Reflexive thematic analysis: from extracts to interpretation

Audience and position

For researchers with a question and interview or text material. Deliver an epistemological and positionality statement, analytic memos, a theme map and an evidence-based interpretation. The excerpts below are fictional platform teaching examples, not participant testimony.

Braun and Clarke's reflexive thematic analysis foregrounds interpretation. David Byrne provides an open worked example. Explain your choice of approach and avoid combining its assumptions uncritically with coding-reliability approaches.

State how you understand the material

Suppose you ask how new laboratory members understand seeking supervisory help. Are you studying reported experiences, or how language and institutions construct a competent researcher? Document your relationship with participants, relevant experience and the setting of data production.

Justify sampling through the question and richness of material, not a universal interview count. Practise with simulated text; real collection and sharing require the institution's applicable ethics, consent, de-identification and access procedures.

Iterate through analysis

1. Familiarize yourself with the material and check transcription; note your reactions and assumptions.
2. Code relevant extracts with context and locations, allowing multiple interpretations.
3. Develop candidate themes around central organizing concepts.
4. Check them against extracts and the full dataset, including counterexamples.
5. Refine boundaries, relationships and names.
6. Present an interpretive argument supported by selected extracts.

These phases are iterative rather than mechanical. Software organizes material; it does not supply the researcher's interpretation.

A fictional interpretive move

Excerpt A: “I wait until I have a complete plan, so I don't look incapable.” Excerpt B: “A senior student said it was okay to ask; then I brought unfinished work.” Possible codes concern help as exposure of competence and peers granting permission.

“Communication difficulty” is a topic label. A candidate theme, “Help must first be earned through demonstrated competence,” proposes a relationship to investigate. Seek contradictory accounts of confident early help-seeking and revise the theme or its conditions. This example establishes nothing about actual students.

Review criteria and sources

• Give themes central concepts, boundaries, supporting extracts and counterexamples.
• Show how coding decisions and interpretations fit the stated epistemology.
• Preserve context and source locations while protecting identities.
• Use peer discussion to challenge interpretations; do not impose agreement statistics as a universal reflexive-TA criterion.

Read Byrne's worked paper. The author FAQ was available through search indexing but failed direct retrieval during this check. Use the accessible paper for the detailed example. Return to qualitative resources.

Advanced practice and review evidence

Choose an anonymized passage relevant to the question, write initial codes, analytic notes and positionality, then develop a theme with a central organizing concept. Distinguish themes from bins named after interview questions. Retain negative cases and explain whether they change boundaries or reveal another mechanism; do not impose coder-agreement optimization on every qualitative approach.

Deliver passage locations, a code–theme–interpretation chain, negative cases and reflexive notes. AI may offer readings but cannot fabricate participants, impersonate independent coders or replace researcher reflexivity. Transfer: analyze contrary material and explain how interpretations and theme boundaries change.

Open practice, AI review and work export.