My scale does this, too. Sometimes I try to get it to recalibrate by holding heavy stuff, getting on it, getting off and getting on again just myself. Sometimes it works, sometimes it doesn't (but when it does, at least I know why it's suddenly jumped up 6 pounds).
I may have to try changing the battery. That sounds easier.