Methods and systems are described herein for a media guidance application that improves the customization and calibration of user devices to a particular user. For example, in response to erroneously detecting (or failing to detect) a user input of a first type, the media guidance application may re-calibrate the user device based on subsequent corrective inputs issued using a second input type such that future user inputs of the first type will not be erroneously detected (or fail to be detected).
