I crank them down by hand until they won't turn any more. I use a strap wrench in certain situations, mostly on GM trucks where I can't fully grip the filter to tighten it. In those situations, I tighten by hand as much as I can, then go about 1/2 turn or so with the wrench until it feels tight.
3 years and zero comebacks.