When working with Time Series, it is useful to begin with simple baseline models. These provide a benchmark to compare more complex methods against.
Common baseline approaches include:
Baseline models are often sufficient for many practical tasks, and in some cases, they perform nearly as well as advanced models. At minimum, they set a performance floor that any sophisticated model should exceed.