Visual building damage inspections conducted after strong earthquakes can take weeks to months to be completed. While methods that use floor acceleration data to estimate damage are available, only a small portion of buildings are instrumented. To achieve rapid damage assessments over a wide area, methods to estimate damage to non-instrumented buildings are required. This study details ongoing research to estimate the response of non-instrumented buildings as an intermediary step to develop a regional-level building damage assessment.