An approach is disclosed for determining a non-specific device location according to an observed mobility pattern derived from non-positioning related sensors. The approach involves, for example, determining non-positioning related sensor data collected from one or more sensors of a device. The approach also involves processing the non-positioning related sensor data to determine an observed mobility pattern. The approach further involves making a determination that the observed mobility pattern corresponds to reference data associated with a non-specific location, the non-specific location being at a designated location specificity level. Based at least on the determination, the approach further involves providing an output indicating that the device is located at the non-specific location.