Any process that's running on iOS (or any other computing platform) will use processor time. More processor usage = shorter battery life, so yes it will have some effect. However, the effect is likley to be minimal.
You're in the best position to judge, though; As the stopwatch has been running for over 7 months, turn it off and see if your battery life is extended