A lot depends on your use of it. FLAC or high bit-rate files, volume, time backlight is on, brightness, button-pressing, even the weather/temperature, etc. all play a part in battery usage/play time.
And yes, I would assume the stop watch would contribute to lower run time as you are pressing buttons and turning on the backlight every time you start or stop the feature.
