AbstractUnthinking inferences from the sampled autocorrelation structure, for realisations of certain nonstationary processes, can lead to misguided identifications and, possibly, misleading fits. Effective time-series modelling must include inspection of the raw data, and will often also depend on extraneous information available to the analyst.