Glossary
What are consumer insights?
Definition
A consumer insight is a non-obvious understanding of why people think or behave the way they do, expressed sharply enough to change what a brand does next.
The word gets diluted daily, so the ladder is worth restating: data is raw observation, information is organized data, and an insight is an explanation, a non-obvious reading of why people do what they do. The Snickers work that reframed hunger as a personality change rather than a stomach problem is the canonical example: the behavior was visible to everyone, the explanation was not.
Insights come from three broad sources. Qualitative work (interviews, ethnography, diary studies) surfaces motivations people cannot articulate in a survey. Quantitative work (surveys, panels) sizes and validates them. And increasingly, unsolicited conversation at scale, where people explain themselves to each other with no researcher in the room, supplies hypotheses the other two methods would never think to ask about.
The test for a real insight is uncomfortable: does it surprise a smart person who knows the category, does it explain behavior that previously looked irrational, and does it imply a specific action? Observations dressed as insights (millennials value convenience) fail all three, and strategies built on them produce category-generic work.
How this shows up in Waldo
Waldo serves both ends of the ladder in one surface: the raw layer returns posts and verbatims for close reading, the analysis layer returns the clustered pattern, and every claim links to its sources. Insights teams use conversation clusters as a hypothesis engine, then validate against GWI panel data on the same platform.
Related terms and reading
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