Customer feedback analysis
Customer feedback analysis is the process of collecting qualitative and quantitative feedback, organising it into themes, and quantifying those themes so teams can prioritise what to act on.
Also known as Feedback analysis
What are the steps in feedback analysis?
Collect from all channels, clean and de-duplicate, tag or code each piece by theme, quantify how often each theme appears and who it affects, then prioritise by impact. The last two steps are where most teams fall down.
Should feedback analysis be manual or automated?
Manual tagging is accurate but does not scale past a few hundred items. AI-assisted analysis can read thousands of tickets and calls and cluster them into themes, provided every theme stays traceable to its source so a human can verify it.
How do you prioritise what the analysis surfaces?
Weight each theme by frequency, the value of the affected customers, and the severity of the problem. A theme raised by two strategic accounts can outrank one raised by fifty free users.
Put it into practice
Customer feedback analysis, in brief
Customer feedback analysis is collecting feedback from multiple channels, organising it into themes, and quantifying those themes so teams can prioritise what to act on by impact.
Centralise every channel, use AI-assisted tagging to cluster thousands of items into themes, keep each theme traceable to its source, then rank themes by frequency and customer value.
Related terms
- Voice of customerVoice of customer (VoC) is the practice of systematically capturing what customers say about their needs, expectations and experiences, and feeding it back into product, marketing and service decisions.Read more
- Thematic analysisThematic analysis is a qualitative research method for identifying, grouping and interpreting recurring patterns, or themes, across a body of unstructured feedback such as interviews, tickets or open-text survey responses.Read more
- Customer insightA customer insight is a non-obvious, evidence-backed understanding of customer behaviour or motivation that can change a decision, distinct from a raw data point or a single piece of feedback.Read more
- Net Promoter ScoreNet Promoter Score (NPS) is a customer loyalty metric based on a single question, how likely someone is to recommend a company on a 0 to 10 scale, reported as the percentage of promoters minus the percentage of detractors.Read more
- Affinity mappingAffinity mapping is a way of making sense of qualitative research by writing each observation or quote on its own note and grouping the notes by similarity until clear themes emerge.Read more
- Closing the feedback loopClosing the feedback loop means going back to customers who gave feedback to tell them what you did with it, whether you fixed the problem, built the feature, or decided not to and why.Read more
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