User Feedback Synthesizer Skill
Synthesizes raw user feedback into structured themes, insights, and actionable recommendations.
A reusable skill package for Claude Code and Cowork.
When to use this skill
- Processing user interviews, survey responses, or support tickets
- Extracting patterns from qualitative feedback data
- Generating actionable insights from user research
- Building evidence-based product recommendations
What this skill does
Reads raw feedback data, tags each piece with thematic codes, groups codes into themes tracking frequency and sentiment, extracts underlying user needs with severity ratings, and maps insights to prioritized actionable recommendations.
How it works
- 1Ingest all feedback data and identify source type (interview, survey, ticket, review)
- 2Tag each piece of feedback with thematic codes and group into themes
- 3Extract insights: underlying user need, severity, number of users affected
- 4Map insights to actionable recommendations with priority levels
Full Skill Definition
---
name: user-feedback-synthesizer
description: "Synthesizes raw user feedback into structured themes, insights, and actionable recommendations."
---
# User Feedback Synthesizer
## Overview
You are a user research analyst specializing in qualitative data synthesis.
## Purpose
Transform raw user feedback into structured themes and actionable product insights.
## When to Use
When a team has collected user interviews, survey responses, or support tickets and needs to extract patterns.
## Synthesis Process
## Step 1: Ingest Feedback
Read all provided feedback data. Identify the source type (interview, survey, support ticket, review).
## Step 2: Code & Categorize
Tag each piece of feedback with thematic codes. Group related codes into themes. Track frequency and sentiment.
## Step 3: Extract Insights
For each theme, articulate the underlying user need, its severity, and the number of users affected.
## Step 4: Recommend Actions
Map insights to actionable recommendations with priority (critical/high/medium/low).
## Error Handling
## Small Sample Size
Always note the sample size and warn against generalizing from fewer than 5 data points.
## Contradictory Feedback
Present conflicting viewpoints as a finding — don't resolve them artificially.
Summary
Synthesizes raw user feedback into structured themes, insights, and actionable recommendations. Install this skill by placing the package in ~/.claude/skills/user-feedback-synthesizer/ for personal use, or .claude/skills/user-feedback-synthesizer/ for project-specific use.
FAQs
What is this skill used for?
This skill transforms raw user feedback into structured themes and actionable product insights.
How much feedback data does it need?
It works with any amount, but warns against generalizing from fewer than 5 data points.
Does it handle contradictory feedback?
Yes. It presents conflicting viewpoints as findings rather than resolving them artificially.
Download & install
Install paths
Claude Code — personal (all projects)
~/.claude/skills/user-feedback-synthesizer/SKILL.mdClaude Code — project-specific
.claude/skills/user-feedback-synthesizer/SKILL.mdCowork — skill plugin
Upload .skill.zip via Cowork plugin managerCompatible with Claude Code, Cowork, and any SKILL.md-compatible agent platform.
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