The relative measure R of principal stress components has been of spec
ial interest in Earth Sciences, since its variation may indicate the r
edistribution of stress. The purpose of this paper is to investigate i
ts statistical aspects. Given a probability density function of a rand
om stress tensor, we derive the pdf of R, which can be very different
from normal, give its bias estimate and compute the error using a seco
nd-order approximation. Theoretical examples have shown that the estim
ate of R can be seriously biased and its accuracy poorly determined if
linear approximation is used. Analysis of real data sets might show t
hat the linear approximation is not enough for the estimation of R and
the computation of its accuracy.