Cold weather fishing

I’m going to fish this weekend in single digit temps. A while back I saw someone sporting black nitrile gloves and I have to ask if they really make a difference? I currently wear Cabela’s guide series Gore-Tex polar fleece finger gloves but I could double up. Other suggestions?