This paper considers spurious regressions with partial unit root and near partial unit root processes. Three models are investigated via simulations to study the rejection probability of the associated tt-statistics in detecting the spurious correlation. The results reveal that the spurious regression is a not-so-spurious problem, which cannot be eliminated by adding AR(1) errors in re-estimation. The advocated balanced regression approach is found effective in detecting the non-existent relationship.