Before revision:  Depending on the underlying objectives, we develop a general methodology for determining whether a given risk measurement related optimization problem is robust .
After revision:  Depending on the underlying objectives, we develop a general methodology for determining whether a given risk measurement related optimization problem is robust , which we call "robustness against optimization". The new notion is studied for various classes of risk measures and expected utility and loss functions.