Based on the lectures given during the Eurocourse on title] held at the Joint Research Centre, Ispra, Italy, June 1991. Reviews the state-of-the-art in multivariate analysis and gives an overview of the various fields of application in ecology, environmental chemistry, toxicology, risk analysis, an