“…The complexity of such reaction processes is evident e.g., from the investigation of Li et al on C 2 –C 4 light olefin production from syngas using a specific ZnGaO x spinel catalyst . To characterize the catalyst, understand the nature and formation of intermediates, the roles of chemisorbed species, lattice vacancies, and coordination sites, and to describe the mechanism toward a specific product spectrum, a multitude of techniques were combined including HRTEM, SEM, helium ion microscopy (HIM), XRD, EDXS, inductively coupled plasma optical emission spectroscopy (ICP-OES), in situ ambient pressure (AP) X-ray photoelectron spectroscopy (XPS), quasi in situ electron paramagnetic resonance (EPR) and photoluminescence (PL) spectroscopy, temperature-programmed desorption and reduction (TPD, TPR), in situ FTIR, and online GC . Advanced experimental techniques, − ,− , numerical simulations, ,,,− ,,, and/or theoretical methods ,,, have been refined and applied to such heterogeneous reaction systems, and concurrently, methodologies and computational tools have been described to systematically develop and analyze microkinetic mechanisms, ,− also using machine learning and automated mechanism generation approaches. , …”