more likely to head smallholdings but manage smaller areas of land. In the Caatinga, black smallholders run 71% of smallholdings but represent only 60% of the total area.","ai_generated":true,"unit":"clipolin-000275#insight-3","date_modified":"2026-10-23"},{"text":"The adoption of sustainable agricultural practices is hindered by severe gaps in technical assistance and education. Only 8% of smallholders in the Caatinga and 16.8% in the Cerrado receive technical assistance, and over 50% of smallholders in the Caatinga are illiterate.","ai_generated":true,"unit":"clipolin-000275#insight-4","date_modified":"2026-10-23"},{"text":"A distinct group of smallholders shows a capacity for commercialization that could be leveraged for a just transition. In the Cerrado, 48% of smallholders have commercialization as their main source of income, compared to only 26% in the Caatinga.","ai_generated":true,"unit":"clipolin-000275#insight-5","date_modified":"2026-10-23"}],"climate_tags":["smallholder","sustainable agriculture","climate resilience","land use","greenhouse gas emissions","climate finance","food security"],"geography_discussed":["Mato Grosso","Goiás"],"frame_perspective":[],"analysis_type":["baseline analysis","socioeconomic profile"]},{"id":"clipolin-000867","url":"https://climateinsightsdirectory.org/document/clipolin-000867","title":"Smallholders in the Caatinga and the Cerrado: A Baseline Analysis for a Rural Just Transition in Brazil","publisher":{"name":"Climate Policy Initiative","organization":"climate-policy-initiative"},"document_type":"report","language":"en","date_published":"2023-02","source_url":"https://www.climatepolicyinitiative.org/wp-content/uploads/2023/02/Smallholders-in-the-Caatinga-and-the-Cerrado.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The report analyzes the disparities between smallholders in the Caatinga and Cerrado biomes, highlighting that those in the Caatinga face higher poverty, lower productivity, and greater climate vulnerability. It argues that a rural just transition in Brazil requires tailored policies that address these regional differences, specifically targeting subsistence farmers with social support and providing commercial-oriented smallholders with low-carbon technological and financial solutions.","ai_generated":true,"unit":"clipolin-000867#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Smallholders represent 76.8% of all agricultural establishments in Brazil but occupy only 23% of the cropland, making them highly vulnerable to climate change due to limited resource access.","ai_generated":true,"unit":"clipolin-000867#insight-1","date_modified":"2026-10-23"},{"text":"There are significant productivity and economic disparities between the two biomes: smallholders in the Cerrado produce almost twice the value of those in the Caatinga, with average farm sizes of 36.2 hectares compared to 14.3 hectares in the Caatinga.","ai_generated":true,"unit":"clipolin-000867#insight-2","date_modified":"2026-10-23"},{"text":"Smallholders in the Caatinga experience extreme water scarcity and high poverty, with 72% relying on cisterns as their primary water source and a poverty rate of 22.8%, significantly higher than the national average of 6.6%.","ai_generated":true,"unit":"clipolin-000867#insight-3","date_modified":"2026-10-23"},{"text":"Access to technical assistance and information is severely limited, particularly in the Caatinga where only 8% of smallholders receive such assistance, compared to 16.8% in the Cerrado.","ai_generated":true,"unit":"clipolin-000867#insight-4","date_modified":"2026-10-23"},{"text":"Socioeconomic vulnerability is intersectional, with women and black farmers often managing smaller plots; in the Caatinga, black smallholders run 71.2% of holdings, and black women head 17.7% of farms compared to 10.6% in the Cerrado.","ai_generated":true,"unit":"clipolin-000867#insight-5","date_modified":"2026-10-23"},{"text":"A stark contrast exists in production goals: 68.3% of smallholders in the Caatinga produce for self-consumption, whereas only 43.5% do so in the Cerrado, where commercialization is a more primary source of income.","ai_generated":true,"unit":"clipolin-000867#insight-6","date_modified":"2026-10-23"},{"text":"The report identifies a 'leapfrog' opportunity for smallholders interested in commercialization to adopt labor-intensive, low-carbon practices like organic horticulture and extractive agriculture instead of conventional pesticide-heavy methods.","ai_generated":true,"unit":"clipolin-000867#insight-7","date_modified":"2026-10-23"}],"climate_tags":["climate resilience","greenhouse gas emissions","organic agriculture","climate finance","water scarcity","desertification"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["baseline analysis","socioeconomic profiling"]},{"id":"sei-002274","url":"https://climateinsightsdirectory.org/document/sei-002274","title":"QGasSP – Interim report","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2021-06","source_url":"https://www.sei.org/wp-content/uploads/2022/02/espon-qgassp-interim-report.