This talk will illustrate the use of high performance computing for validation, verification, and data analysis in seismology and earthquake engineering applications. It will start with examples of verification and validation of large-scale computations of ground motion modeling based on both scenario and historical earthquakes. The resulting ground motion from these simulations will then be used as input to analyze the earthquake response of civil infrastructure in localized regions, using as examples models of an entire building inventory within an urban region.