The reaction energy calculated within a QM/MM model is subject to numerous sources of uncertainty (see Introduction). One important element of uncertainty quantification is the analysis of the sensitivity of the simulation results with respect to its input parameters. Here, we consider the QM/MM reaction energy ∆E reaction QM/MM as our quantity of interest (QoI) and analyze how sensitively it depends on parameters of the QM/MM model.