When an item changes, is it better to raise PropertyChanged or replace the item? Why might the interface fail to update?

It is preferable to use PropertyChanged to address this issue. Replacing items triggers the CollectionChange event and may cause container recycling or state loss. The interface fails to update when the property does not raise change notifications.