In sensitivity studies when estimating the location and scale parameters for the underlying latent distribution "wild values" are often encountered. This is typically caused by the non-existence of the corresponding estimates. A simple condition is developed, which is both necessary and sufficient for the existence of the Maximum Likelihood Estimates (MLE) in all types of sensitivity studies we are aware of. This condition can thus be employed in an iteration procedure to ensure proper convergence.