Data refers to values of variables that are collected and can be interpreted to derive meaning. There are two main types of data: primary data collected directly from respondents through surveys, observations, or experiments, and secondary data previously collected from sources like libraries, governments, or businesses. Data collection methods include interviews, questionnaires, schedules, and observation to gather information needed to answer a research problem.