Spatial statistics involves the analysis of spatial and spatiotemporal data, accounting for the spatial arrangement and dependencies that traditional statistics might overlook. It is crucial for understanding patterns, relationships, and processes in fields like geography, epidemiology, and environmental science, where location and distance influence the data.