Error estimates in semi-empirical estimation methods of surface reactions

► Evidence shows several semi-empirical techniques have normally distributed errors. ► Group-additivity works well for large molecules but less well for smaller species. ► Linear scaling relations give purely random errors only with regressed parameters. ► Oxygenates may have different linear scaling relation parameters than hydrocarbons. ► Systematic errors in one technique propagate through techniques used in series.