They reflect the strength of adsorption on specific catalyst surface sites and are thus related to surface site-specific processes. Altogether, the identified catalyst genes reflect a concerted and intricate interplay of catalyst bulk and surface processes that governs the selectivity towards acrylic acid. These include the catalyst dynamics, described by properties measured in situ, as well as transport phenomena at a higher length scale, encoded by the catalyst pore volume.