Understanding the State of US-Based Spanish Language Wildfire Outreach and Education Materials for the Public: A Case Study of California
Samrajya Bikram Thapa, Jeanette Cobian-Iñiguez

TL;DR
This study explores the availability and distribution of Spanish-language wildfire education materials in California, highlighting gaps and disparities in outreach to Spanish-speaking communities.
Contribution
The study identifies geographic and thematic disparities in Spanish-language wildfire outreach and proposes actionable strategies for equitable communication.
Findings
Spanish-language wildfire materials are increasing but remain inconsistent and less available than English resources.
Outreach is concentrated in Southern California, leaving high-risk areas like the Central Valley underserved.
Material content often lacks focus on long-term resilience and environmental justice issues.
Abstract
Wildfires pose an escalating threat to communities across California, with Spanish-speaking populations facing disproportionate vulnerabilities due to limited access to culturally and linguistically appropriate educational resources. This study examines the availability, accessibility, and spatial distribution of Spanish-language wildfire education materials across the state. We combined quantitative trend analysis with qualitative content and cluster analyses to identify key content gaps and geographic disparities. Results reveal that while the production of Spanish-language materials has increased in recent years, it remains inconsistent and significantly lags behind the availability of English-language resources. Outreach efforts are concentrated in wildfire-prone regions like Southern California, whereas other high-risk and socioeconomically disadvantaged regions, such as the…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6
Figure 7
Figure 8Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsFire effects on ecosystems · Disaster Management and Resilience · Community and Sustainable Development
