Measurement
Define Churn Before You Model It
A practical framework for choosing a churn definition that matches how your Malaysian app creates value.
Insights
Clear thinking for better retention decisions.
Notes for product, analytics, CRM and customer teams working to make predictive churn signals dependable and useful.
Activation
From Risk Score to Retention Action
Why a ranked customer list is not a retention strategy—and how to connect signals to responsible interventions.
Model health
When Churn Models Lose Their Signal
Five signs that customer change, product releases or campaign effects have made your model less reliable.