Blocking without Pads
Blocking, not to be confused with the type that exposes one to the risk of physical injury, is a REALLY clever way to run experiments.
Blocking can be thought of as grouping experimental runs. And when experimental trials are grouped, interesting things can happen - not the least of which is you can really increase your signal to noise ratio.
Consider the following operational life data from Company ABC: