Qualitative analysis · Lesson 2 of 3

Thematic, content, narrative, discourse

A theme makes a claim about meaning. A topic just names what came up.

8 min read · Free — no account needed to read

Four approaches to the same material, asking different questions. Choosing by habit is how people end up reporting frequencies from a study that was about meaning.

Thematic analysis identifies patterns of meaning across a dataset. It is flexible, widely used, and its main failure mode is stopping at topic summaries — "participants talked about workload" is a topic, not a theme. A theme makes a claim: "workload was described as a test of commitment rather than a problem to be solved."

Content analysis counts and categorises systematically, and can be quantitative. It answers how often and how much, which is legitimate and is not what thematic analysis is for.

Narrative analysis treats accounts as stories — how people structure them, what they place at the centre, who is given agency. It is right when the shape of the telling is the phenomenon.

Discourse analysis examines how language constructs the thing being discussed — which framings are available, what they make thinkable, whose interests they serve. It is not about what individuals believe but about what the available language does.

The choice follows from the question. "What do people find difficult?" is thematic. "How often is X mentioned?" is content. "How do people make sense of their career?" is narrative. "How is this group talked about, and what does that framing permit?" is discourse.

See it happen

Your report states: "Three themes emerged: communication, workload and support."

The read that arrives on its own

Three clear themes, each well evidenced with quotes — a solid set of findings.

The same situation, with this idea

You notice these are topics, not themes: they name what was discussed and make no claim. A theme says something. "Communication failures were attributed to individuals rather than to the handover system, which is why repeated training has not changed them" is a finding — arguable, checkable, and useful. The quotes support the same material either way; the difference is whether anything is being claimed.

After this, you can

check whether your themes make a claim or only name a topic.

The takeaway

A theme makes a claim about meaning. A topic just names what came up.

Easy to take the wrong way

That "themes emerged" describes a process. Themes are constructed by an analyst through decisions — the writing should own them.

Try this

Rewrite your themes as sentences that could be disagreed with. Any that cannot be were topics.