Moving averages are frequently used with quarterly or monthly data to help smooth the components within a time series, as shown in Chapter 5. For quarterly data, a four quarter moving average, MA(4) yields an average of the four quarters, and for monthly data, a 12-month moving average ,MA(12), eliminates or averages out the seasonal effects. The larger the order of the moving average, the greater the smoothing effect