A moving average can be useful $q,$

for forecasting but tends to introduce random fluctuations into models

for forecasting but it introduces random fluctuations into the forecast that must be dealt with

to get ideas for future actions but should not be used for forecasting purposes

in removing the random fluctuations for forecasting