{"query_echo":{"q":"","filters":{"analysis_type":["exploratory research"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'exploratory research' 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=exploratory+research","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":"wri-001715","url":"https://climateinsightsdirectory.org/document/wri-001715","title":"Next stop, access! An exploratory paper on disability rights and justice throughout the transition to electric school buses","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":"2024-07","source_url":"https://files.wri.org/d8/s3fs-public/2024-07/disability-rights-justice-transition-electric-school-buses.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper identifies systemic barriers in US school transportation, such as unreliable wheelchair lifts and the segregation of disabled students into separate buses. It argues that the transition to electric school buses (ESBs) presents an opportunity to improve health and equity, particularly for students of color in underresourced areas, provided that disabled youth are included in decision-making and universal design is adopted. The authors highlight the 'early adopter tax' and the risk of 'echo exposure'—where old diesel buses are transferred to other vulnerable community settings—and recommend that policymakers prioritize funding for accessible ESBs and enforce compliance with the ADA and IDEA.","ai_generated":true,"unit":"wri-001715#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The transition to electric school buses (ESBs) risks replicating existing barriers for disabled students, including unreliable wheelchair ramps and lifts, sensory overstimulation from diesel engines, and inconsistent compliance with disability laws.","ai_generated":true,"unit":"wri-001715#insight-1","date_modified":"2026-10-23"},{"text":"Students with disabilities, particularly those of color in low-income, rural, or Tribal areas, face intersectional challenges such as inadequate sidewalk infrastructure, higher air pollution, and longer commutes, which negatively impact their health and education.","ai_generated":true,"unit":"wri-001715#insight-2","date_modified":"2026-10-23"},{"text":"Current school bus systems often segregate disabled students by using separate, lower-capacity buses, which isolates them from their peers; participants advocate for universal accessibility on every bus to end this practice.","ai_generated":true,"unit":"wri-001715#insight-3","date_modified":"2026-10-23"},{"text":"The shift to ESBs introduces new accessibility considerations, such as the need for noise systems to alert people with vision disabilities, as electric buses are significantly quieter than diesel models.","ai_generated":true,"unit":"wri-001715#insight-4","date_modified":"2026-10-23"},{"text":"There is a risk of 'echo exposure,' where retired diesel buses are sold or donated to other community entities (like nursing homes or jails) that serve disabled populations, thereby transferring rather than eliminating pollution harms.","ai_generated":true,"unit":"wri-001715#insight-5","date_modified":"2026-10-23"},{"text":"The extraction of minerals for EV batteries often occurs on or near Indigenous lands, potentially causing injury and disability for the 'global majority' while the benefits of electrification are realized in the US.","ai_generated":true,"unit":"wri-001715#insight-6","date_modified":"2026-10-23"},{"text":"Inaccessible transportation leads to academic setbacks, including tardiness and absences, for which students are often unfairly penalized by school districts.","ai_generated":true,"unit":"wri-001715#insight-7","date_modified":"2026-10-23"},{"text":"ESBs could be utilized for multipurpose community roles beyond school transport, such as mobile libraries, emergency evacuation vehicles, or charging stations for power wheelchairs.","ai_generated":true,"unit":"wri-001715#insight-8","date_modified":"2026-10-23"}],"climate_tags":["environmental justice","air pollution","climate change","intersectionality"],"geography_discussed":["Maryland","New York","Illinois","Washington","Navajo Nation","Hawaii","Ghana","Democratic Republic of the Congo"],"frame_perspective":[],"analysis_type":["exploratory research","intersectional analysis","stakeholder analysis"]},{"id":"wri-001716","url":"https://climateinsightsdirectory.org/document/wri-001716","title":"Next stop, access! An exploratory paper on disability rights and justice throughout the transition to electric school