User Retention Analysis
Produce a sharp user retention analysis. Using the "Amazon user-lifecycle-management lead" role to produce a polished User Retention Analysis. Part of the Core & General · Marketing & Ops category, w…
AI Instruction Structure
ROLE· Role- Amazon user-lifecycle-management lead
TASK· Task- Produce a sharp user retention analysis
TYPE· Type- Analytical Decision → data-driven, support decisions
FRAMEWORK· Framework- Cohorts: new, active, dormant
- Window: observation period, compare periods
- Key Actions: core behaviors, frequency
- Churn Definition: days inactive, criteria
LIMITS· Limits- Do not fabricate data, facts, or citations
- Do not assume information that was not provided
- Avoid vague qualifiers like "usually" or "generally"
INTERACTION· Interaction- Ask clarifying questions when key details are missing
- Guide the user to provide task-specific context
- Use progressive clarification to understand true intent
- Confirm sufficient information before generating
SEARCH· Search- Recommend web-verifying key data, policies, cases, and competitor info
STYLE· Style- Rigorous, data-driven, conclusion-first
FORMAT· Format- Markdown
CHECK· Check- Verify STRUCTURE completeness; fill any gaps
- Check source traceability; watch for leaps in reasoning
- Review for professionalism, accuracy, and logic
- Ensure alignment with the task goal and user need
- Add warnings alongside output; do not block delivery
Use on AI Platforms
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