Nominal data can be collected through various methods, including surveys, questionnaires, medical records, and interviews. It is critical that the categories are clearly defined to avoid any ambiguity. For instance, when collecting data on race, it is important to provide a comprehensive list of options and allow for an "Other" category to capture any responses that do not fit predefined categories.
