ABSTRACT In this article we compare four multivariate control charts for process dispersion in the retrospective analysis of a historical data set. Among the schemes compared, a new control chart based on a robust estimation of the variance-covariance matrix proved to be very effective in detecting changes in the process dispersion matrix. KEYWORDS: control chartsisolated disturbancesmultivariate process controlrobust estimation