In a quantitative model with uncertain inputs, the uncertainty of the output can be summarized by a risk measure. We … propose a sensitivity analysis method based on derivatives of the output risk measure, in the direction of model inputs. This … distortion risk measures, defined as weighted averages of output percentiles, and prove a representation of the sensitivity …