Robert’s Reviews > Time Series Analysis and Its Applications: With R Examples > Status Update

A thorough grounding in basic "normal" statistics is required. An interesting observation is that the book (and the field) is not necessarily scientifically motivated; the presence of trends/periodicities/correlations may be detected or modeled but there is no discussion of whether or how they are causal or what they mean.