Results are presented for the probability that a contaminated observation in a normal sample isan outlier. Univariate samples with mean-shift or variance inflation contamination were considered. Multivariate samples with inflation of the covariance matrix in which an outlier is the observation with minimum conditional predictive ordinate were also studied. All the results were obtained by numerical integration or simulation.