buses","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":"2024-07","source_url":"https://files.wri.org/d8/s3fs-public/2024-11/disability-rights-justice-transition-electric-school-buses-plain-language.pdf?VersionId=tyWJ1VQe17WQ3YWmdMLlUuhmGhxmQEjV","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper examines the barriers faced by students with disabilities during the transition to electric school buses in the US. It highlights systemic failures in current transportation, such as broken wheelchair lifts and the segregation of disabled students onto separate buses. The authors argue for the application of Disability Justice and Environmental Justice frameworks to ensure that the transition prioritizes marginalized communities and incorporates Universal Design. Key recommendations include involving disabled youth in decision-making, improving infrastructure like sidewalks, and ensuring that electric buses are more accessible than the gas-powered vehicles they replace.","ai_generated":true,"unit":"wri-001716#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Current school transportation programs frequently fail to meet accessibility standards and legal requirements, with common issues including malfunctioning wheelchair lifts and ramps, untrained staff, and a lack of adherence to disability laws.","ai_generated":true,"unit":"wri-001716#insight-1","date_modified":"2026-10-23"},{"text":"Students with disabilities, particularly those of color, often experience longer bus rides than their non-disabled peers, leading to increased exposure to harmful diesel exhaust and negative health impacts such as asthma.","ai_generated":true,"unit":"wri-001716#insight-2","date_modified":"2026-10-23"},{"text":"The transition to electric school buses presents specific safety risks for students with visual impairments because electric vehicles are significantly quieter than gas buses, making them harder to detect.","ai_generated":true,"unit":"wri-001716#insight-3","date_modified":"2026-10-23"},{"text":"Infrastructure gaps outside the bus, such as broken sidewalks, missing curb cuts, and unpaved roads in rural or Tribal areas, create significant barriers that prevent disabled students from reaching transportation.","ai_generated":true,"unit":"wri-001716#insight-4","date_modified":"2026-10-23"},{"text":"There is a risk that low-resourced communities and students of color will be the last to receive electric buses or will be forced to accept older, polluting gas buses due to high initial costs and lack of charging infrastructure.","ai_generated":true,"unit":"wri-001716#insight-5","date_modified":"2026-10-23"},{"text":"The materials used in electric bus batteries are often sourced from Indigenous lands, raising concerns about environmental justice and the need for free, prior, and informed consent from these communities.","ai_generated":true,"unit":"wri-001716#insight-6","date_modified":"2026-10-23"},{"text":"Electric school buses could improve working conditions for drivers by providing a smoother ride, potentially reducing high rates of back injuries and helping to mitigate staffing shortages.","ai_generated":true,"unit":"wri-001716#insight-7","date_modified":"2026-10-23"},{"text":"Disabled students are often segregated into separate 'special education' buses, and there is a strong call from youth participants for inclusive designs that allow them to ride with non-disabled peers.","ai_generated":true,"unit":"wri-001716#insight-8","date_modified":"2026-10-23"},{"text":"Transportation failures, including late arrivals or missing buses, directly negatively impact the education of disabled students, who may be punished for tardiness caused by these systemic failures.","ai_generated":true,"unit":"wri-001716#insight-9","date_modified":"2026-10-23"}],"climate_tags":["environmental justice","air pollution","climate change"],"geography_discussed":["Maryland","New York","Navajo Nation","Hawaii","West Virginia","Illinois","Washington"],"frame_perspective":[],"analysis_type":["exploratory research","policy analysis","stakeholder engagement"]},{"id":"sei-001514","url":"https://climateinsightsdirectory.org/document/sei-001514","title":"A pilot study on systems thinking in asset management","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2023-04","source_url":"https://www.sei.org/wp-content/uploads/2023/04/pilot-systems-asset-management-sei2023.027.