How do you analyze unstructured qualitative data and derive actionable insights with Affinity Diagrams?

Short answer

Put notes and quotes on individual cards, then group them bottom-up by relationships and shared patterns to form major themes and insights.

Explanation

Start by collecting hundreds of individual notes from user interviews and writing each idea on a separate card. The team silently groups similar cards at first to avoid discussion bias. After grouping, give each theme a descriptive name, then formulate insights that explain the underlying behavior and turn them into design opportunities in "How Might We...?" format.

Common mistakes

• Pre-sorting notes into predefined (top-down) categories, hiding new and unexpected patterns.
• Only summarizing what users said without probing into their unspoken psychological motivations.

Follow-up questions

• Compare user Personas with the Jobs to Be Done (JTBD) framework.

Sources

• Nielsen Norman Group — Affinity Diagramming: Collaboratively Sort UX Findings & Ideas