Attrition datasets are usually imbalanced (more people stay than leave). Use techniques like SMOTE (Synthetic Minority Over-sampling Technique) to balance the classes. Algorithm Selection: Logistic Regression: Good for baseline interpretability.

Job Role, Department, Job Level, Business Travel frequency.

Based on the data patterns, typical HR interventions include: