•Characterization methods for CO2R catalysts that neglect mass transfer are inaccurate•CMA-ES coupled with continuum modeling rigorously parameterizes literature data•Fit parameters broadly distributed, suggesting differences in catalyst structure•Presented method is applicable to any electrochemical system affected by Electrochemical synthesis processes (e.g., the reduction of carbon dioxide [...