The selection of cases and controls is critical to the validity of a case control study. Cases are typically individuals who have been diagnosed with the condition of interest, while controls are those who do not have the condition but are otherwise similar to the cases in terms of age, gender, and other demographic factors. Matching controls to cases helps to minimize confounding variables.