When considering safety, especially in operating mines, the reporting of incidents and the language used to describe them really matters. Natural Language Processing can now be used to classify and detect new classifications of incidents and detect previously unseen combinations of hazards and behaviours, allowing for the development of meaningful and targeted safety intervention programs.