According to the article Sound familiar about the ability of newborns to remember speech sounds, potentially systematic confounding differences can be controlled by:

(a) having several dependent variables
(b) random assignment of participants to groups
(c) making participants groups small enough to limit variability
(d) dividing participant groups into different ages

B