We review the notion of time series linearity and describe recent advances in linearity and Gaussianity testing via data-resampling methodologies. Many advances have been made since the first published tests of linearity and Gaussianity by Subba Rao and Gabr in 1980, including several resampling-based proposals. This article is intended to be instructive in explaining and motivating linearity t...