Methods, systems, and devices for predicting bed-exit of a patient are described. Methods may include receiving pressure data from a pressure sensor disposed under the patient, receiving accelerometry data from an accelerometer coupled with the patient, detecting movement of the patient based at least in part on the pressure data and the accelerometry data, and determining whether the detected movement is indicative of bed-exit based at least in part on the detected movement. Systems may include a pressure sensor configured to collect pressure data associated with movement of the patient, an accelerometer configured to collect accelerometry data associated with movement of the patient, and a central aggregator configured to determine whether the movement of the patient is indicative of bed-exit based at least in part on the collected pressure data and the collected accelerometry data.
