Task

Define a KPI dashboard for {Team/Business} that aligns metrics to goals and specifies data sources and quality checks.

Context

Objectives: {Objectives}. Current tooling: {Tools/Stack}. Data constraints: {Data Constraints}. Stakeholders: {Stakeholders}.

Requirements

• Propose 10–15 KPIs split into: health, growth, efficiency, quality/retention.
• For each KPI: definition, formula, cadence, owner, target, segmentation.
• Specify data source tables/systems and required transformations.
• Include data quality checks (freshness, completeness, duplicates, anomalies).
• Recommend dashboard layout and alert thresholds.

Output Format

• KPI Spec Table
• Dashboard Layout (wireframe description)
• Data Quality Checklist
• Alerts

Notes

Avoid vanity KPIs. Ensure each metric has an action it informs. If data is missing, propose the minimal instrumentation to capture it.