Abstract
The principal objective of this paper was to compare the SURE and the GLS estimators with varying sample sizes and correlation. We have found that the SURE estimator was better than the GLS estimator, where the MSE was concerned, when the correlation between equations increased. Real air navigation data from General Authority of Civil Aviation in Saudi Arabia was applied.