The document discusses four main methods of data collection: census, sampling, observational studies, and experiments. A census collects data from every member of the population, while sampling obtains data from a subset. Observational studies observe variables that are associated without manipulating the treatment or control groups. Experiments allow the researcher to control how subjects are assigned and which treatments groups receive to clearly show cause-and-effect relationships.