Design Of Experiments Principles . Design of experiments - Wikipedia Charles S. Peirce randomly assigned volunteers to a blinded, repeated-measures design to evaluate their ability to discriminate weights. Peirce's Design of Experiments A Primer Design of experiments (DOE) is a systematic method to determine the relationship between factors affecting a process and the output of that process.