Whether I owe or get a refund seems to change from year to year based on things I can't really predict at the start of the year (bonus, capital gains, etc.).

I gave up on trying to get my withholding right and now I just transfer a hundred bucks from each paycheck into savings. If I have to pay taxes when the time comes the money is there, if not I can take the money I accumulated and use it for something else.