Limitations of moving averages for removing seasonal variation
Estimating a common seasonal effect
If the underlying seasonal pattern in monthly data repeats in the same form each year, the residuals from 12-point moving averages can be used to estimate the seasonal pattern. The seasonal effect for any month is estimated as the average of the residuals for that month.