Data collection in epidemiology involves gathering information on exposures, outcomes, and potential confounders from various sources like surveys, medical records, and laboratory tests. Data analysis often includes statistical methods to interpret the relationships and test hypotheses. Software tools like SPSS and R are commonly used.