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The QGasSP project is developing an open-source, browser-based tool to quantify greenhouse gas (GHG) emissions related to spatial planning, focusing on building energy use, transportation, and land use change. The tool employs two distinct frameworks: a territorial approach for monitoring direct emissions within a specific area and a consumption-based approach using a tiered hybrid Life Cycle Assessment (LCA) method to enable cross-regional comparisons by tracking global supply chain emissions. To ensure accuracy, the tool combines top-down European datasets (e.g., Eurostat, Exiobase) with bottom-up local data. The report details baseline analyses for four pilot areas—County Meath (Ireland), Rathlin Island (Northern Ireland), Kymenlaakso region (Finland), and the City of Edinburgh (Scotland)—to test the tool's applicability across different urban types and planning scales. The authors conclude that while European datasets provide indicative results, local data is essential for reliable planning, and they suggest that future integration with urban digital twins could further enhance GHG quantification.","ai_generated":true,"unit":"sei-002274#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The QGasSP tool implements two quantification modes: a territorial approach to monitor direct emissions within a target area and a consumption-based approach to enable \"cross-country, inter-regional and inter-municipality comparisons\".","ai_generated":true,"unit":"sei-002274#insight-1","date_modified":"2026-10-23"},{"text":"For consumption-based quantification, the tool uses a tiered hybrid Life Cycle Assessment (LCA) method, which combines an environmentally extended economic input-output (EIO) approach with process-based LCA data for the land use, traffic, and building sectors.","ai_generated":true,"unit":"sei-002274#insight-2","date_modified":"2026-10-23"},{"text":"The tool's territorial mode for land use change is based on the IPCC LULUCF methodology, covering six broad land categories: forest land, cropland, grassland, wetlands, settlements, and other land.","ai_generated":true,"unit":"sei-002274#insight-3","date_modified":"2026-10-23"},{"text":"The project identifies a significant lack of harmonization in European GHG datasets, noting that while European default datasets (top-down) allow for initial quantification, they often differ from local (bottom-up) realities, such as transport modal shares.","ai_generated":true,"unit":"sei-002274#insight-4","date_modified":"2026-10-23"},{"text":"Baseline analyses for pilot areas demonstrate the tool's versatility across scales, including a commuter region (County Meath), an offshore island (Rathlin Island), a region aiming for carbon neutrality by 2040 (Kymenlaakso), and a major city (Edinburgh).","ai_generated":true,"unit":"sei-002274#insight-5","date_modified":"2026-10-23"},{"text":"The tool is designed as a modular, open-source browser application allowing three user types: expert users who create local set-ups, non-expert users (like planners) who evaluate policy alternatives, and developer users who add new calculation modules.","ai_generated":true,"unit":"sei-002274#insight-6","date_modified":"2026-10-23"},{"text":"The report suggests that urban digital twins, specifically those using the CityGML standard, could resolve data structure inconsistencies and provide a comprehensive bottom-up source for GHG quantification.","ai_generated":true,"unit":"sei-002274#insight-7","date_modified":"2026-10-23"}],"climate_tags":["life cycle assessment","Villevocance","energy efficient building","carbon neutrality","carbon capture and storage"],"geography_discussed":["Ireland","County Meath","United Kingdom","Rathlin Island","Finland","Kymenlaakso","Edinburgh","Estonia"],"frame_perspective":[],"analysis_type":["methodological development","baseline analysis","case study"]}]}