When designing an experiment, many aspects must be considered. The general design principles are randomization, blocking and balancing, and most experiment designs use some combination of these.

Wohlin, C., Runeson, P., Höst, M., Ohlsson, M., Regnell, B., & Wesslén, A. (2000). Introduction to Experimentation in Software Engineering. [-]