{"query_echo":{"q":"","filters":{"climate_tags":["risk assessment"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'risk assessment' for facet 'climate_tags' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?climate_tags=risk+assessment","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":"glorespar-000046","url":"https://climateinsightsdirectory.org/document/glorespar-000046","title":"Indicator-based tools for assessing ocean risks and vulnerabilities","publisher":{"name":"Global Resilience Partnership","organization":"global-resilience-partnership"},"document_type":"briefing","language":"en","date_published":"2022-12-19","source_url":"https://www.globalresiliencepartnership.org/resource/indicator-based-tools-for-assessing-ocean-risks-and-vulnerabilities/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This briefing provides an overview of indicator-based tools used to assess ocean risks and vulnerabilities, based on a systematic review of grey literature and peer-reviewed articles. It highlights a tendency to focus on climate change over other risks and notes significant data gaps in specific developing regions.","ai_generated":true,"unit":"glorespar-000046#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The systematic review of indicator-based tools revealed that there is an uneven focus on specific risks, with climate change being disproportionately emphasized compared to other ocean risks. Furthermore, most studies fail to account for the cumulative impacts and complex interlinkages between different risk types.","ai_generated":true,"unit":"glorespar-000046#insight-1","date_modified":"2026-08-17"},{"text":"Significant data gaps hinder the assessment of risks in coastal least developed countries (LDCs) and small island developing states (SIDS) within Sub-Saharan Africa.","ai_generated":true,"unit":"glorespar-000046#insight-2","date_modified":"2026-08-17"},{"text":"Future research priorities include developing methods to understand cumulative impacts from multiple stressors, implementing regular socioeconomic and environmental surveys in data-poor areas, and utilizing data-poor assessment methods like fuzzy logic to address data challenges.","ai_generated":true,"unit":"glorespar-000046#insight-3","date_modified":"2026-08-17"}],"climate_tags":["climate change","ocean economy","risk assessment","vulnerability"],"geography_discussed":["sub-Saharan Africa"],"frame_perspective":[],"analysis_type":["Systematic Review"]},{"id":"cdkn-000429","url":"https://climateinsightsdirectory.org/document/cdkn-000429","title":"Risk-informed decision-making: An agenda for improving risk assessments under HFA2","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"guide","language":"en","date_published":"2014-04","source_url":"http://cdkn.org/wp-content/uploads/2014/04/CDKN-Guide_RiskAssessment_FINAL_WEB.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This guide by the Climate and Development Knowledge Network (CDKN) examines the technical, operational, and institutional barriers that prevent disaster risk assessments from effectively informing public policy and investment decisions. Drawing on research from Latin America and the Caribbean, as well as case studies from Ghana, India, and Pakistan, the document provides a framework for improving the 'uptake' of risk information to support the successor to the Hyogo Framework for Action (HFA2).","ai_generated":true,"unit":"cdkn-000429#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"Disaster risk is defined as the interaction of hazardous physical events with vulnerable social conditions, typically expressed by the equation: Risk = Hazard x Vulnerability x Exposure. Some modern studies expand this to include 'capacity', referring to social, political, environmental, and economic factors that help reduce risk.","ai_generated":true,"unit":"cdkn-000429#insight-1","date_modified":"2026-08-17"},{"text":"Technical obstacles to the use of risk assessments include a lack of conceptual clarity, where different practitioner communities (such as those in disaster risk management versus climate change adaptation) use key terms like 'hazard' and 'risk' differently. This is exemplified in Costa Rica, where separate communities make it difficult to quantify risk for planning processes.","ai_generated":true,"unit":"cdkn-000429#insight-2","date_modified":"2026-08-17"},{"text":"Operational barriers often stem from a communication gap between scientists and decision-makers. Technical results are frequently presented in formats or languages that are too complex for officials to integrate into management processes, leading some decision-makers to dismiss scientific