Scaled data provides exact numeric values, ranked data provides comparative values to show ordering or ranking, and nominal data categorizes items without numeric values. The document discusses these three types of data and provides examples of each. It then presents sample questions to determine whether the data referenced would be considered scaled, ranked, or nominal.