One of the objectives
of electronic structure theory is to predict
chemical and catalytic activities. This is a challenging target due
to the large number of variables that determine the performance of
a heterogeneous catalyst. The complexity of the problem has reduced
considerably with the advent of single atom catalysts (SACs) and,
in particular, of graphene-based SACs for electrocatalytic reactions
such as the oxygen reduction (ORR), the oxygen evolution (OER), and
the hydrogen evolution (HER) reactions. In this context we assist
with a rapidly growing number of theoretical studies based on density
functional theory (DFT) and with proposals of universal descriptors
that should provide a guide to the experimentalist for the synthesis
of efficient catalysts. In this Perspective we critically analyze
some of the current problems connected with the prediction of the
activity of SACs: accuracy of the calculations, neglect of important
contributions in the models used, physical meaning of the proposed
descriptors, not to mention some problems of reproducibility. It follows
that the “rational design” of a catalyst based on some
of the proposed universal descriptors should be considered with caution.