Data Science Applications in Safety Science is a whitepaper presenting the data science techniques of natural language processing and machine learning. The document, authored by Research Manager Andrew Kapp, uses easy-to-understand language and provides examples of the application of these techniques to several projects undertaken by the Underwriters Laboratories Data Science team.