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report explores the integration of systems thinking into asset management to better assess sustainability impacts. It identifies six key dimensions of systems thinking—considering multiple sustainability dimensions, both positive and negative impacts, indirect effects, co-benefits and trade-offs, long-term perspectives, and the scale of impacts. The study finds that while there is interest among 'front runner' practitioners, the finance sector's reliance on quantitative, aggregated data and short-term horizons creates a significant barrier to operationalizing a systems approach. The authors argue that improved, standardized, and audited company reporting, particularly through EU regulations like the CSRD and EU Taxonomy, is essential to provide the data necessary for effective systems-level analysis.","ai_generated":true,"unit":"sei-001514#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Operationalizing systems thinking in the finance sector is difficult because it requires sector-specific and company-specific analysis of complex value chains, which conflicts with the industry's preference for quantified, standardized, and comparable data.","ai_generated":true,"unit":"sei-001514#insight-1","date_modified":"2026-10-23"},{"text":"The study identifies six dimensions for operationalizing systems thinking in sustainable finance: considering multiple sustainability dimensions, analyzing both positive and negative impacts, accounting for indirect effects, synthesizing co-benefits and trade-offs, maintaining a long-term perspective, and distinguishing between large and small impacts.","ai_generated":true,"unit":"sei-001514#insight-2","date_modified":"2026-10-23"},{"text":"Practitioners view the SDGs as a useful overarching framework and a basis for a 'double materiality' approach, but note they have lost momentum to newer regulations like the EU Taxonomy and the Sustainable Finance Disclosure Regulation (SFDR).","ai_generated":true,"unit":"sei-001514#insight-3","date_modified":"2026-10-23"},{"text":"Current sustainability reporting often suffers from 'cherry-picking,' where companies emphasize positive impacts and a narrow range of topics (predominantly climate) while neglecting negative impacts and other critical environmental or social issues.","ai_generated":true,"unit":"sei-001514#insight-4","date_modified":"2026-10-23"},{"text":"There is limited evidence of investors systematically considering indirect effects or the interlinkages (co-benefits and trade-offs) between different sustainability impacts.","ai_generated":true,"unit":"sei-001514#insight-5","date_modified":"2026-10-23"},{"text":"The study reviewed three tools for systems analysis: the World Benchmarking Alliance SDG2000, which focuses on global influential companies and 'systems transformations'; the Upright Project, which uses machine learning for 'net impact' scoring; and the Future-Fit Foundation, which defines 'break-even goals' for a sustainable economy.","ai_generated":true,"unit":"sei-001514#insight-6","date_modified":"2026-10-23"},{"text":"Standardized and audited sustainability reporting, such as that mandated by the EU's Corporate Sustainability Reporting Directive (CSRD), is seen as a critical lever to provide the transparency and data needed for systems-level analysis.","ai_generated":true,"unit":"sei-001514#insight-7","date_modified":"2026-10-23"},{"text":"Short-term financial horizons, particularly in banking where the longest horizon is often five years, hinder the ability of companies and investors to address systemic risks and long-term sustainability.","ai_generated":true,"unit":"sei-001514#insight-8","date_modified":"2026-10-23"},{"text":"A 'soft' systems thinking approach, based on qualitative expert opinion rather than purely quantitative models, may be more appropriate for the finance sector given the current lack of complete empirical data for broad sustainability interactions.","ai_generated":true,"unit":"sei-001514#insight-9","date_modified":"2026-10-23"}],"climate_tags":["sustainable finance","Sustainable Development Goals","environmental, social and corporate governance","climate change","biodiversity","greenhouse gas emissions","life cycle assessment"],"geography_discussed":["European Union","Sweden"],"frame_perspective":[],"analysis_type":["pilot study","exploratory research","tool review","practitioner interviews"]},{"id":"iejza-000434","url":"https://climateinsightsdirectory.org/document/iejza-000434","title":"Understanding the role of civil society research in influencing government policies towards fair tax systems in Africa","publisher":{"name":"Institute for Economic Justice","organization":"institute-for-economic-justice"},"document_type":"report","language":"en","date_published":"2021-11","source_url":"https://iej.org.za/wp-content/uploads/2022/01/TJNA-Report-A4_Understanding-the-role-of-civil-society-research-in-influencing-government-policies-towards-fair-tax-systems.