Plant efficiency and yield: make plant data trustworthy and close a mass balance, compute yield and energy per tonne properly, read a control loop's setpoint, measured value and controller output and say why it misbehaves, set up a control chart on lab results and spot a drifting process, test a soft sensor against the lab, fit a simple yield model and judge an AI optimisation suggestion against quality and safety limits, and write an optimisation review a plant manager can take to management, all in a spreadsheet or free Colab, with qualified people deciding every change.

A full certificate course for Chemical Engineering students and young professionals, part of the IntelliScan AI Campus Your Degree + AI programme. Six modules, a practical assignment in every module and a capstone project, all phone-friendly. No programming needed.