A method for automatically determining device settings based on usage history. The method includes determining a characterization for a device operation in terms of a set of features and selecting a previous device operation having a characterization which is similar to the characterization of the device operation. The device settings which are associated with the characterization of the selected previous device operation may then be employed in performing the device operation.