Before revision:  We discover that for many simple representative optimization problems, VaR generally leads to non-robust optimizers whereas ES generally leads to robust ones.
After revision:  We establish that for a class of general optimization problems, VaR generally leads to non-robust optimizers whereas ES generally leads to robust ones.