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report explores the 'Use of Research Evidence' (URE) by policymakers in Africa, focusing on the intersection of CSO research and tax policy. Through case studies in Tunisia, Nigeria, Zambia, and Uganda, it finds that while the technical quality of CSO research is generally high, its influence is primarily determined by non-technical factors such as the timing of engagement, the perceived non-partisan reputation of the CSO, and existing relationships with policymakers. The document provides strategic lessons for CSOs to increase their policy impact and recommendations for funders to better support internal capacity and flexible funding timelines.","ai_generated":true,"unit":"iejza-000434#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The technical quality of research produced by CSOs is generally not the primary barrier to policy influence; instead, non-technical constraints and opportunities are the critical factors in the Use of Research Evidence (URE).","ai_generated":true,"unit":"iejza-000434#insight-1","date_modified":"2026-10-23"},{"text":"Policymakers show a strong preference for research evidence that utilizes international data and examples from comparable developing countries to demonstrate that proposed policy changes are feasible.","ai_generated":true,"unit":"iejza-000434#insight-2","date_modified":"2026-10-23"},{"text":"Strategic timing and the ability to identify 'windows of opportunity' are essential for URE, as CSOs often produce research independently of the immediate policymaking cycle and must enter the process when the timing is right.","ai_generated":true,"unit":"iejza-000434#insight-3","date_modified":"2026-10-23"},{"text":"A CSO's perceived non-partisan status and its reputation for objectivity are critical for gaining the trust of policymakers, who are often reluctant to attribute policy ideas directly to CSOs to avoid appearing influenced by stakeholders.","ai_generated":true,"unit":"iejza-000434#insight-4","date_modified":"2026-10-23"},{"text":"In Tunisia, the Tunisian Observatory of the Economy (TOE) successfully influenced amendments to the law on tax incentives by focusing on a few feasible, high-impact recommendations rather than a complete policy overhaul.","ai_generated":true,"unit":"iejza-000434#insight-5","date_modified":"2026-10-23"},{"text":"In Nigeria, the Civil Society Legislative Advocacy Centre (CISLAC) influenced local government tax policies by combining technical research with mass mobilisation and 'live testimonies' from informal sector workers to pressure officials.","ai_generated":true,"unit":"iejza-000434#insight-6","date_modified":"2026-10-23"},{"text":"In Zambia, the Centre for Trade Policy and Development (CTPD) faced challenges in the URE of tobacco legislation due to competing mandates between government departments, specifically the tension between increasing revenue and improving health outcomes.","ai_generated":true,"unit":"iejza-000434#insight-7","date_modified":"2026-10-23"},{"text":"In Uganda, the Southern and Eastern Africa Trade Information and Negotiations Institute (SEATINI) found that research on Double Tax Agreements (DTAs) often reached policymakers indirectly through media reports and websites rather than through formal government channels.","ai_generated":true,"unit":"iejza-000434#insight-8","date_modified":"2026-10-23"},{"text":"Funders often impose rigid timelines and a bias toward technical capacity building that ignores the political nature of tax reform, which can hinder the effectiveness of CSO advocacy.","ai_generated":true,"unit":"iejza-000434#insight-9","date_modified":"2026-10-23"}],"climate_tags":["tax policy","tax incentive","climate finance"],"geography_discussed":["Tunisia","Nigeria","Zambia","Uganda","Morocco","Senegal"],"frame_perspective":[],"analysis_type":["case study","exploratory research","mixed-method"]},{"id":"wri-001893","url":"https://climateinsightsdirectory.org/document/wri-001893","title":"Adapt for Our Future: Youth and Climate Change Adaptation","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"research paper","language":"en","date_published":"2019-08","source_url":"https://files.wri.org/s3fs-public/uploads/Youth_in_Adaptation_Paper_-_Global_Commission_on_Adaptation_0.