Hydrocarbon phases from the thermal processing of low temperature adsorption of propene on Rh(111) and those from direct adsorption at particular temperatures were characterized by HREELS and were found to show differences. The phase from direct adsorption at room temperature contains C x H species and ethylidyne which shows a better bond breaking ability than the room temperature phase produced by thermal processing which contains ethylidyne, propylidyne and di-σ adsorbed propene. The use of the phase from direct adsorption at room temperature, especially the low coverage phase, in comparison with similarly prepared phases on Ru(001), Ir(111), Ni(111), Pd(111) and Pt(111) shows a correlation on bond breaking ability that agrees with Sinfelt's correlation of the hydrogenolysis activity of the group 7–10 metals. This suggests that the room temperature phase of an alkene on a surface can be used to predict the hydrogenolysis activity of that surface.