In some examples, an electronic device comprises a battery; a storage device storing a user profile, the user profile comprising a usage pattern of the battery; and a processor coupled to the battery and the storage device, the processor to: receive a battery measurement of the battery and operational data of a first component of the electronic device; calculate a battery consumption of the first component based on the battery measurement; compare the battery consumption to the usage pattern; update, based on the comparison, the user profile using a time series model, wherein inputs to the time series model include the battery measurement and the operational data; and adjust a battery consumption of the electronic device based on the updated user profile.