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The paper argues that while youth are disproportionately vulnerable to climate change, they possess significant potential to drive adaptation efforts if shifted from a narrative of passive victimhood to one of active empowerment. It identifies institutional barriers such as tokenism and lack of platforms, as well as capacity challenges including limited funding and gaps in technical knowledge. The authors advocate for institutionalizing meaningful youth engagement, integrating climate education into national curricula, and creating dedicated financial mechanisms for youth-led adaptation projects.","ai_generated":true,"unit":"wri-001893#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Young people are disproportionately affected by climate change due to limited coping capacities and a lack of decision-making power, yet they can act as 'enablers' and agents of change in adaptation strategies.","ai_generated":true,"unit":"wri-001893#insight-1","date_modified":"2026-10-23"},{"text":"Intergenerational equity requires that climate policies give equal weight to the needs of current and future generations, as youth cannot currently influence the formulation of policies that will determine their future quality of life.","ai_generated":true,"unit":"wri-001893#insight-2","date_modified":"2026-10-23"},{"text":"Youth engagement within the UNFCCC is formally channeled through YOUNGO, which has engaged over 25,000 children and young people and operates through 22 working groups, including one dedicated to adaptation.","ai_generated":true,"unit":"wri-001893#insight-3","date_modified":"2026-10-23"},{"text":"Institutional barriers to youth adaptation action include a lack of formal platforms for engagement, the prevalence of 'tokenism' where youth are heard but not listened to, and excessive bureaucracy and high registration fees for youth NGOs.","ai_generated":true,"unit":"wri-001893#insight-4","date_modified":"2026-10-23"},{"text":"Capacity challenges for youth include a lack of technical knowledge on adaptation and funding, as well as a risk of losing indigenous ecological knowledge due to urbanization and globalization.","ai_generated":true,"unit":"wri-001893#insight-5","date_modified":"2026-10-23"},{"text":"Youth-led adaptation initiatives are occurring globally, such as the use of water hyacinth for crafts in Kenya, mangrove planting in the Philippines, and the development of early warning systems in South America that merge indigenous and modern knowledge.","ai_generated":true,"unit":"wri-001893#insight-6","date_modified":"2026-10-23"},{"text":"Meaningful youth engagement can be achieved through three forms: consultative (voices considered in high-level processes), youth-led (direct influence via student councils or movements), and collaborative (participation as voters or members of parliament).","ai_generated":true,"unit":"wri-001893#insight-7","date_modified":"2026-10-23"},{"text":"Large multilateral climate funds, such as the Green Climate Fund (GCF) and the Adaptation Fund (AF), are largely inaccessible to youth-led programs, necessitating the creation of special financing initiatives for young people.","ai_generated":true,"unit":"wri-001893#insight-8","date_modified":"2026-10-23"}],"climate_tags":["climate change adaptation","intergenerational equity","climate finance","traditional knowledge","capacity building","climate change education","disaster risk reduction","United Nations Framework Convention on Climate Change"],"geography_discussed":["Argentina","Canada","Dominican Republic","Ghana","Haiti","India","Kenya","Malaysia","Philippines","Belgium","Netherlands"],"frame_perspective":[],"analysis_type":["exploratory research","policy analysis","case study"]},{"id":"iisd-002842","url":"https://climateinsightsdirectory.org/document/iisd-002842","title":"Education for Sustainable Development in Canadian Faculties of Education","publisher":{"name":"International Institute for Sustainable Development","organization":"international-institute-for-sustainable-development"},"document_type":"report","language":"en","date_published":"2012","source_url":"https://www.iisd.org/system/files/publications/esd_canadian_faculties.