Leading Indicators

This article defines churn prediction as a proactive tool for startups to identify at-risk customers using data science and machine learning to improve long term business stability.

Leading indicators are measurable factors that change before a trend occurs, helping founders anticipate future performance and adjust strategy before problems appear in lagging data like revenue.

An analysis of how to measure startup success, detailing why founders must ignore vanity metrics and focus on the few critical numbers that actually drive business decisions.