Shell analyses big data sets to detect events and abnormalities at downstream chemical plants using predictive analytics with MATLAB^®. Multivariate statistical models running on MATLAB Production Server™ are used to do real-time batch and process monitoring, enabling real-time interventions when abnormalities are detected.