You will not have to do an experimental design on the unit test, but you should understand the principles, including random assignment, blocking, single blinding, double blinding, placebo, control group, etc.
Video 1 of : Random Assignment
Video 2: Completely Randomized Design
Video 3: Randomized Block Design & Matched Pairs