Multivariate SPC is commonly used to monitor process data (sensors), as they can detect and alert shifts in a dataset.
The current platform has an interactive plot to diagnose what are the variables contributing to anomalies.
https://www.jmp.com/support/help/en/17.1/index.shtml#page/jmp/model-driven-multivariate-control-char...
A very useful feature is to obtain the mean contribution given to a selected number of points.
Having an additional option that gives you the "accumulated contribution", will help during the diagnosis.