In contrast to fixed effects, which are constant and specific to the levels of an observed categorical variable, random effects assume that the levels of the variable are drawn from a larger population. Fixed effects estimate the impact of specific groups, while random effects model the variability between these groups. This distinction is crucial for selecting the appropriate modeling approach in epidemiological research.