Abstract The problem of choosing the 'right chelating ligand'for a homogeneously catalysed reaction is outlined. A model is introduced that combines mechanistic information and ligand descriptors. This model is used together with automated synthesis tools to study the structure- activity relationship in a diverse set of forty-two ligands, and extract information on active regions in the catalyst space. The concept is demonstrated on nickel-catalysed ...