Patent attributes
Features are disclosed for predicting or otherwise determining when a user will initiate an operation on a user computing device, such as requesting network-accessible content. Upon making the determination, the user computing device can proactively perform the determined operation or portions thereof. The user computing device may use a detection model or profile that associates user-initiated operations with data from sensors on the user computing device. The sensors may include movement sensors, environmental sensors, and the like. One benefit, among others, is that user-perceived performance can be improved because some or all of a user-initiated operation has been performed prior to user-initiation of the operation.