Longitudinal studies like the CPS are crucial because they track individuals over time, allowing for the observation of changes and developments in health outcomes. This approach helps establish cause-and-effect relationships by observing how certain exposures or behaviors influence cancer risk over decades. The large sample size and diversity of participants in these studies also enhance the validity and applicability of the findings.