one group is the experimental group that is affected by the independent variable/manipulation
one group is the control group that is unaffected by the independent variable/manipulation
both groups have the same baseline for the dependent variable - if not, you're not controlling for confounding variables
you can solve this by recruiting people going into the experimental or control group from the same sample population, so it is ensured they have the same baseline