“…However, not all DFT functionals are created equally and at the turn of the millennium John Perdew proposed a climbing scale coined the “Jacob's ladder” with pure GGA functional near the bottom and hybrid functionals close to the top (Perdew and Schmidt, 2001; Sousa et al, 2007). In practice, this often means that in silico homogenous catalytic systems, which are often modeled with hybrid functionals (Green et al, 2014; Wójcik et al, 2016; Wojdyła and Borowski, 2016; Delarmelina et al, 2017; Dabral et al, 2018), produce results that are closer to experimental values then those obtained when modeling heterogenous catalysts, where pure GGA are frequently the only efficient functionals to be implemented periodically (Hammond et al, 2012; Zhao et al, 2015; Ishikawa et al, 2017; Kunkel et al, 2018; Morales-Gar et al, 2018; Fang et al, 2019; Wang et al, 2019). Unfortunately, there is no universal functional and the most appropriate exchange–correlation term must be assessed on a system specific basis by benchmarking theoretically obtained electronic or catalytic properties to those observed experimentally (Laurent and Jacquemin, 2013; de Visser et al, 2014; Hickey and Rowley, 2014; Cantú Reinhard et al, 2016); additionally, the amount of Hartree–Fock component included in the exchange component of the most commonly used hybrid functionals can be modified to produce a better match between experimental and in silico values (Reiher et al, 2001; Walker et al, 2013).…”