Review of several applications of large-scale parallel computing, with focus on parallelism in the calculations and how it was exploited. From computational science, topics include: particle-in-cell simulation of tokamak plasma microturbulence, groundwater flow contaminant transport, and multimaterial hydrodynamics. From computational finance, the topic is valuation of mortgage-backed securities.