Quantitative item analysis examines test items statistically to determine difficulty and ability to discriminate between high and low performing students. Qualitative item analysis examines items for flaws through expert review. Both help improve assessment and learning by identifying flawed items for revision or removal. Without analysis, tests may contain errors that invalidate scores or fail to accurately measure learning. Teachers should use both to ensure items are high quality and assessments provide meaningful feedback.