{"query_echo":{"q":"","filters":{"analysis_type":["cross-sectional survey"]},"warnings":[{"code":"facet_value_not_in_vocabulary","message":"Value 'cross-sectional survey' 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=cross-sectional+survey","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":"prio-001530","url":"https://climateinsightsdirectory.org/document/prio-001530","title":"Can Pre-Election Protests Influence Voter Behaviour?","publisher":{"name":"Peace Research Institute Oslo","organization":"peace-research-institute-oslo"},"document_type":"research paper","language":"en","date_published":"2021","source_url":"https://cdn.cloud.prio.org/files/574e2383-102f-4816-947c-c627ecd634ee/MA Thesis Amalie Nilsen.pdf?inline=true","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","geography_discussed","analysis_type"],"summary":{"text":"The study analyzes the impact of the 2019 Anti-ELAB movement on voter behavior in Hong Kong. Using logistic regression on survey and event data, the author finds that protests and police brutality mobilize individuals who identify as \"Hongkongers\" to vote for opposition parties, while having the opposite effect on those who identify as \"Chinese\". Nonviolent protests were found to be more effective in inducing defections from the regime among those with a local identity.","ai_generated":true,"unit":"prio-001530#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Opposition protests in a respondent's district increase the likelihood that previous non-voters who identify as \"Hongkongers\" will vote for opposition parties in the 2019 election.","ai_generated":true,"unit":"prio-001530#insight-1","date_modified":"2026-10-23"},{"text":"Conversely, pre-election protests reduce the likelihood that previous non-voters who identify as \"Chinese\" will vote for opposition parties.","ai_generated":true,"unit":"prio-001530#insight-2","date_modified":"2026-10-23"},{"text":"Police brutality, specifically the use of teargas, increases the probability that previous non-voters identifying as \"Hongkongers\" will switch to voting for the opposition and decreases their likelihood of voting for incumbent parties.","ai_generated":true,"unit":"prio-001530#insight-3","date_modified":"2026-10-23"},{"text":"For previous non-voters identifying as \"Chinese\", teargas events decrease the likelihood of voting for the opposition and increase the likelihood of voting for incumbent parties.","ai_generated":true,"unit":"prio-001530#insight-4","date_modified":"2026-10-23"},{"text":"Nonviolent protests significantly increase the likelihood that previous regime supporters who identify as \"Hongkongers\" will defect to opposition parties.","ai_generated":true,"unit":"prio-001530#insight-5","date_modified":"2026-10-23"},{"text":"Violent protests increase the likelihood that \"Hongkongers\" who previously did not vote will switch to the opposition, while they increase the likelihood that \"Chinese\" non-voters will switch to incumbent parties.","ai_generated":true,"unit":"prio-001530#insight-6","date_modified":"2026-10-23"},{"text":"The study found no statistically significant evidence that teargas use influenced the likelihood of previous regime supporters defecting to the opposition.","ai_generated":true,"unit":"prio-001530#insight-7","date_modified":"2026-10-23"}],"climate_tags":[],"geography_discussed":["People's Republic of China"],"frame_perspective":[],"analysis_type":["quantitative","logistic regression","cross-sectional survey","event data analysis"]},{"id":"cdkn-000244","url":"https://climateinsightsdirectory.org/document/cdkn-000244","title":"A Cross-Sectional, Randomized Cluster Sample Survey of Household Vulnerability to Extreme Heat among Slum Dwellers in Ahmedabad, India","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"research paper","language":"en","date_published":"2014-07-30","source_url":"https://cdkn.org/resource/household-vulnerability-to-extreme-heat-among-slum-dwellers-ahmedabad-india","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","geography_discussed","analysis_type"],"summary":{"text":"A 2011 survey in Ahmedabad, India, investigated heat vulnerability among slum dwellers using randomized cluster sampling. The study identified that self-reported heat illness was associated with age, preexisting medical conditions, work location, and access to health information and resources.","ai_generated":true,"unit":"cdkn-000244#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"The study identified several factors associated with self-reported heat illness among slum dwellers in Ahmedabad, specifically age, preexisting medical conditions, work location, and access to health information and resources.","ai_generated":true,"unit":"cdkn-000244#insight-1","date_modified":"2026-10-23"}],"climate_tags":["extreme heat","climate change","public health","urbanization"],"geography_discussed":["Gujarat"],"frame_perspective":[],"analysis_type":["cross-sectional survey","multivariate logistic regression"]},{"id":"cdkn-000297","url":"https://climateinsightsdirectory.org/document/cdkn-000297","title":"Perceptions of water access in the context of climate change by rural households in the Seke and Murewa districts, Zimbabwe","publisher":{"name":"Climate and Development Knowledge Network","organization":"climate-and-development-knowledge-network"},"document_type":"research paper","language":"en","date_published":"2013-10-31","source_url":"https://cdkn.org/resource/perceptions-of-water-access-in-the-context-of-climate-change-by-rural-households-in-the-seke-and-murewa-districts-zimbabwe","generator":"Climate Insights Directory","generated_fields":["summary","key_insights","climate_tags","analysis_type"],"summary":{"text":"A 2011 survey of 300 rural households in Zimbabwe's Seke and Murewa districts found that water shortages, attributed to reduced rainfall, are a significant concern. While most households rely on rainfall for crops and rivers for livestock, there is a general perception that water availability will decrease in the future, a view more prevalent among female-headed households. Despite these challenges, few respondents consider emigration, and many lack the means to address water shortages, indicating a need for sustainable water management training.","ai_generated":true,"unit":"cdkn-000297#summary","date_modified":"2026-10-23"},"key_insights":[{"text":"Rural households in the study area rely on rainfall for crops, rivers for livestock, and protected wells for domestic use, but they face water shortages primarily caused by reduced rainfall.","ai_generated":true,"unit":"cdkn-000297#insight-1","date_modified":"2026-10-23"},{"text":"There is a general expectation of decreased water availability in the future, with female-headed households expressing this concern more frequently than male-headed households.","ai_generated":true,"unit":"cdkn-000297#insight-2","date_modified":"2026-10-23"},{"text":"While few respondents are considering emigration, female-headed households are more likely to do so than male-headed ones, and many households report having no means to mitigate water shortages.","ai_generated":true,"unit":"cdkn-000297#insight-3","date_modified":"2026-10-23"}],"climate_tags":["climate change","water management","gender"],"geography_discussed":[],"frame_perspective":[],"analysis_type":["cross-sectional survey","descriptive statistics"]}]}