For screening, where the intent is to find candidates with low λ, the larger heteroscedastic error for higher λ compounds has only a small effect -there is better correlation for compounds with small internal reorganization energies. Therefore we can use the random forest model as a first, rapid screening tool to find oligomers with low λ.