Community Feedback Synthesis & Prioritization
Transform community feedback into prioritized themes and advocacy narratives
What You Can Do
You can rapidly synthesize large volumes of community feedback from multiple channels—surveys, town halls, canvassing notes, social media, and emails—into structured, ranked insights. Claude identifies recurring themes, quantifies priority levels by frequency and constituent urgency, and generates compelling advocacy narratives with specific quotes and data points that prove responsiveness to stakeholders like elected officials, foundation funders, and coalition partners.
Features
Merge surveys, meeting transcripts, social media comments, email, and canvassing notes into a single analysis
Identify recurring topics automatically and group related feedback by issue area
Rank themes using frequency, constituent intensity, and organizational relevance
Pull direct quotes from feedback that illustrate each theme for authentic advocacy narratives
Create stakeholder-ready briefs with specific numbers, quotes, and recommendations
Convert feedback into concrete next steps aligned with community priorities
Identify which issues generate urgency vs. acceptance to calibrate advocacy messaging
Spot shifts in community priorities over time or across demographic segments
Example Output
Input: 247 survey responses + 43 town hall comment notes + 18 social media threads about transit access
Output:
Top 3 Community Priorities
1. Bus Route Accessibility (Frequency: 94 mentions | Urgency: High | Impact: Critical)
- 38% of respondents cited unreliable bus schedules
- Direct quote: "I miss work 2-3 times monthly because the 42 bus just doesn't come. I can't rely on it." — Survey respondent, District 4
- Recommendation: Commission route reliability audit; meet with transit authority
2. Evening/Weekend Service Gaps (Frequency: 67 mentions | Urgency: High | Impact: High)
- Affects shift workers and students disproportionately
- Quote: "Working nights, I have zero options to get home safely after midnight." — Town hall attendee
- Recommendation: Pilot weekend express routes
3. Fare Affordability (Frequency: 52 mentions | Urgency: Medium | Impact: High)
- Senior and low-income households most affected
- Recommendation: Advocate for subsidized pass program for residents below 200% AMI
What's Included
- SKILL.md: Complete instruction file with system prompt and synthesis workflow
- Feedback Analysis Template: Structured worksheet for organizing raw input by source and theme
- Priority Matrix Framework: Urgency/Impact grid to rank themes consistently
- Advocacy Narrative Template: Pre-formatted brief structure (Executive Summary, Key Themes, Quotes, Recommendations)
- Multi-Source Feedback Checklist: Ensures you capture input from surveys, social media, meetings, canvassing, and email
Who It's For
- Community organizers and grassroots leaders managing civic engagement campaigns
- Nonprofit program directors synthesizing constituent feedback for strategic planning
- Advocacy campaign managers converting member input into policy priorities
- Elected officials' staff preparing constituent briefings and town hall summaries
- Coalition coordinators consolidating member organization feedback for joint advocacy
Best For
- Post-survey analysis — Processing 100+ responses into themes and recommendations
- Town hall synthesis — Converting meeting notes and live feedback into organized output within 24 hours
- Multi-channel feedback consolidation — Merging surveys, social media, email, and canvassing data into one narrative
- Stakeholder briefings — Creating data-backed presentations for elected officials and funders
- Priority comparison — Identifying gaps between community priorities and organizational assumptions
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