Many time series change in cycles, with increases and decreases that cannot be explained by a smooth trend line.

We will not distinguish cyclical patterns and other forms of autocorrelation here.

In the following sections of this chapter, we will use the term cyclical patterns to refer to all forms of autocorrelation.

Unemployment rate in the USA