Intermediate
ARR/MRR rollforward with churn, expansion, and cohort view
Creates an ARR/MRR rollforward and cohort-based retention view using subscription data. Useful for SaaS metrics reporting and investor updates.
Build an ARR/MRR rollforward for {period}.
Inputs:
- Subscription snapshot data: {subscriptions}
- Churn and expansion events: {customer_events}
- Pricing changes and discounts: {pricing_changes}
- Definitions (ARR vs MRR, gross vs net): {definitions}
Output:
1) Rollforward table: Begin, New, Expansion, Contraction, Churn, End.
2) Gross and net retention metrics with formulas.
3) Cohort retention table (by start month/quarter) if data supports.
4) Data quality checks (duplicates, proration, currency).
Be explicit about definitions used.Related Prompts
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BeginnerNonprofit: Functional Expense Allocation (990)
Allocates expenses between Program, Management, and Fundraising buckets.
GPT-4oGemini 1.5 Pro
0
0
54
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AdvancedCECL allowance model governance: assumptions, controls, and doc
Designs a CECL model governance and documentation package including assumptions, controls, and validation. Useful for banks and auditors supporting allowance estimates.
GPT-5.2 Thinking; GPT-4.1; o3-mini
0
0
45
Industry-Specific
IntermediateRetail gross margin bridge: markdowns, mix, shrink, freight
Builds a gross margin bridge explaining changes driven by markdowns, mix, shrink, and freight. Useful for merchandising and finance alignment.
GPT-5.2 Thinking; GPT-4.1; o3-mini
0
0
47