The earthquake occurrence is more complicated than the models on which hazard maps are based. Hazard maps often depend on poorly constrained parameters, whose values are chosen based on the mapmakers' preconceptions. When these are incorrect, maps do poorly.
What to do to improve seismic hazard maps?