Controlled variables are the elements in an experiment that are kept constant to ensure that any changes in the dependent variable are due to the manipulation of the independent variable. By maintaining controlled variables, researchers can minimize the effects of external factors and improve the validity of their results. This concept is crucial in statistical studies, as it helps establish clearer cause-and-effect relationships.