{"query_echo":{"q":"","filters":{"analysis_type":["latent class analysis"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'latent class analysis' for facet 'analysis_type' is not in the controlled vocabulary."}]},"total":{"value":3,"relation":"eq"},"page":1,"page_size":20,"self":"https://climateinsightsdirectory.org/api/v1/search?analysis_type=latent+class+analysis","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":"commgmu-000027","url":"https://climateinsightsdirectory.org/document/commgmu-000027","title":"Segmenting the climate change Alarmed: Active, Willing, and Inactive","publisher":{"name":"Center for Climate Change Communication","organization":"center-for-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2021-07-26","source_url":"https://climatecommunication.gmu.edu/all/segmenting-climate-change-alarmed/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research identifies three subgroups within the 'Alarmed' segment of the U.S. population: the Active, Willing, and Inactive. While the Active Alarmed exhibit high levels of activism and political efficacy, the Willing Alarmed show a predisposition toward action but rarely engage, and the Inactive Alarmed remain uncertain or unconfident in their ability to effect change. The study suggests that tailored communication strategies and the removal of structural barriers are necessary to convert climate concern into political and social action.","ai_generated":true,"unit":"commgmu-000027#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Alarmed' segment of the U.S. population is divided into three distinct subgroups based on climate-related behavior: the Active (34% of Alarmed), the Willing (46%), and the Inactive (20%). In terms of the total U.S. population, these represent 8%, 11%, and 5% respectively.","ai_generated":true,"unit":"commgmu-000027#insight-1","date_modified":"2026-10-23"},{"text":"The Active Alarmed are the most likely to participate in campaigns to influence elected officials (17%) and are highly likely to discuss global warming with friends and family (94%). They also report the highest levels of collective political efficacy and strong emotional responses such as anger, disgust, or outrage.","ai_generated":true,"unit":"commgmu-000027#insight-2","date_modified":"2026-10-23"},{"text":"The Willing Alarmed express a high potential for activism, with a majority saying they 'definitely' (13%) or 'probably' (55%) would participate in campaigns to convince officials to act, despite currently doing so rarely.","ai_generated":true,"unit":"commgmu-000027#insight-3","date_modified":"2026-10-23"},{"text":"The Inactive Alarmed are characterized by uncertainty regarding climate activism and a lack of confidence in their ability to influence government action. Demographically, this group is more likely to be female, have a household income under $25,000, and not affiliate with a political party.","ai_generated":true,"unit":"commgmu-000027#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["segmentation analysis","latent class analysis"]},{"id":"commyale-000112","url":"https://climateinsightsdirectory.org/document/commyale-000112","title":"Segmenting the Climate Change Alarmed: Active, Willing, and Inactive","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2021-07-26","source_url":"https://climatecommunication.yale.edu/publications/segmenting-the-climate-change-alarmed-active-willing-and-inactive/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The research segments the 'Alarmed' population in the U.S. into three groups: Active (34%), Willing (46%), and Inactive (20%). While the Active Alarmed show high levels of activism and political efficacy, the Willing Alarmed express a potential for action but rarely engage, and the Inactive Alarmed are characterized by uncertainty and lower political confidence. The study suggests that tailored communication and the removal of structural barriers are necessary to convert climate concern into political and social action.","ai_generated":true,"unit":"commyale-000112#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The 'Alarmed' segment of the U.S. population is divided into three subgroups based on climate-related behavior: the Active (34% of Alarmed), the Willing (46%), and the Inactive (20%).","ai_generated":true,"unit":"commyale-000112#insight-1","date_modified":"2026-10-23"},{"text":"The Active Alarmed represent 8% of the U.S. population and are the most likely to participate in campaigns to influence elected officials, though only 17% are currently doing so. They also report the highest levels of collective political efficacy and strong emotional responses such as anger, disgust, or outrage.","ai_generated":true,"unit":"commyale-000112#insight-2","date_modified":"2026-10-23"},{"text":"The Willing Alarmed represent 11% of the U.S. population; while they rarely participate in climate campaigns currently, a majority (68%) say they 'definitely' or 'probably' would do so.","ai_generated":true,"unit":"commyale-000112#insight-3","date_modified":"2026-10-23"},{"text":"The Inactive Alarmed represent 5% of the U.S. population and are characterized by uncertainty regarding activism, lower political party affiliation, and a higher likelihood of being female or having a household income under $25,000.","ai_generated":true,"unit":"commyale-000112#insight-4","date_modified":"2026-10-23"}],"climate_tags":["climate change communication"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["segmentation analysis","latent class analysis","public opinion survey"]},{"id":"commyale-000039","url":"https://climateinsightsdirectory.org/document/commyale-000039","title":"Identifying Like-Minded Audiences for Climate Change Public Engagement Campaigns","publisher":{"name":"Yale Program on Climate Change Communication","organization":"yale-program-on-climate-change-communication"},"document_type":"research paper","language":"en","date_published":"2011-03-15","source_url":"https://climatecommunication.yale.edu/publications/identifying-like-minded-audiences-for-climate-change-public-engagement-campaigns/","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"The study identifies six distinct audience segments among American adults regarding global warming, ranging from highly worried and supportive to completely unconcerned and opposed. The researchers developed two instruments to categorize individuals into these segments with 84% to 91% accuracy.","ai_generated":true,"unit":"commyale-000039#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"A nationally representative survey of 2,164 American adults revealed six distinct audience segments regarding global warming, with sizes ranging from 7% to 33% of the population.","ai_generated":true,"unit":"commyale-000039#insight-1","date_modified":"2026-10-23"},{"text":"The identified segments form a continuum of engagement: 70% are varying degrees of concerned and supportive of policy responses, 18% are unsupportive, and 12% are largely disengaged.","ai_generated":true,"unit":"commyale-000039#insight-2","date_modified":"2026-10-23"},{"text":"The researchers created two categorization instruments—one with 36 items and one with 15 items—which achieve 91% and 84% accuracy, respectively.","ai_generated":true,"unit":"commyale-000039#insight-3","date_modified":"2026-10-23"}],"climate_tags":["greenhouse gas emissions"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["latent class analysis","discriminant analysis","nationally representative survey"]}]}