Remote sensing and geographic information systems (GIS) provide powerful tools for efficiently mapping flood risk. By acquiring spatial data through satellites and aerial systems, we can observe changes in land use, topography, and water bodies that influence flood susceptibility. GIS then allows for the interpretation of this data to create detail