Within-dataset reliability, cross-chemistry transferability, and embedded deployment of multi-horizon hazard models for battery failure prediction. Extends the framework of Shikdar & Laaksonen (2026).

An end-to-end churn analysis project for a telecom company with 7,032 customers. The goal was to identify which customer segments have the highest churn risk, quantify the revenue impact, and surface ...

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Predictors with p < 0.05 were considered statistically significant. Additionally, descriptive statistics were calculated by sex and region. Data patterns and distributions were examined using ...