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report finds modest progress in reorienting Canadian teacher education toward sustainability, noting that while pedagogical approaches consistent with ESD are increasingly used, institutional adoption remains fragmented and often driven by individual faculty champions rather than faculty-wide mandates. Key barriers include funding challenges, communication gaps, and the constraint of provincial teacher certification requirements, which are largely determined by ministries of education rather than the faculties themselves.","ai_generated":true,"unit":"iisd-002842#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is modest but promising progress in integrating ESD into pre-service programs, though full implementation is rare. Most faculties are making efforts ranging from preliminary to advanced, but few have implemented specific ESD courses or revamped entire curricula to achieve ESD learning outcomes.","ai_generated":true,"unit":"iisd-002842#insight-1","date_modified":"2026-10-23"},{"text":"The most significant progress is observed in the adoption of pedagogical approaches consistent with ESD principles, both by teaching staff in their delivery and by pre-service students learning to apply these methods in their own practice.","ai_generated":true,"unit":"iisd-002842#insight-2","date_modified":"2026-10-23"},{"text":"ESD adoption is primarily driven by the commitment of individual faculty members rather than institutional responses, leading to a divergence between individual efforts and faculty-wide mandates.","ai_generated":true,"unit":"iisd-002842#insight-3","date_modified":"2026-10-23"},{"text":"The UN Decade of Education for Sustainable Development (UNDESD) has provided early adopters with a sense of validation and a legitimate space for debate and action within their faculties.","ai_generated":true,"unit":"iisd-002842#insight-4","date_modified":"2026-10-23"},{"text":"Faculty research on ESD is less advanced than curriculum integration, with few institutions offering dedicated scholarships or grants for such initiatives, although there is significant interest among graduate students.","ai_generated":true,"unit":"iisd-002842#insight-5","date_modified":"2026-10-23"},{"text":"Institutional recognition and rewards for ESD leadership—such as performance reviews, professional development, and tenure considerations—remain limited.","ai_generated":true,"unit":"iisd-002842#insight-6","date_modified":"2026-10-23"},{"text":"While most universities have sustainable development policies and address them in campus operations, there is uncertainty regarding whether education faculty and staff are aware of these policies.","ai_generated":true,"unit":"iisd-002842#insight-7","date_modified":"2026-10-23"},{"text":"A significant barrier to reorienting pre-service curricula is that key aspects of teacher education and certification are determined by provincial ministries and departments of education or certification bodies.","ai_generated":true,"unit":"iisd-002842#insight-8","date_modified":"2026-10-23"},{"text":"Key drivers and enablers for ESD include the intersection of institutional commitments with individual champions and partnerships with other departments or institutions, while barriers include funding, communication gaps, and lack of professional development.","ai_generated":true,"unit":"iisd-002842#insight-9","date_modified":"2026-10-23"},{"text":"There is a notable gap in formal partnerships and communication between faculties of education and their respective provincial ministries and departments of education regarding ESD.","ai_generated":true,"unit":"iisd-002842#insight-10","date_modified":"2026-10-23"}],"climate_tags":["environmental education"],"geography_discussed":["Manitoba","Ontario","Quebec"],"frame_perspective":[],"analysis_type":["exploratory research","survey","interviews"]},{"id":"prio-001871","url":"https://climateinsightsdirectory.org/document/prio-001871","title":"Urban Youth Bulges and Social Disorder","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2009-11","source_url":"https://cdn.cloud.prio.org/files/5276c095-833e-47d2-910b-52b1c1f3b9b9/WPS5110.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","analysis_type"],"summary":{"text":"The study finds that large urban male youth bulges are not generally associated with increased risks of social disturbance. Instead, factors such as the absence of democratic institutions, low economic growth, and low secondary educational attainment are robustly linked to higher levels of urban social disorder.","ai_generated":true,"unit":"prio-001871#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Large urban male youth bulges aged 15–24 are generally not associated with an increased risk of either violent or non-violent social disturbance.","ai_generated":true,"unit":"prio-001871#insight-1","date_modified":"2026-10-23"},{"text":"Proxy measures of youth exclusion, including high levels of informal employment, male gender imbalances, and expansions in tertiary education, do not appear to increase the risk that urban male youth bulges are associated with social disturbance.","ai_generated":true,"unit":"prio-001871#insight-2","date_modified":"2026-10-23"},{"text":"Low