The number of homeless individuals in Portland, OR has increased over time from 11,430 at the start of 2024 to 18,260 individuals, according to the Homeless Services Department. We sought to explore the spatial relationship between homelessness in a neighborhood, available services, and documented crime in an effort to understand where areas of Portland, OR are underserving its unsheltered residents.