Thematic Analysis
A method for identifying, analysing, and reporting patterns of meaning across a qualitative dataset. Thematic analysis is theoretically flexible — it can serve realist, constructionist, or critical orientations — and is widely used as a foundational technique across Qualitative Research in education, psychology, and applied linguistics.
Six-phase process
Braun and Clarke (2006) set out six recursive phases that anchored the method as a named approach in its own right rather than a vague label for "finding themes": (1) familiarisation with the data through repeated reading; (2) generating initial codes across the corpus; (3) searching for themes by collating codes; (4) reviewing themes against coded extracts and the full dataset; (5) defining and naming themes with a clear analytic story; (6) producing the report with vivid extracts tied to the research question.
Variants
The original 2006 article is often read as a general-purpose recipe, but Braun and Clarke have since differentiated three families. Reflexive thematic analysis — their preferred term — treats the researcher's subjectivity as an analytic resource, rejects coding reliability checks, and conceptualises themes as analytic outputs developed late in the process. Codebook approaches (such as template analysis and framework analysis) use a structured coding frame, often with multiple coders and a measure of agreement. Coding reliability approaches (Boyatzis, Joffe) treat themes as topic summaries identified early and verified through inter-rater reliability. Choice of variant follows from epistemology, not preference.
Use in applied linguistics
Thematic analysis dominates interview-based studies of teacher cognition, learner identity, and classroom experience because it accommodates large, semi-structured datasets without committing the researcher to a full theoretical framework like Grounded Theory. Common pitfalls flagged in the literature include treating data extracts as themes, weak distinction between domain summaries and conceptual themes, and mismatch between claimed reflexive method and a positivist write-up.
References
- Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77-101.
- Braun, V., & Clarke, V. (2022). Thematic Analysis: A Practical Guide. SAGE.