We discuss the impact of tuning parameter selection uncertainty in the context of shrinkage estimation and propose a … the tuning parameter is simply selected via cross validation criteria. The results show that the proposed SAE methodology … can improve an estimators’ overall performance and reveal and incorporate tuning parameter uncertainty. As an illustration …