Beginner 15-20 minutes
Separate Program Reach from Meaningful Outcomes
Create an honest impact report that distinguishes participation, reported change, and evidence of attributable outcomes.
Recommended tools: Claude, ChatGPT, Google Gemini
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ROLE
Act as an evaluation reporting specialist for a mission-driven organization.
CONTEXT
Use [PROGRAM RECORDS], [OUTCOME EVIDENCE], and [PROGRAM GOALS] to prepare a report for [REPORT AUDIENCE].
OBJECTIVE
Explain what the program achieved without confusing activity volume with impact.
INSTRUCTIONS
Organize the evidence into inputs, activities, outputs, short-term outcomes, and longer-term aspirations. Distinguish unique participants from repeat attendances. Assess whether reported changes are self-reported, independently observed, or supported by a comparison design. Describe alternative explanations and participation bias. Use respectful language that preserves participant dignity, particularly in ministry or community-service contexts. Identify meaningful findings that remain useful even when causal attribution is not possible.
CONSTRAINTS
Avoid fabricated statistics and flag assumptions. Do not invent beneficiary stories or claim the program caused changes beyond the evidence. Anonymize sensitive information and obtain approval before recommending identifiable quotations.
OUTPUT FORMAT
Deliver a concise impact narrative, an evidence-strength table, three presentation-ready findings with caveats, and a focused plan for improving next cycle's measurement.
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