This topic applies to screening designs, factorial designs, response surface designs, and mixture designs.
Randomize the design to reduce bias from extraneous or uncontrollable conditions. For more information, go to What is randomization?.
For split plot designs, runs are randomized within whole plots, which may be within blocks.