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Researchers regularly quantify qualitative data in a variety of ways: a few …some…around half…the majority… But when is it appropriate? Monrouxe & Rees discuss the issues, and provide clarity and caution in their "when I say…" article.
Monrouxe et al. (Tue,) studied this question.