economic growth is consistently and robustly associated with increased levels of urban social disturbance.","ai_generated":true,"unit":"prio-001871#insight-3","date_modified":"2026-10-23"},{"text":"The absence of democratic institutions, specifically semi-democratic regimes, is associated with higher levels of both lethal and non-lethal social disturbance events compared to autocracies and democracies.","ai_generated":true,"unit":"prio-001871#insight-4","date_modified":"2026-10-23"},{"text":"Low levels of secondary educational attainment among males aged 20–24 are strongly associated with higher levels of disturbance, and higher secondary education levels are specifically linked to lower levels of lethal events.","ai_generated":true,"unit":"prio-001871#insight-5","date_modified":"2026-10-23"},{"text":"In Sub-Saharan African cities, growth in the youth population (aged 15–24) is associated with a significantly lower risk of social disturbance, while the relative size of the youth bulge is associated with more lethal events.","ai_generated":true,"unit":"prio-001871#insight-6","date_modified":"2026-10-23"},{"text":"City population size is positively associated with social disorder, though this was statistically significant primarily for lethal events.","ai_generated":true,"unit":"prio-001871#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":[],"frame_perspective":[],"analysis_type":["cross-sectional time-series study","correlational analysis","exploratory research"]},{"id":"issafri-002284","url":"https://climateinsightsdirectory.org/document/issafri-002284","title":"Invisible Stakeholders","publisher":{"name":"Institute for Security Studies","organization":"institute-for-security-studies"},"document_type":"report","language":"en","date_published":null,"source_url":"https://issafrica.s3.amazonaws.com/site/uploads/INVISIBLECHAP5.PDF","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the marginalisation of youth in Uganda, arguing that the state maintains power by subordinating young people and restricting their political agency. It highlights a disconnect between the 'success story' narrative of the Ugandan state and the reality of high youth unemployment, limited civil rights, and the 'invisibility' of youth in development agendas. The text explores various forms of mobilisation, from state-orchestrated electoral participation and populist movements to the lure of warlordism in Northern Uganda, while noting that skilled youth are often encouraged to emigrate to reduce domestic political opposition.","ai_generated":true,"unit":"issafri-002284#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Uganda is characterised as an authoritarian state where the National Resistance Movement (NRM) maintains a monopoly on power, and civil society is controlled or suppressed if it is deemed 'political' or challenges the ruling elite.","ai_generated":true,"unit":"issafri-002284#insight-1","date_modified":"2026-10-23"},{"text":"Youth development is under-prioritised in Uganda, with international agencies focusing heavily on child soldiers in the North while ignoring the broader social and economic marginalisation of urban youth.","ai_generated":true,"unit":"issafri-002284#insight-2","date_modified":"2026-10-23"},{"text":"Youth mobilisation in urban areas like Kampala and Entebbe is described as ad hoc and fragmented, often only occurring when orchestrated by the state for its own ends, such as during elections.","ai_generated":true,"unit":"issafri-002284#insight-3","date_modified":"2026-10-23"},{"text":"Economic marginalisation is severe for youth, with the formal sector being too small to accommodate them. This leads to a reliance on self-employment, such as street vending, which the state has occasionally suppressed through evictions.","ai_generated":true,"unit":"issafri-002284#insight-4","date_modified":"2026-10-23"},{"text":"The state may encourage the outward migration of skilled youth to prevent the emergence of a disillusioned intellectual elite that could form political opposition.","ai_generated":true,"unit":"issafri-002284#insight-5","date_modified":"2026-10-23"},{"text":"In Northern Uganda, the combination of poverty, lack of education, and social marginalisation makes youth vulnerable to recruitment by warlord groups like the Lord's Resistance Army (LRA).","ai_generated":true,"unit":"issafri-002284#insight-6","date_modified":"2026-10-23"}],"climate_tags":["civil society","human rights","climate migration"],"geography_discussed":["Northern Region","Gulu District","South Africa"],"frame_perspective":[],"analysis_type":["exploratory research","socio-political analysis"]},{"id":"wwf-000815","url":"https://climateinsightsdirectory.org/document/wwf-000815","title":"Crimes that Affect the Environment and Climate Change","publisher":{"name":"WWF International","organization":"wwf-international"},"document_type":"research paper","language":"en","date_published":null,"source_url":"https://www.worldwildlife.org/documents/498/8mie6esklg_Crimes_that_Affect_the_Environment_and_Climate_Change.