“…Among different oxides, ZrO 2 shows unique properties as a support or promoter for CO 2 hydrogenation due to its weak hydrophilic character that benefits the desorption of produced water, enhancing both the methanol production rate and the selectivity. ,,,, Over the past decades, centering on the role of ZrO 2 , substantial progress has been made in designing high performance catalysts and understanding the hydrogenation mechanisms. The presence of ZrO 2 in catalysts could affect the CO 2 adsorption and activation, − tune the dissociation of H 2 and subsequent spillover of atomic hydrogen, − stabilize the active species, ,− change the reaction pathways , and bind the key reaction intermediates for further conversion, ,,, via improving the metal dispersion and surface area, ,,,,− modifying surface properties (e.g., basicity and defect concentration) ,,,,, and/or interacting with other components (active metals, cosupports and/or promoters). ,,,,− Recently, it was observed that the ZnO-ZrO 2 solid solution in the absence of metals also shows good activity for CO 2 hydrogenation to methanol . Although experimental and computational investigations have been extensively performed on the synergistic effects in the catalyst systems, the multiple roles of using oxides (especially ZrO 2 ) as supports are still under debate and the knowledge in guiding the design of high-performance catalysts with desired oxide supports remains inadequate.…”