Post-hoc analysis is a statistical procedure conducted after an experiment to explore additional hypotheses that were not specified before the data was collected. It helps identify patterns or effects that were not initially considered, but it must be approached with caution to avoid misleading conclusions due to multiple comparisons or data dredging.