{"query_echo":{"q":"","filters":{"geography":["Krabi"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'Krabi' for facet 'geography' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?geography=Krabi","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":"sei-002358","url":"https://climateinsightsdirectory.org/document/sei-002358","title":"From Knowledge to Action: Learning to go the Last Mile","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2009","source_url":"https://www.sei.org/mediamanager/documents/Publications/Sustainable-livelihoods/knowledge-to-action-100113 web.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report examines the 'last mile' of tsunami early warning systems (EWS) in the Indian Ocean, arguing that while significant technical and institutional progress has been made, the human dimension of response is often neglected. Through participatory assessments in Thailand, Sri Lanka, and Indonesia, the study identifies critical gaps in community engagement, trust in technology, and the integration of disaster risk reduction (DRR) with local livelihoods. It recommends moving from a prescriptive, expert-driven approach to a people-centred model that prioritizes sub-national context, sustainable local funding, and the reconciliation of EWS with other community priorities.","ai_generated":true,"unit":"sei-002358#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"There is a systemic imbalance in EWS development where technical and institutional dimensions are prioritized over the human dimensions of risk perception and decision-making.","ai_generated":true,"unit":"sei-002358#insight-1","date_modified":"2026-10-23"},{"text":"The 'last mile' of EWS implementation is often hindered by a top-down approach that treats the community as the final step in a chain rather than the starting point of the system's design.","ai_generated":true,"unit":"sei-002358#insight-2","date_modified":"2026-10-23"},{"text":"Public trust in EWS technology is undermined by technical failures, such as dysfunctional warning towers and false alarms, leading some communities to rely on traditional knowledge instead.","ai_generated":true,"unit":"sei-002358#insight-3","date_modified":"2026-10-23"},{"text":"In Thailand, the decentralised government structure has led to a gap where local authorities (TAOs) have the responsibility for disaster risk management but lack the capacity and clear guidance to allocate funds effectively.","ai_generated":true,"unit":"sei-002358#insight-4","date_modified":"2026-10-23"},{"text":"In Indonesia, the transition to a decentralised system has created confusion over roles, with some sub-national authorities believing disaster risk reduction is solely a central government responsibility.","ai_generated":true,"unit":"sei-002358#insight-5","date_modified":"2026-10-23"},{"text":"Sri Lanka's disaster management framework, specifically the Disaster Management Act of 2005, focuses heavily on response mechanisms rather than the preventive aspects of early warning.","ai_generated":true,"unit":"sei-002358#insight-6","date_modified":"2026-10-23"},{"text":"A 'political economy of knowledge' exists in EWS development that prioritizes expert scientific data and disqualifies the competencies and traditional knowledge of local practitioners and communities.","ai_generated":true,"unit":"sei-002358#insight-7","date_modified":"2026-10-23"},{"text":"Community-based disaster risk management (CBDRM) is often viewed as a separate sector rather than being integrated into wider development planning, such as livelihoods and natural resource management.","ai_generated":true,"unit":"sei-002358#insight-8","date_modified":"2026-10-23"},{"text":"The sustainability of local disaster preparedness is threatened by an over-reliance on volunteerism without adequate financial support for operational logistics or compensation for lost income.","ai_generated":true,"unit":"sei-002358#insight-9","date_modified":"2026-10-23"},{"text":"There is a significant lack of capacity-building and training materials available in national languages, which restricts access for local government and community practitioners.","ai_generated":true,"unit":"sei-002358#insight-10","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","climate change adaptation","vulnerability assessment","public policy"],"geography_discussed":["Krabi","Phi Phi Island","Banda Aceh","Padang"],"frame_perspective":[],"analysis_type":["participatory assessment","literature review","case study","policy analysis"]},{"id":"sei-002593","url":"https://climateinsightsdirectory.org/document/sei-002593","title":"Comparative Destination Vulnerability Assessment for Khao Lak, Patong Beach and Phi Phi Don","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2009","source_url":"https://www.sei.org/mediamanager/documents/Publications/SEI-ProjectReport-Calgaro-ComparativeDestinationVulnerabilityAssessment-2009.