⚡AgentSkills
🏛️ Public Sector & GovTech · Civic Engagement

Analyze public comments without bias amplification

Representative sampling, theme coding with reliability checks, and reporting honoring minority voices.

intermediate~35 minCivic TechnologistsProgram ManagersPolicy Analysts

Steps

  1. 1Inventory comment sources; weight channels by reach, not volume alone
  2. 2Deduplicate campaigns while preserving legitimate distinct senders
  3. 3Code themes with double-coding on a sample; measure agreement
  4. 4Report majority AND minority themes explicitly with counts
  5. 5Publish methodology so conclusions can be scrutinized
  6. 6Feed results into decision documents with responses to themes raised

Common Pitfalls

  • ▲Form-letter campaigns counted as thousands of unique voices
  • ▲Analysis confirming the pre-written decision

Commands

Install with skills CLI
$ npx skills add aniruddhaadak80/skills --skill civic-engagement-public-comment-analysis
Install globally
$ npx skills add aniruddhaadak80/skills --skill civic-engagement-public-comment-analysis -g

Tags

#public-comments#analysis#equity#public-sector#civic-engagement