churn-analysis

Determining when to classify a customer as 'churned' is a critical yet tricky aspect of SaaS analytics. This article explores different approaches for identifying churn signals, diagnosing the drivers of customer contraction, and using churn analytics to inform retention and expansion strategies.

Discusses key metrics and analytical techniques for understanding customer retention, churn, and expansion drivers. Covers topics like logo vs. dollar churn, net revenue retention (NRR), cohort-based survival analysis, and identifying expansion opportunities through upsell and cross-sell.