Suppose that a probability measure P is known to lie in a set of proba
bility measures M. Upper and lower bounds on the probability of any ev
ent may then be computed. Sometimes, the bounds on the probability of
an event A conditional on an event B may strictly contain the bounds o
n the unconditional probability of A. Surprisingly, this might happen
for every B in a partition B. If so, we say that dilation has occurred
. In addition to being an interesting statistical curiosity, this coun
terintuitive phenomenon has important implications in robust Bayesian
inference and in the theory of upper and lower probabilities. We inves
tigate conditions under which dilation occurs and we study some of its
implications. We characterize dilation immune neighborhoods of the un
iform measure.