Designing an experiment is a crucial part of the scientific process, and trickier than it might seem.
To be a fair test, an experiment must look at only one factor at a time, and do so without interfering with the “system” under observation, be it atoms or a troop of baboons.
The bugaboo of all research methodologies is uncontrolled variables, factors affecting the outcome that are either unknown or hard to trace.