Answer
Sometimes, yes. File recovery is often possible, especially when action is taken quickly and the device is not heavily used after the files disappear.
If the missing data matters, stop saving new files to that drive until the situation is evaluated. New activity can overwrite recoverable data, which lowers the chances of getting important files back.