Overprediction of the spatial extent of aircraft icing is a major prob
lem in forecaster products based on numerical model output. Dependence
on relative humidity fields, which are inherently broad and smooth, i
s the cause of this difficulty. Using multispectral satellite analysis
based on NOAA Advanced Very High Resolution Radiometer data, this pap
er shows how the spatial extent of icing potential based on model outp
ut can be reduced where there are no subfreezing cloud tops and, there
fore, where icing is unlikely. Fifty-one cases were analyzed using two
scenarios: 1) model output only and 2) model output screened by a sat
ellite cloud analysis. Average area efficiency, a statistical validati
on measure of icing potential using coincident pilot reports of icing,
improved substantially when satellite screening was applied.