It's actually the opposite - heavily parallelizable calculations can easily be split across physically separated machines. Supercomputers are necessary for comp

It's actually the opposite - heavily parallelizable calculations can easily be split across physically separated machines. Supercomputers are necessary for computations that are hard to parallelize, ie those where there's a lot of data dependency between individual subproblems and data transfer between computing nodes is a bottleneck.