Before revision:  Moreover, we propose new estimators for value-at-risk and expected shortfall , respectively, and illustrate the gain in efficiency when heavy tails exist in the data.
After revision:  Moreover, we propose new estimators for value-at-risk and expected shortfall plug-in estimators, and show that the application of our algorithm leads to gain in efficiency when heavy tails exist in the data.