Growth Accounting Framework

This skill implements the rigorous Growth Accounting framework to provide an accounting-style analysis of user acquisition, retention, and churn. It helps teams move beyond vanity metrics by calculating the 'Quick Ratio,' identifying 'leaky bucket' retention issues, and analyzing cohort-based retention curves. By categorizing users into four mutually exclusive buckets—New, Retained, Resurrected, and Churned—it provides actionable insights into whether growth is sustainable or driven by inefficient acquisition spend, ultimately guiding strategic resource allocation across the product lifecycle.

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