Design of Experiments, or DOE, is one of the most powerful tools available to Lean & Six Sigma practitioners. Sadly, many people simply don't understand what an authentic DOE is or, in some cases, some practitioners mistakenly believe their one factor at a time experiment is in fact a DOE when, really, it isn't.