A system for aggregated electronic device power management includes an aggregated power management arbitrator configured to collect activity information from one or more electronic devices regarding the use of a type of hardware component on the electronic devices. The aggregated power management arbitrator selects a timeout period for transmitting to one of the one or more electronic devices to define a minimum amount of time before the hardware component is transitioned to a lower-power state. The aggregated power management arbitrator may determine usage patterns for one of the electronic devices based on the collected activity information and the applications executing on the electronic device. A timeout period may be adjusted based on the determined usage pattern to improve efficiency of the power management of the electronic device.