Leakage is when future information bleeds into training, inflating metrics.

Leakage is when future information bleeds into training, inflating metrics. Prevention: strict temporal splits (TimeSeriesSplit, no shuffle), lag features only from t-n onwards, rolling stats computed on training window only, careful with target encoding. Always verify that your validation set strictly follows your training set in time.