Tag

revenue forecasting

2 articles

Retention

Forecasting Renewal Risk Across a Book Before Quarter Close

Renewal risk forecasting requires account-level probability estimates summed to a dollar-denominated at-risk ARR figure. Learn how to build a renewal risk model that outperforms CSM gut estimates, update it monthly, and use it for headcount planning.

17 min read
Expansion Revenue

Forecasting NRR Separately by Expansion Motion

A rigorous framework for disaggregated NRR forecasting — building separate forward models for PLG expansion, sales-led expansion, contraction risk, and churn by cohort vintage, so revenue planning is grounded in leading indicators rather than historical blended rates.

16 min read