Thematic analysis is a qualitative research method used to identify, analyze, and report patterns (themes) within data. It provides a systematic approach to interpreting the meaning of qualitative data by organizing it into themes that reflect the experiences or perspectives of participants, making it especially valuable for evaluating programs and interventions.