expansion forecasting

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.