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The document examines the nexus between environmental crime and climate change, arguing that illegal activities such as deforestation, marine pollution, and waste trafficking impair the ability of natural ecosystems to sequester carbon and withstand climate impacts. It highlights a gap where climate change is largely absent from criminal justice systems, and environmental crime is missing from the climate agenda. The paper proposes using the concept of 'public harm' and 'aggravating circumstances' to integrate climate impacts into prosecutorial and judicial decision-making. It also warns that climate change acts as a 'threat multiplier' that may drive new forms of criminality and increase pressure on justice infrastructure.","ai_generated":true,"unit":"wwf-000815#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Environmental crimes, including deforestation, marine pollution, wildlife trafficking, poaching, fishery crimes, and waste trafficking, impair the resilience of natural ecosystems and facilitate the release of carbon dioxide and other harmful gases into the atmosphere.","ai_generated":true,"unit":"wwf-000815#insight-1","date_modified":"2026-10-23"},{"text":"Marine ecosystems are critical for climate regulation, absorbing a third of anthropogenic CO2 and 90% of global warming heat, but are threatened by crimes such as land-based pollution, bilge water dumping via 'magic pipes', and bottom trawling, which releases stored seabed carbon into the atmosphere.","ai_generated":true,"unit":"wwf-000815#insight-2","date_modified":"2026-10-23"},{"text":"Forest-related crimes, particularly illegal logging and deforestation for agricultural expansion, significantly reduce carbon sequestration; in some tropical areas, illegal logging accounts for 50-90% of all forestry activities.","ai_generated":true,"unit":"wwf-000815#insight-3","date_modified":"2026-10-23"},{"text":"Waste trafficking undermines the circular economy and increases greenhouse gas emissions through illegal landfills and open burning, which releases black carbon with a warming potential thousands of times greater than CO2.","ai_generated":true,"unit":"wwf-000815#insight-4","date_modified":"2026-10-23"},{"text":"While climate-related litigation has doubled between 2015 and 2021, the vast majority of cases rely on constitutional, administrative, or human rights law, with almost no cases utilizing criminal law.","ai_generated":true,"unit":"wwf-000815#insight-5","date_modified":"2026-10-23"},{"text":"Criminal law offers a comparative advantage over civil litigation for deterring repeat corporate offenders because prison sentences cannot be passed on to consumers as a business cost.","ai_generated":true,"unit":"wwf-000815#insight-6","date_modified":"2026-10-23"},{"text":"The paper proposes integrating climate change into the legal concept of 'public harm' and using it as an aggravating factor in sentencing, noting that climate impacts are often irreversible and affect future generations.","ai_generated":true,"unit":"wwf-000815#insight-7","date_modified":"2026-10-23"},{"text":"Establishing legal causality for climate crimes requires 'scientific prediction-based causality' and metrics like Global Warming Potential (GWP) to quantify the damage of direct and indirect emissions.","ai_generated":true,"unit":"wwf-000815#insight-8","date_modified":"2026-10-23"},{"text":"Climate change is identified as a 'driver of crime' and a 'threat multiplier' that may increase migrant smuggling, alter shipping-related crimes as ice sheets melt, and create new illicit markets for carbon credits and battery waste.","ai_generated":true,"unit":"wwf-000815#insight-9","date_modified":"2026-10-23"}],"climate_tags":["carbon sequestration","deforestation","circular economy","climate change litigation","greenhouse gas emissions","illegal logging","global warming potential"],"geography_discussed":["European Union","France","Brazil","Colombia","Germany","Peru"],"frame_perspective":[],"analysis_type":["policy analysis","legal analysis","exploratory research"]}]}