A method and electronic device for activating components based on predicted device activity. The method and device include maintaining a set of device activity information storing data collected from components in the device. The device activity information may be maintained over a predetermined time period and may include times associated with the collected component data. The device activity information may include data regarding scheduled events. Device activity and the appropriate activation state of a component on the device may be predicted based on the current time, current data collected from components in the device and data in the device activity information.