The multivariate profile (MP) chart is a new control chart for simulta
neous display of univariate and multivariate statistics. It is designe
d to analyze and display extended structures of statistical process co
ntrol data for various cases of grouping, reference distribution, and
use of nominal specifications. For each group of observations, the sca
led deviations from reference values are portrayed together as a modif
ied profile plot symbol. The vertical location of the symbol is determ
ined by the multivariate distance of the vector of means from the refe
rence values. The graphical display in the MP chart enjoys improved vi
sual characteristics as compared with previously suggested methods. Mo
reover, the perceptual tasks required by the use of the MP chart provi
de higher accuracy in retrieving the quantitative information. This gr
aphical display is used to display other combined univariate and multi
variate statistics, such as measures of dispersion, principal componen
ts, and cumulative sums