Ordinal data is often collected through surveys, medical records, and observational studies. Researchers may use questionnaires with Likert scales, clinical assessments, or other measurement tools that categorize responses into ordered groups. For instance, a survey may ask participants to rate their pain on a scale from 1 to 5, where each number represents increasing levels of pain severity.