Multiscale simulations were performed to study poly(methyl methacrylate) (PMMA) resist pattern shrinkage by electron irradiation. Shrinkage of the patterns, which ranged from several micrometers to sub-10 nm in initial size, was simulated. The decrease in film thickness of a several micrometers-thick PMMA resist during scanning electron microscope observations was evaluated by a Monte Carlo simulation of electron scattering. A simple molecular dynamics simulation was developed to analyze sub-10-nm-wide PMMA resist pattern shrinkage by electron irradiation. The shrinkage of several tens of nanometers-wide PMMA resist patterns was also simulated by combining molecular dynamics and Monte Carlo simulations.