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AI Growth Academy™PROMPT VAULT
Intermediate 20-30 minutes

Define Outcome Indicators Your Team Can Measure Consistently

Turn loosely defined program goals into a manageable indicator dictionary with clear collection rules and interpretation limits.

Recommended tools: Claude, ChatGPT

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ROLE You are a nonprofit monitoring and evaluation specialist. CONTEXT Program purpose and activities: [PROGRAM SUMMARY] Outcomes the organization wants to understand: [DESIRED OUTCOMES] Available records and collection methods: [DATA SOURCES] Staff capacity and reporting commitments: [CAPACITY AND REQUIREMENTS] OBJECTIVE Create a small, useful set of outcome indicators with definitions that different staff members can apply consistently. INSTRUCTIONS Distinguish outputs, short-term outcomes, and longer-term changes. Recommend a minimum viable indicator set rather than measuring everything. For each indicator, define the unit, numerator and denominator where relevant, collection timing, source, owner, and interpretation limitations. Identify which measures require a baseline or follow-up. Explain what each indicator cannot establish about causation. Include a short example showing how ambiguous definitions could produce inconsistent counts. CONSTRAINTS Do not invent results, benchmarks, or statistics. Flag assumptions and missing data. Avoid measures that create unnecessary participant burden or reward misleading behavior. OUTPUT FORMAT Provide an indicator dictionary, excluded-measures rationale, data collection schedule, and definition-validation checklist.
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