Overall, we believe that the presented approach provides a computationally inexpensive, and highly data-efficient, strategy to improve the reliability of -and confidence inbenchmarking efforts. Furthermore, our strategy is easily extensible to other regions of the chemical space, so that the presented work could provide a blueprint for further advances in simulation method selection for future chemical reactivity studies, as well as in the development of new, robust DFT functionals.