Seismic data analysis involves processing and interpreting data collected from seismic surveys to understand subsurface geological structures and properties. It is crucial for applications like oil and gas exploration, earthquake monitoring, and assessing geological hazards, leveraging techniques such as signal processing, inversion, and machine learning for enhanced accuracy and insights.