Data can be classified into different types based on its nature and characteristics. The main types are qualitative data, which represents categories like gender or satisfaction ratings, and quantitative data, which consists of numerical values that can be measured. Data can also be primary, collected directly from sources, secondary, collected by others, raw, unprocessed, or processed, cleaned and analyzed. Qualitative data describes qualities while quantitative data represents quantities numerically.