Exposure of private data possible/ no such data field during production
When try to hide the meaning of the feature if it principaly restorable provide as it is, don't trick yourself that is secure. Incorporate DS work to check if feature is truly non-restorable.
Dataset preparation
Feature processing before train dataset is taged as modeling ready.
kaggle "Optiver Realized Volatility Prediction" competition nyanpn comment