What is handling imbalance using feature engineering techniques?

Feature engineering can help handle class imbalance by creating informative representations of minority classes.

Instead of only resampling, feature engineering can improve separability by creating better signals like ratios, anomaly scores, or aggregated behavioral features. These features help models distinguish minority classes more effectively.