Time series analysis provides a method to analyze and model the behaviour of operators of ilmenite reduction furnaces. The models are used to assess the consistency of actions carried out by operators and to review and improve the training procedures. The application of the method led to a significant reduction in product variability and operating costs of the ilmenite furnaces.