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report assesses the differential vulnerability and recovery of Khao Lak, Patong Beach, and Phi Phi Don after the 2004 tsunami. It finds that Patong's established history and strong business associations led to the swiftest recovery, while Khao Lak's status as a new destination and Phi Phi Don's governance and infrastructure challenges slowed their progress. The study highlights that reinforced concrete structures and diversified livelihoods increased resilience, whereas poor local governance, limited credit access for small businesses, and inadequate waste management increased vulnerability. It recommends improving micro-credit access, strengthening public-private coordination, and enhancing disaster preparedness training.","ai_generated":true,"unit":"sei-002593#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Patong Beach exhibited the highest resilience and fastest recovery due to its long developmental history, strong financial base, and a powerful tourism association that facilitated access to national and local support.","ai_generated":true,"unit":"sei-002593#insight-1","date_modified":"2026-10-23"},{"text":"Khao Lak was the most vulnerable of the three destinations, sustaining the greatest losses with over 90% of its infrastructure and rooms destroyed, and a slower recovery due to limited financial reserves and a high dependency on a narrow European market.","ai_generated":true,"unit":"sei-002593#insight-2","date_modified":"2026-10-23"},{"text":"Phi Phi Don experienced severe damage (approximately 70% of rooms lost) and a recovery slowed by delays in building codes and a concentration of power among five dominant landowner families.","ai_generated":true,"unit":"sei-002593#insight-3","date_modified":"2026-10-23"},{"text":"Geophysical factors significantly influenced the level of destruction: Khao Lak's shallow near-shore slope and flat terrain led to extreme run-up heights and deep inundation, while Patong's steeper coastal morphology and high density of concrete buildings limited wave penetration.","ai_generated":true,"unit":"sei-002593#insight-4","date_modified":"2026-10-23"},{"text":"Building materials were a critical determinant of survival; reinforced concrete structures on deep piles were the most resilient, while wooden structures were almost entirely destroyed and became hazardous debris.","ai_generated":true,"unit":"sei-002593#insight-5","date_modified":"2026-10-23"},{"text":"Access to financial capital was a primary driver of recovery rates, with micro and small enterprises struggling due to a lack of credit history, land deeds for collateral, and complex application processes.","ai_generated":true,"unit":"sei-002593#insight-6","date_modified":"2026-10-23"},{"text":"Livelihood diversification increased resilience, as business owners with multiple income sources or ventures in different locations could better absorb shocks.","ai_generated":true,"unit":"sei-002593#insight-7","date_modified":"2026-10-23"},{"text":"Local governance weaknesses, including corruption, lack of capacity, and a lack of transparency, hindered the implementation of development plans and the equitable distribution of aid.","ai_generated":true,"unit":"sei-002593#insight-8","date_modified":"2026-10-23"},{"text":"Environmental degradation, particularly inadequate wastewater and solid waste management in Patong and Phi Phi, threatens the long-term sustainability of the tourism product.","ai_generated":true,"unit":"sei-002593#insight-9","date_modified":"2026-10-23"},{"text":"Burmese migrant workers were the most marginalized group, facing social exclusion, lack of legal protections, and systemic abuse by authorities, which increased their vulnerability.","ai_generated":true,"unit":"sei-002593#insight-10","date_modified":"2026-10-23"},{"text":"The Tsunami Early Warning System, while a positive step, is undermined by poor maintenance, irregular training, and a lack of community trust in its reliability.","ai_generated":true,"unit":"sei-002593#insight-11","date_modified":"2026-10-23"},{"text":"The Royal Thai Government's recovery initiatives, such as the Andaman Tourism Recovery