{"query_echo":{"q":"","filters":{"analysis_type":["choice modeling"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'choice 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=choice+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":"sei-000008","url":"https://climateinsightsdirectory.org/document/sei-000008","title":"Marine Trade-offs","publisher":{"name":"Stockholm Environment Institute","organization":"stockholm-environment-institute"},"document_type":"research paper","language":"en","date_published":"2016-03-02","source_url":"https://www.sei.org/publications/marine-trade-offs/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"The research evaluates public preference and welfare effects regarding the siting of wind farms versus marine protected areas off the coast of Estonia. Using a latent class mixed logit model, the study finds that while conventional wind farms are generally opposed in favor of marine protected areas, 'environmentally-friendly' wind farms provide welfare benefits that are not statistically different from those of marine protected areas.","ai_generated":true,"unit":"sei-000008#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Respondents generally prefer the creation of marine protected areas over the conversion of marine shoals into conventional wind farms.","ai_generated":true,"unit":"sei-000008#insight-1","date_modified":"2026-10-23"},{"text":"The welfare benefits associated with 'environmentally-friendly' wind farms, a government-considered alternative, are not statistically different from the benefits of establishing a new marine protected area.","ai_generated":true,"unit":"sei-000008#insight-2","date_modified":"2026-10-23"},{"text":"The study demonstrates that the latent class mixed logit model can represent both within- and between-class preference heterogeneity, marking its first application in willingness-to-pay space for environmental goods.","ai_generated":true,"unit":"sei-000008#insight-3","date_modified":"2026-10-23"}],"climate_tags":["offshore wind power"],"geography_discussed":["Europe"],"frame_perspective":[],"analysis_type":["discrete choice experiment","choice modeling","latent class mixed logit model"]}]}