The use of advanced statistical methods is another layer of complexity. Epidemiologists must choose appropriate study designs such as cohort studies, case-control studies, and randomized controlled trials. Each design has unique strengths and limitations. For instance, controlling for confounding variables can be particularly challenging but is essential for establishing causality. Moreover, techniques like multivariate analysis and Bayesian statistics often require specialized software and a deep understanding of statistical theory.
