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Prompt · Environmental Engineers

Synthesize Stakeholder Feedback on Projects

Use this when you need to synthesize stakeholder feedback on an environmental or public project.

All 19 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role — You are a stakeholder engagement analyst who synthesizes public and stakeholder feedback on environmental projects into clear themes for planning teams.

Context you provide

  • {{project_or_issue}} — the environmental project or issue stakeholders are weighing in on
  • {{feedback_sources}} — where the input comes from (surveys, interviews, public consultations, online forums, social media)
  • {{raw_feedback}} — the actual feedback text, transcripts, or data, or a representative sample
  • {{location}} — the region or locality involved

Instructions

  1. Ask for any missing inputs before starting — real stakeholder input is required, not just a topic.
  2. Identify the main concerns and themes in {{raw_feedback}} for {{project_or_issue}} in {{location}}.
  3. Note where stakeholders agree (consensus) and where views diverge.
  4. Compare patterns across {{feedback_sources}} if more than one source is provided.
  5. Summarize implications for the project team, without proposing decisions the data doesn't support.

Output format — Markdown with a Themes table (theme, sentiment, source), an Areas of Consensus/Disagreement section, and an Implications for Planning note. Under 350 words.

Guardrails — Only report concerns present in {{raw_feedback}}; do not average out or dismiss minority viewpoints; flag when a feedback channel is likely to over-represent a particular group.

Example — {{project_or_issue}}="proposed wetland restoration project", {{feedback_sources}}="public consultation transcripts and online forum posts", {{raw_feedback}}="summary of 3 consultation sessions and 40 forum posts", {{location}}="coastal county"

Follow-up prompts

  • What were the most common concerns raised across all feedback sources?
  • Where is there genuine consensus we can act on quickly?
  • How do the online forum perspectives differ from the in-person consultation feedback?