A centering matrix is a specific type of matrix used in statistics and linear algebra, particularly in the context of data preprocessing. Its primary purpose is to center data around the mean, effectively transforming the data so that its mean is zero. This is often a useful step before performing various statistical analyses or applying certain machine learning algorithms.