Aspects of the present disclosure provide methods and apparatuses for determining if a BTE portion of a hearing assistance device is determined to be either a “good fit” (i.e. placed correctly) or “bad fit” (i.e. placed incorrectly). The hearing assistance device includes a sensor in the BTE portion of the device. The sensor measures acceleration due to gravity in one or more of the x, y, and z directions, or any combination thereof. The measured acceleration is input into a pre-trained classifier model that outputs whether the BTE portion is placed correctly or not placed correctly. At least one of the hearing assistance device or a user device in communication with the hearing assistance device provides feedback regarding the positioning of the hearing assistance device. In aspects, the hearing assistance device or the user device guides the user to properly adjust placement of the BTE portion of the device.