Systems and methods for estimating the effects of a request to change power usage are described. Device data about one or more devices may be received. User behavior data about past and anticipated user behavior may be received. Effects of a request to change power usage on a power grid may be estimated using the device data and the user behavior data. Whether to send the request to change power usage may be determined based on the estimated effects.