The primary purpose of the mean squared error $($MSE$)$ and mean absolute deviation $($MAD$)$ in forecasting is to:

estimate the trend line.

eliminate forecast errors.

measure forecast accuracy.

seasonally adjust the forecast.

remove random variations.