This document describes the development of an operator training simulator for a steam cracker plant. A dynamic simulation model was created using process simulation software to represent the virtual plant. The model was developed based on plant design specifications and tested to validate its behavior matched the real plant. An operator training simulator was then created using the dynamic model. It was found that the simulator improved operator performance for handling abnormal situations compared to traditional training methods and could help reduce operational errors that result in losses. The simulator provided a safe, realistic environment for training new and experienced operators.