{"query_echo":{"q":"","filters":{"analysis_type":["GIS modeling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'GIS modeling' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":1,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=GIS+modeling","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-001255","url":"https://climateinsightsdirectory.org/document/wri-001255","title":"Coastal Capital","publisher":{"name":"World Resources Institute","organization":"world-resources-institute"},"document_type":"report","language":"en","date_published":"2008-06","source_url":"http://pdf.wri.org/coastal_capital.pdf","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"This report by the World Resources Institute establishes a tiered methodology to estimate the economic value of coral reefs in the Caribbean, focusing on three key services: tourism and recreation, fisheries, and shoreline protection. Applying this tool to Tobago and St. Lucia, the study finds that coral reef-associated tourism provides the highest economic impact, contributing approximately 15% of GDP in Tobago and 11% in St. Lucia. Shoreline protection is also highly valued, with annual potentially avoided damages estimated between US$18–33 million for Tobago and US$28–50 million for St. Lucia. While reef-associated fisheries have a smaller direct financial impact, they provide critical social safety nets and cultural value. The report argues that quantifying these benefits is essential for informed coastal management and policy decisions, particularly in the face of threats from overfishing, pollution, and climate change.","ai_generated":true,"unit":"wri-001255#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Coral reef-associated tourism and recreation generate the highest economic impact of the three studied services. In 2006, the total combined direct and indirect impacts were estimated at US$101–130 million for Tobago and US$160–194 million for St. Lucia.","ai_generated":true,"unit":"wri-001255#insight-1","date_modified":"2026-10-23"},{"text":"Direct economic impacts from reef-related tourism represent a significant portion of the local economies, accounting for approximately 15% of GDP in Tobago and 11% of GDP in St. Lucia.","ai_generated":true,"unit":"wri-001255#insight-2","date_modified":"2026-10-23"},{"text":"Coral reefs provide critical shoreline protection for both islands, covering about 44% of the shoreline in St. Lucia and nearly 50% in Tobago. In areas where corals are present, they are estimated to provide at least 20% of shoreline stability, reaching over 40% in some locations.","ai_generated":true,"unit":"wri-001255#insight-3","date_modified":"2026-10-23"},{"text":"The annual value of shoreline protection services, measured as potentially avoided damages in 2007, is estimated between US$18 and 33 million for Tobago and US$28 to 50 million for St. Lucia.","ai_generated":true,"unit":"wri-001255#insight-4","date_modified":"2026-10-23"},{"text":"Coral reef-associated fisheries have a smaller direct financial impact compared to tourism and shoreline protection, with total economic impacts (direct and indirect) estimated at US$0.8–1.1 million per year in Tobago and US$0.5–0.8 million per year in St. Lucia.","ai_generated":true,"unit":"wri-001255#insight-5","date_modified":"2026-10-23"},{"text":"Beyond direct financial flows, coral reef fisheries provide essential non-monetary values, including employment, cultural significance, and a social safety net for families with uneven income.","ai_generated":true,"unit":"wri-001255#insight-6","date_modified":"2026-10-23"},{"text":"Local residents' use of coralline beaches and reefs represents a significant uncaptured value, estimated at US$13–44 million in Tobago and US$52–109 million in St. Lucia.","ai_generated":true,"unit":"wri-001255#insight-7","date_modified":"2026-10-23"},{"text":"The study identifies that approximately 70% of Caribbean coral reefs are threatened by human activities, including overfishing, coastal development, and land runoff.","ai_generated":true,"unit":"wri-001255#insight-8","date_modified":"2026-10-23"},{"text":"Climate change is an overarching threat to reefs, with warming seas causing bleaching events in 1998-99 and 2005, and ocean acidification potentially hindering future growth and regeneration.","ai_generated":true,"unit":"wri-001255#insight-9","date_modified":"2026-10-23"},{"text":"The valuation methodology is designed as a lower-bound estimate because it excludes non-use values such as pharmaceutical potential, spiritual values, and existence values.","ai_generated":true,"unit":"wri-001255#insight-10","date_modified":"2026-10-23"}],"climate_tags":["coral reef restoration","coastal management","climate change","ocean acidification","coral bleaching","sea level rise","ecosystem service"],"geography_discussed":["Caribbean","Trinidad and Tobago","Bonaire"],"frame_perspective":[],"analysis_type":["economic valuation","financial analysis","GIS modeling","socioeconomic survey"]}]}