Underrepresentation in epidemiology refers to the insufficient inclusion of certain populations in epidemiological research. This can lead to gaps in data and knowledge, ultimately affecting the quality and applicability of research findings. Underrepresented groups often include racial and ethnic minorities, women, elderly individuals, and people living in low-income settings.