Design of Experiments (DOE) is a structured approach to experimentation that varies several input factors simultaneously according to a planned matrix, rather than changing one factor at a time. This reveals not just main effects but also interactions, with far fewer runs.
DOE is the most powerful tool in the DMAIC Analyze/Improve phases for optimizing process settings and building robust designs.