The catalytic properties of atomically dispersed supported metals depend on the supports as ligands. We report metal−organic frameworks in the UiO-66 family, synthesized with various ligands that influence the electron-donor properties of the Zr 6 O 8 nodes, including benzene-1,4-dicarboxylate linkers (some with substituents) and formate, acetate, benzoate, and trifluoroacetate. Catalytically active iridium species on the nodes were made by chemisorption of Ir(CO) 2 (acetylacetonato), giving Ir(CO) 2 groups, identified by infrared (IR) and extended X-ray absorption fine structure spectroscopies. The electronic properties of the iridium centers, which are sensitive to the supports as ligands, were characterized with high-energy-resolution fluorescence detection X-ray absorption near-edge spectroscopy (HERFD XANES), distinguishing the supports and giving results correlated with the ν CO IR spectra and catalytic activities of partially decarbonylated iridium sites for ethylene hydrogenation at 313 K and atmospheric pressure. The IR spectra of the working catalyst incorporating linkers with NH 2 substituents show an initial induction period as reactants changed the iridium ligand environment, after which the catalyst operating in a once-through flow reactor underwent no measurable deactivation for 48 h. Among the results, we emphasize the value of HERFD XANES spectroscopy for the sensitive assessment of the effects of supports as ligands that determine the catalytic properties of atomically dispersed metals.