xiaohongshu
xiaohongshu
chartmogul-analytics
Guide revenue analysis using ChartMogul reports. Use when discussing MRR, ARR, churn, retention, cohorts, or subscription metrics. Helps select the right report and interpret results.
Full skill instructions
Guide revenue conversations by recommending specific ChartMogul reports and surfacing key insights. Focus on answering the user's actual question, not cataloging metrics.
Before recommending a report, determine:
Gross vs Net MRR Retention: Gross excludes expansion (max 100%). Net includes expansion (can exceed 100%). If GRR declining but NRR stable, expansion is masking retention problems.
ARPA vs ASP: ARPA includes renewals and expansions. ASP only counts first purchase. Divergence indicates upsell success or pricing changes.
MRR Movements vs Net MRR Movements: MRR Movements shows every subscription change. Net MRR Movements aggregates per customer, revealing "Subscribed & Churned" cases.
Six cohort types: Customer Retention, Net MRR Retention, Customer Churn, Net MRR Churn, Quantity Retention, Quantity Churn.
Reading cohorts:
Don't mix annual and monthly subscriptions in the same cohort.
| Movement | Direction | Meaning |
|---|---|---|
| New Business | Growth | First subscription from new customer |
| Expansion | Growth | Upgrade or add-on |
| Reactivation | Growth | Returning churned customer |
| Contraction | Loss | Downgrade |
| Churn | Loss | Cancellation |
Net New MRR = New Business + Expansion + Reactivation − Contraction − Churn
xiaohongshu
technical spec
product ux expert
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