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sentiment-analysis Use to interpret qualitative feedback, trends, and risks across community channels.

Community Sentiment Analysis Skill

When to Use

  • Monitoring community tone during launches, incidents, or roadmap changes.
  • Preparing executive updates that require member sentiment context.
  • Prioritizing response or enablement efforts based on emerging themes.

Framework

  1. Signal Sources forums, chat transcripts, surveys, social listening, support tickets.
  2. Tagging Schema categorize by emotion, topic, product area, persona, and severity.
  3. Trend Analysis track frequency over time, correlate with launches or incidents.
  4. Risk Scoring define thresholds for escalation (negative volume, influencer involvement, compliance).
  5. Action Loop translate findings into comms responses, content updates, or product feedback tasks.

Templates

  • Sentiment tagging sheet (message → tags → severity → owner).
  • Trend report layout with charts + narrative.
  • Escalation matrix referencing response SLAs.

Tips

  • Combine manual review with NLP dashboards to balance accuracy + scale.
  • Capture representative quotes for exec storytelling.
  • Pair with measure-engagement command to provide recommendations alongside metrics.