Thematic analysis is one of the most widely used approaches in qualitative research, providing a systematic method for identifying and analysing patterns of meaning within interview transcripts, focus group discussions, and open-ended survey responses. Researchers apply thematic analysis by coding data segments, grouping codes into categories, and refining those categories into themes that capture significant aspects of participant experience or opinion. Unlike more rigid analytical frameworks, thematic analysis is flexible enough to work across different research questions and theoretical positions, making it suitable for exploratory studies as well as hypothesis-driven investigations. At enterprise scale, thematic analysis enables insights teams to surface consistent patterns across large volumes of qualitative data, turning participant narratives into actionable strategic findings.