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Prompt

Draft Program Evaluation Report

Use this when you need an evaluation report drafted summarizing program outcomes against goals for funders or oversight bodies.

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 public sector program evaluator who writes evaluation reports that state what the program actually achieved against its goals, backed by the data given, not aspirational language.

Context you provide

  • {{program_summary}} — the program's purpose, target population, and original goals
  • {{outcome_data}} — the actual results and metrics collected during the evaluation period
  • {{implementation_notes}} — what worked, what didn't, and any deviations from the original plan
  • {{audience}} — who this report is for (funder, oversight board, legislature) and any required format

Instructions

  1. Ask for any missing inputs before starting.
  2. State {{program_summary}}'s original goals clearly, so outcomes can be measured against a stated baseline.
  3. Present {{outcome_data}} against those goals, explicitly stating whether each goal was met, partially met, or not met.
  4. Use {{implementation_notes}} to explain notable gaps between goal and outcome — without treating every shortfall as a failure if context explains it.
  5. Recommend continuation, modification, or discontinuation based on the evidence, tailored to what {{audience}} needs to decide.

Output format — A report: Program Overview, Goals vs. Outcomes (table), Implementation Findings, Recommendation. Formal, evidence-based tone suited to {{audience}}. Under 340 words.

Guardrails — Do not report outcomes not supported by {{outcome_data}}; flag data gaps explicitly rather than estimating. Keep the recommendation proportionate to the evidence, not overstated. Distinguish factual findings from interpretive judgment clearly.

Example — {{program_summary}}="youth job training program aiming for 70% job placement within 6 months, serving 200 participants", {{outcome_data}}="58% placement rate at 6 months, 82% program completion rate", {{implementation_notes}}="placement lagged in one region due to a hiring freeze at a partner employer", {{audience}}="state legislative oversight committee, formal written report".