Data analysis in epidemiology often involves descriptive and inferential statistics. Descriptive statistics summarize data through measures like mean, median, and mode, while inferential statistics help to make predictions or inferences about a population based on a sample. Common methods include regression analysis, chi-square tests, and survival analysis.