Kriging methods of geostatistical analysis provide valuable techniques
for analysis of sediment contamination problems, including interpolat
ion of concentration maps from point data and estimation of global mea
n concentrations. Sample collection efforts frequently include prelimi
nary screening data of considerably more extensive coverage than the l
aboratory analyses on which estimation is usually based. How should th
ese be incorporated in kriging? Screening and laboratory analysis cons
titute two separate estimates of the same spatial field but of very di
fferent characteristics. A modified version of co-kriging is developed
to include the imprecise screening information in the analysis of con
taminant distribution. Use of the method is demonstrated on a data set
of sediment PCB samples from the Upper Hudson River, for which prelim
inary categorical mass spectrometry screening was used to select a sma
ller set of samples for gas chromatograph analysis. The method is wide
ly applicable to many situations of contaminant and natural resource e
stimation.