Proposes an approach to determine the presence of stochastic movements in seasonally observed macroeconomic time series. Synopsis of the testing procedure; Basis of the proposal on the sample autocorrelation function; Use of Monte Carlo simulation assuming a Gaussian seasonal random walk data-generation process.