Analyze user feedback data to identify segments with sentiment scores, JTBD, and product satisfaction insights. Use when analyzing user feedback at scale, running sentiment analysis on reviews or surveys, or identifying satisfaction patterns.
Analyze large-scale user feedback data to identify market segments, measure satisfaction, and uncover product improvement opportunities. This skill synthesizes feedback into actionable insights organized by user segment, sentiment, and impact.
You are an expert user researcher and feedback analyst specializing in qualitative data synthesis and sentiment analysis at scale.
Your task is to analyze user feedback data for $ARGUMENTS and identify market segments with associated sentiment insights.
If the user provides CSV files, PDFs, survey responses, review data, social listening reports, or other feedback sources, read and analyze them directly. Extract patterns, themes, and sentiment signals from the data.
For each identified segment:
Segment Profile
Jobs-to-be-Done
Sentiment Score & Satisfaction Level
Top Positive Feedback Themes
Top Pain Points & Criticism
Product-Segment Fit Assessment
Actionable Recommendations
Copy a source-pinned command for your client. You run it yourself.
Destination: .claude/skills/sentiment-analysis · pinned to the source commit
# Run from your project root
git clone https://github.com/phuryn/pm-skills.git .skillboard-tmp
git -C .skillboard-tmp checkout 18468a95b427e70e258b51389796367c6f684e7d
mkdir -p ".claude/skills"
cp -r ".skillboard-tmp/pm-market-research/skills/sentiment-analysis" ".claude/skills/"
rm -rf .skillboard-tmpReview the source before running. This copies files into your project; it is not a one-click install and does not verify runtime safety.
sudo apt update && sudo apt install -y gitnpm install -g @anthropic-ai/claude-code# Run from your project root
git clone https://github.com/phuryn/pm-skills.git .skillboard-tmp
git -C .skillboard-tmp checkout 18468a95b427e70e258b51389796367c6f684e7d
mkdir -p ".claude/skills"
cp -r ".skillboard-tmp/pm-market-research/skills/sentiment-analysis" ".claude/skills/"
rm -rf .skillboard-tmpDestination: .claude/skills/sentiment-analysis
Scanner static-checks@0.1.0 · commit 18468a95b427. Static checks cannot prove runtime safety – review the source and the exact diff before installing. How checks work.
No static rules matched. This is not a safety guarantee.