evidence.","ai_generated":true,"unit":"cdkn-000429#insight-3","date_modified":"2026-08-17"},{"text":"Institutional obstacles include low political salience, where disaster risk and climate adaptation are viewed as separate from sectoral development agendas. Additionally, short political cycles (typically four to six years) conflict with the decadal timescales of climate change and geological hazards, making immediate action difficult.","ai_generated":true,"unit":"cdkn-000429#insight-4","date_modified":"2026-08-17"},{"text":"The guide identifies several 'enabling factors' for successful risk assessment uptake, including moving from a 'project' approach to a 'process' approach, engaging end-users in the design phase, and building local technical capacity to ensure assessments do not have a 'short shelf life'.","ai_generated":true,"unit":"cdkn-000429#insight-5","date_modified":"2026-08-17"},{"text":"To increase impact, risk assessments should be targeted at specific sectoral agendas rather than imposing an 'integral' approach from the outside. This allows risk management to be framed within existing national development priorities.","ai_generated":true,"unit":"cdkn-000429#insight-6","date_modified":"2026-08-17"},{"text":"Risk assessments often fail because they only focus on negative outcomes. The guide suggests balancing the analysis by including the potential benefits of taking risks for economic growth, using cost-benefit analysis to help decision-makers relate findings to development needs.","ai_generated":true,"unit":"cdkn-000429#insight-7","date_modified":"2026-08-17"},{"text":"Case studies in Pakistan highlight significant gaps in coordination and data, noting the absence of a national database for disaster risk information and a lack of communication between national, provincial, and district disaster management authorities.","ai_generated":true,"unit":"cdkn-000429#insight-8","date_modified":"2026-08-17"},{"text":"In Ahmedabad, India, extreme heat was identified as a 'quiet hazard' that remained invisible to policy-makers until a major event in 2010 provided heat- and mortality-correlated data, which subsequently prompted the creation of a Heat-Health Action Plan.","ai_generated":true,"unit":"cdkn-000429#insight-9","date_modified":"2026-08-17"}],"climate_tags":["climate change adaptation","disaster risk management","risk assessment","public policy","developing countries"],"geography_discussed":["Colombia","El Salvador","Dominican Republic","Costa Rica","Ecuador","Peru","Ghana","India","Pakistan","Ahmedabad"],"frame_perspective":[],"analysis_type":["Case Study","Policy Guide"]},{"id":"cdkn-000734","url":"https://climateinsightsdirectory.org/document/cdkn-000734","title":"CDKN Invitation to Tender Q&A - Project Name RSGL-0031","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"briefing","language":"en","date_published":"2012","source_url":"https://cdkn.org/sites/default/files/files/QA_RSGL-0031_Dec2012_Final.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags"],"summary":{"text":"This document is a Questions and Answers (Q&A) briefing regarding an Invitation to Tender (ITT) for CDKN project RSGL-0031, detailing submission requirements, budget, and the technical scope of the project.","ai_generated":true,"unit":"cdkn-000734#summary","date_modified":"2026-08-17"},"key_insights":[{"text":"The primary objective of project RSGL-0031 is to analyze tools and the uptake of risk assessments rather than providing an exhaustive regional analysis of every country.","ai_generated":true,"unit":"cdkn-000734#insight-1","date_modified":"2026-08-17"},{"text":"The project's scope regarding disaster risk reduction (DRR) includes both climate-related disaster risks and non-climatic natural hazards, such as seismic events.","ai_generated":true,"unit":"cdkn-000734#insight-2","date_modified":"2026-08-17"},{"text":"The project does not require coverage of the entire Latin America and Caribbean region; instead, it expects a focus on select countries with a provided rationale.","ai_generated":true,"unit":"cdkn-000734#insight-3","date_modified":"2026-08-17"},{"text":"The indicative total budget for the project is GBP 100,000, which must cover all costs, including travel.","ai_generated":true,"unit":"cdkn-000734#insight-4","date_modified":"2026-08-17"},{"text":"The deadline for the receipt of final ITT documents was 17.00 UK Time on 21 December 2012, requiring an electronic scanned copy of the Non-disclosure agreement (NDA) and confirmation that a hard copy was sent by post.","ai_generated":true,"unit":"cdkn-000734#insight-5","date_modified":"2026-08-17"}],"climate_tags":["disaster risk reduction","risk assessment"],"geography_discussed":[],"frame_perspective":[],"analysis_type":[]}]}