The disclosure relates to methods, devices, and systems to identify a user of a wearable fitness monitor using data obtained using the wearable fitness monitor. Data can be obtained from motion sensors of the wearable fitness monitor. A first motion signature and a second motion signature may be obtained from the motion data and used to identify the user.