Drawing on sustained engagement with reflexive thematic analysis (RTA) across health professions education and health systems research within an academic health system in the Arabian Gulf, this commentary explores what becomes visible when RTA is practiced not merely as a procedural framework but as an interpretive sensibility. Rather than revisiting Braun and Clarke’s familiar six-phase framework of RTA, the paper reflects on how RTA functions across mixed-methods inquiry, iterative implementation work, conceptual framework development, and contextually grounded qualitative research. Two conceptual provocations are offered. The first reframes thematic interpretation through the metaphor of colour mixing, proposing that themes are analyst-generated hues selected from a theoretically expansive interpretive spectrum. The second draws on Peter Gray’s theory of free play to conceptualise reflexivity as a form of courageous intellectual play. Together, these provocations argue for a methodological vocabulary that positions interpretation as reflexive, creative, and theory-situated work, rather than procedural extraction, whether that ‘theory’ is a named framework or the analyst’s own inductive, constructivist engagement with the data.
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Farah Otaki (2026) studied this question.
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