Plan (ATRP), were often compromised by a preference for established hubs like Phuket over more devastated areas like Khao Lak.","ai_generated":true,"unit":"sei-002593#insight-12","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction","coastal management","sustainable tourism","infrastructure resilience","environmental degradation","wastewater treatment","early warning system","climate finance","governance","land-use planning"],"geography_discussed":["Thailand","Andaman Coast","Phuket","Phang Nga","Krabi"],"frame_perspective":[],"analysis_type":["comparative case study","vulnerability assessment"]},{"id":"sei-002604","url":"https://climateinsightsdirectory.org/document/sei-002604","title":"Disaster Risk Reduction and Tsunami Early Warning Systems in Thailand: a case study on Krabi Province","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"report","language":"en","date_published":"2009","source_url":"https://www.sei.org/mediamanager/documents/Publications/SEI-ProjectReport-Thomalla-DisasterRiskReduction.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The report evaluates Thailand's post-2004 tsunami disaster risk reduction (DRR) and early warning system (EWS) efforts, focusing on Krabi Province. While national institutional frameworks and monitoring technologies like DART buoys have improved, significant gaps remain in the 'last mile'—the connection between national warnings and local action. Key failures include dysfunctional warning towers, inappropriate evacuation routes, and a lack of community-specific risk knowledge. The study argues for a shift toward 'people-centred' EWS that integrates indigenous knowledge, ensures local government accountability, and aligns DRM with community livelihoods to overcome distrust and resource constraints at the sub-national level.","ai_generated":true,"unit":"sei-002604#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Thailand has established a national EWS coordinated by the National Disaster Warning Centre (NDWC), utilizing DART II buoys in the Indian Ocean to reduce analysis time and improve the timeliness of warnings.","ai_generated":true,"unit":"sei-002604#insight-1","date_modified":"2026-10-23"},{"text":"There is a significant discrepancy in risk knowledge between national and local levels, partly because DRM policies are often generic and fail to account for local contexts, such as the specific needs of island villages or gender and cultural differences.","ai_generated":true,"unit":"sei-002604#insight-2","date_modified":"2026-10-23"},{"text":"The maintenance of warning towers is fragmented and unreliable; many towers in Krabi Province are dysfunctional due to a lack of clear ownership, accountability of contractors, and insufficient funding for regular inspections.","ai_generated":true,"unit":"sei-002604#insight-3","date_modified":"2026-10-23"},{"text":"Dissemination of warnings is hindered by poor infrastructure, including warning towers with limited areal coverage, sirens obscured by noise pollution, and a history of false alarms that have eroded public trust.","ai_generated":true,"unit":"sei-002604#insight-4","date_modified":"2026-10-23"},{"text":"Evacuation routes and safe places in Krabi Province are often inappropriate or misleading, with some signs pointing in the wrong direction or leading to shelters that were never constructed.","ai_generated":true,"unit":"sei-002604#insight-5","date_modified":"2026-10-23"},{"text":"Local response capability is constrained by limited financial and staff resources at the Tambon Administrative Organisation (TAO) level, as well as a high turnover of volunteers leading to a loss of institutional memory.","ai_generated":true,"unit":"sei-002604#insight-6","date_modified":"2026-10-23"},{"text":"Community engagement in DRR is more effective when linked to livelihood improvements, such as integrating EWS with fishery safety or using micro-credit and revolving loan funds to support community groups.","ai_generated":true,"unit":"sei-002604#insight-7","date_modified":"2026-10-23"},{"text":"A lack of government support and past experiences with corruption regarding post-tsunami compensation have created widespread distrust and apathy among some coastal communities toward official EWS and governance structures.","ai_generated":true,"unit":"sei-002604#insight-8","date_modified":"2026-10-23"}],"climate_tags":["disaster risk reduction"],"geography_discussed":["Phi Phi Islands","Indian Ocean"],"frame_perspective":[],"analysis_type":["case study","stakeholder assessment","policy review"]}]}