Time-to-event analysis is a common occurrence in political science. In recent years. there has been an increased usage of machine learning methods in quantitative political science research. This article advocates for the implementation of machine learning duration models to assist in a sound model selection process. https://www.roneverhart.com/Nef-Rune/