A non-normal distribution is a type of distribution that does not follow the bell-shaped curve of a normal distribution. In epidemiological studies, data such as disease incidence, mortality rates, and patient recovery times often display skewness or kurtosis, which are indicators of non-normality. These distributions can be positively skewed, negatively skewed, or have heavy tails.