Details methods for computing valid limits of detection. • Clearly explains analytical detection limit theory, thereby mitigating incorrect detection limit concepts, methodologies and results • Extensive use of computer simulations that are freely available to readers • Curated short-list of important references for limits of detection • Videos, screencasts, and animations are provided at an associated website, to enhance understanding • Illustrated, with many detailed examples and cogent explanations