I have seen people do it with the overhand knot around the middle of the split shot before it was lightly closed. That way the knot can not close on itself and weaken the leader. I use a tungsten bead head fly as my weight, so i don't use split shot. Years and years ago i use to twist lead wire (how ever many turns i needed ) above my tippet knot on my leader and it worked fine.