SkillsLib.ai

Community Feedback Synthesis & Prioritization

Transform community feedback into prioritized themes and advocacy narratives

3.8(29 reviews)
500+ downloads
Updated Oct 2026
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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

Multi-source feedback aggregation

Merge surveys, meeting transcripts, social media comments, email, and canvassing notes into a single analysis

Theme extraction and clustering

Identify recurring topics automatically and group related feedback by issue area

Priority ranking by impact and urgency

Rank themes using frequency, constituent intensity, and organizational relevance

Constituent quote extraction

Pull direct quotes from feedback that illustrate each theme for authentic advocacy narratives

Data-backed narrative generation

Create stakeholder-ready briefs with specific numbers, quotes, and recommendations

Actionable recommendation synthesis

Convert feedback into concrete next steps aligned with community priorities

Sentiment and tone analysis

Identify which issues generate urgency vs. acceptance to calibrate advocacy messaging

Comparison and trend tracking

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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